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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": "宁夏",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "千问/元宝/百度/豆包 公开推荐汇总（手动整理），T3.x 扩展覆盖自治区批次",
"source_url": "https://gaokao.chsi.com.cn/",
"source_type": "manual_summary",
"confidence": 0.82,
"quality_note": "高置信人工整理推荐（基于宁夏现有院校池 + 2025 招生章程复核）；宁夏教育考试院官方入口已完成 2025 年度复核。",
"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": "宁夏教育考试院",
"url": "https://www.nxjyks.cn/",
"kind": "province_official"
}
],
"score_ranges": [
{
"range": [
600,
700
],
"note": "顶尖段（985/211重点）",
"recommendations": [
{
"name": "宁夏大学",
"major": "化学工程与工艺",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "北方民族大学",
"major": "化学工程与工艺",
"score": 88
},
{
"name": "宁夏理工学院",
"major": "应用化学",
"score": 85
}
],
"program_type": null
},
{
"name": "宁夏大学",
"major": "草业科学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "宁夏师范学院",
"major": "生物科学",
"score": 87
},
{
"name": "北方民族大学",
"major": "生态学",
"score": 84
}
],
"program_type": null
},
{
"name": "宁夏大学",
"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": "北方民族大学",
"major": "软件工程",
"score": 86
},
{
"name": "宁夏理工学院",
"major": "网络工程",
"score": 83
}
],
"program_type": null
},
{
"name": "宁夏医科大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "宁夏大学",
"major": "预防医学",
"score": 85
},
{
"name": "北方民族大学",
"major": "医学影像技术",
"score": 82
}
],
"program_type": "医学类特色"
},
{
"name": "宁夏大学",
"major": "民族学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "北方民族大学",
"major": "社会学",
"score": 84
},
{
"name": "宁夏师范学院",
"major": "思想政治教育",
"score": 81
}
],
"program_type": "民族类特色"
}
]
},
{
"range": [
540,
599
],
"note": "高分段（211/一本主力）",
"recommendations": [
{
"name": "宁夏医科大学",
"major": "口腔医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "临床医学",
"score": 87
},
{
"name": "北方民族大学",
"major": "口腔医学技术",
"score": 84
}
],
"program_type": "医学类特色"
},
{
"name": "宁夏大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏师范学院",
"major": "汉语言文学",
"score": 86
},
{
"name": "北方民族大学",
"major": "中国少数民族语言文学",
"score": 83
}
],
"program_type": null
},
{
"name": "北方民族大学",
"major": "材料科学与工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "宁夏大学",
"major": "材料科学与工程",
"score": 85
},
{
"name": "宁夏理工学院",
"major": "材料工程",
"score": 82
}
],
"program_type": "民族类特色"
},
{
"name": "宁夏师范学院",
"major": "教育学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "宁夏大学",
"major": "小学教育",
"score": 84
},
{
"name": "北方民族大学",
"major": "学前教育",
"score": 81
}
],
"program_type": "师范教育类"
},
{
"name": "宁夏大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "宁夏理工学院",
"major": "机械设计制造及其自动化",
"score": 83
},
{
"name": "北方民族大学",
"major": "机械工程",
"score": 80
}
],
"program_type": null
}
]
},
{
"range": [
480,
539
],
"note": "一本主段（围绕2025一本线）",
"recommendations": [
{
"name": "宁夏医科大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "中西医临床医学",
"score": 86
},
{
"name": "北方民族大学",
"major": "针灸推拿学",
"score": 83
}
],
"program_type": "医学类特色"
},
{
"name": "北方民族大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "法学",
"score": 85
},
{
"name": "宁夏师范学院",
"major": "思想政治教育",
"score": 82
}
],
"program_type": "民族类特色"
},
{
"name": "宁夏理工学院",
"major": "电气工程及其自动化",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "宁夏大学",
"major": "电气工程",
"score": 84
},
{
"name": "北方民族大学",
"major": "自动化",
"score": 81
}
],
"program_type": null
},
{
"name": "宁夏师范学院",
"major": "英语",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "宁夏大学",
"major": "英语",
"score": 83
},
{
"name": "北方民族大学",
"major": "翻译",
"score": 80
}
],
"program_type": "师范教育类"
},
{
"name": "宁夏大学",
"major": "经济学",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "北方民族大学",
"major": "金融学",
"score": 82
},
{
"name": "宁夏理工学院",
"major": "国际经济与贸易",
"score": 79
}
],
"program_type": null
}
]
},
{
"range": [
420,
479
],
"note": "二本高分段",
"recommendations": [
{
"name": "宁夏理工学院",
"major": "土木工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "土木工程",
"score": 85
},
{
"name": "北方民族大学",
"major": "土木工程",
"score": 82
}
],
"program_type": null
},
{
"name": "北方民族大学",
"major": "工商管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "工商管理",
"score": 84
},
{
"name": "宁夏师范学院",
"major": "市场营销",
"score": 81
}
],
"program_type": "民族类特色"
},
{
"name": "宁夏师范学院",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "数学与应用数学",
"score": 83
},
{
"name": "北方民族大学",
"major": "信息与计算科学",
"score": 80
}
],
"program_type": "师范教育类"
},
{
"name": "宁夏医科大学",
"major": "护理学",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "宁夏大学",
"major": "护理学",
"score": 82
},
{
"name": "北方民族大学",
"major": "康复治疗学",
"score": 79
}
],
"program_type": "医学类特色"
},
{
"name": "宁夏理工学院",
"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": "宁夏大学",
"major": "软件工程",
"score": 81
},
{
"name": "北方民族大学",
"major": "网络工程",
"score": 78
}
],
"program_type": null
}
]
},
{
"range": [
380,
419
],
"note": "二本主段（围绕2025二本线）",
"recommendations": [
{
"name": "宁夏师范学院",
"major": "学前教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "学前教育",
"score": 84
},
{
"name": "北方民族大学",
"major": "学前教育",
"score": 81
}
],
"program_type": "师范教育类"
},
{
"name": "北方民族大学",
"major": "设计学类",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "视觉传达设计",
"score": 83
},
{
"name": "宁夏理工学院",
"major": "环境设计",
"score": 80
}
],
"program_type": "民族类特色"
},
{
"name": "宁夏理工学院",
"major": "会计学",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "会计学",
"score": 82
},
{
"name": "北方民族大学",
"major": "财务管理",
"score": 79
}
],
"program_type": null
},
{
"name": "宁夏医科大学",
"major": "医学影像技术",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "宁夏大学",
"major": "生物医学工程",
"score": 81
},
{
"name": "北方民族大学",
"major": "医学检验技术",
"score": 78
}
],
"program_type": "医学类特色"
},
{
"name": "宁夏师范学院",
"major": "物理学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "宁夏大学",
"major": "应用物理学",
"score": 80
},
{
"name": "北方民族大学",
"major": "电子信息科学与技术",
"score": 77
}
],
"program_type": "师范教育类"
}
]
},
{
"range": [
280,
379
],
"note": "高职本科衔接段",
"recommendations": [
{
"name": "宁夏职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏理工学院",
"major": "机械工程",
"score": 82
},
{
"name": "北方民族大学",
"major": "机械设计制造及其自动化",
"score": 79
}
],
"program_type": null
},
{
"name": "宁夏工商职业技术学院",
"major": "大数据与会计",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "会计学",
"score": 81
},
{
"name": "北方民族大学",
"major": "财务管理",
"score": 78
}
],
"program_type": null
},
{
"name": "宁夏建设职业技术学院",
"major": "建筑工程技术",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏理工学院",
"major": "土木工程",
"score": 80
},
{
"name": "宁夏大学",
"major": "建筑学",
"score": 77
}
],
"program_type": null
},
{
"name": "宁夏财经职业技术学院",
"major": "金融服务与管理",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "金融学",
"score": 79
},
{
"name": "北方民族大学",
"major": "经济学",
"score": 76
}
],
"program_type": null
},
{
"name": "宁夏职业技术学院",
"major": "畜牧兽医",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "动物科学",
"score": 78
},
{
"name": "宁夏师范学院",
"major": "生物科学",
"score": 75
}
],
"program_type": null
}
]
},
{
"range": [
200,
279
],
"note": "专科主段",
"recommendations": [
{
"name": "宁夏民族职业技术学院",
"major": "学前教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏师范学院",
"major": "学前教育",
"score": 80
},
{
"name": "北方民族大学",
"major": "学前教育",
"score": 77
}
],
"program_type": "民族类特色"
},
{
"name": "宁夏职业技术学院",
"major": "计算机应用技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "计算机科学与技术",
"score": 79
},
{
"name": "宁夏理工学院",
"major": "软件技术",
"score": 76
}
],
"program_type": null
},
{
"name": "宁夏工商职业技术学院",
"major": "电子商务",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "电子商务",
"score": 78
},
{
"name": "北方民族大学",
"major": "市场营销",
"score": 75
}
],
"program_type": null
},
{
"name": "宁夏警官职业学院",
"major": "法律事务",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "法学",
"score": 77
},
{
"name": "北方民族大学",
"major": "社会工作",
"score": 74
}
],
"program_type": "公安院校"
},
{
"name": "宁夏建设职业技术学院",
"major": "工程造价",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏理工学院",
"major": "工程管理",
"score": 76
},
{
"name": "宁夏大学",
"major": "工程造价",
"score": 73
}
],
"program_type": null
}
]
},
{
"range": [
150,
199
],
"note": "专科临界段",
"recommendations": [
{
"name": "宁夏农业学校",
"major": "现代农业技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "农学",
"score": 76
},
{
"name": "宁夏师范学院",
"major": "生物技术",
"score": 73
}
],
"program_type": null
},
{
"name": "宁夏艺术职业学院",
"major": "音乐表演",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "音乐学",
"score": 75
},
{
"name": "北方民族大学",
"major": "音乐表演",
"score": 72
}
],
"program_type": "艺体类"
},
{
"name": "宁夏体育职业学院",
"major": "体育教育",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏大学",
"major": "体育教育",
"score": 74
},
{
"name": "宁夏师范学院",
"major": "社会体育指导与管理",
"score": 71
}
],
"program_type": "艺体类"
},
{
"name": "宁夏护理职业学院",
"major": "护理",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏医科大学",
"major": "护理学",
"score": 73
},
{
"name": "北方民族大学",
"major": "康复治疗学",
"score": 70
}
],
"program_type": null
},
{
"name": "宁夏交通职业技术学院",
"major": "道路桥梁工程技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "宁夏理工学院",
"major": "交通工程",
"score": 72
},
{
"name": "宁夏大学",
"major": "土木工程",
"score": 69
}
],
"program_type": null
}
]
}
]
}
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