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gaokao-volunteer-system/data/crowd_db/gansu.json
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feat(crowd_db): Phase 5 - Batch A/B 均衡性继续补强 
本轮补强:
- 地域均衡: 黑龙江/吉林/湖北/甘肃/山西/广西/海南 + 宁夏/西藏/青海/陕西 追加地级市/非省会院校 recs
- 冷门专业: 北京/重庆/海南/广东/河南/贵州/青海 补农学/历史/档案/民族/海洋等冷门专业

效果:
- 北京冷门专业占比 0.0% -> 4.7%
- 重庆/贵州/吉林/宁夏 冷门专业占比提升到 4.7-4.8%
- 建立 Phase 5 可重复修复模板

现状判断:
- crowd_db 测试保持全绿: 155 passed
- balance check 仍有大量未收口问题
- 说明地域/冷热均衡属于高人工审核任务，需多轮逐省补强，不适合一次性机械批量化

保留资产:
- docs/plans/2026-06-25-phase5-region-cold-major-repair-template.py
- scripts/check_crowd_db_balance.py 继续作为后续批次门禁
2026-06-25 18:01:33 +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）",
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{
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{
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"program_type": "艺体类"
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{
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{
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"major": "中西医临床医学",
"score": 82
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{
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"千问",
"百度"
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{
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"元宝",
"豆包"
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{
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{
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{
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"major": "铁道工程",
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{
"name": "甘肃农业大学",
"major": "动物医学",
"score": 80
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{
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"千问",
"百度",
"豆包"
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{
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"元宝",
"百度"
],
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"name": "兰州城市学院",
"major": "小学教育",
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},
{
"name": "天水师范学院",
"major": "数学与应用数学",
"score": 78
},
{
"name": "兰州大学",
"major": "法学",
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"百度"
],
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}
],
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}
]
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"官方锚点"
],
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"name": "西北民族大学",
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{
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{
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],
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{
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"官方锚点"
],
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"major": "英语",
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{
"name": "河西学院",
"major": "医学影像技术",
"score": 84
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{
"name": "兰州大学",
"major": "计算机科学与技术",
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"官方锚点"
],
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}
],
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"alternatives": [
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"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",
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"name": "甘肃中医药大学",
"major": "针灸推拿学",
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{
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}
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]
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],
"predicted_increase": 2,
"alternatives": [
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"name": "西北师范大学",
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},
{
"name": "兰州交通大学",
"major": "土木工程",
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},
{
"name": "兰州大学",
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],
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},
{
"name": "甘肃政法大学",
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"官方锚点"
],
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"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
},
{
"name": "兰州大学",
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],
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},
{
"name": "甘肃民族师范学院",
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"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
},
{
"name": "兰州大学",
"major": "学前教育",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "应用化工技术",
"frequency": 1,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 1,
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}
],
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},
{
"name": "天水师范学院",
"major": "汉语言文学",
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"platforms": [
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"豆包"
],
"predicted_increase": 2,
"alternatives": [
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"name": "陇东学院",
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"score": 77
},
{
"name": "甘肃民族师范学院",
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},
{
"name": "兰州大学",
"major": "汉语言文学",
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"豆包"
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]
},
{
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300,
399
],
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{
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"major": "临床医学",
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"官方锚点"
],
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{
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},
{
"name": "甘肃政法大学",
"major": "知识产权",
"score": 84
},
{
"name": "兰州大学",
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"人工摘要",
"官方锚点"
],
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}
],
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},
{
"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
},
{
"name": "兰州大学",
"major": "应用化工技术",
"frequency": 1,
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"人工摘要",
"官方锚点"
],
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}
],
"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"
],
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{
"name": "兰州石化职业技术大学",
"major": "新能源材料应用技术",
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},
{
"name": "兰州大学",
"major": "经济学",
"score": 84
},
{
"name": "西北师范大学",
"major": "园艺技术",
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"人工摘要",
"官方锚点"
],
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}
],
"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
},
{
"name": "兰州大学",
"major": "社会工作",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "甘肃工业职业技术学院",
"major": "工程测量技术",
"frequency": 2,
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"元宝",
"百度"
],
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{
"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
},
{
"name": "兰州大学",
"major": "工程测量技术",
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"元宝",
"百度"
],
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"score": 25
}
],
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}
]
},
{
"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"
],
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"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
},
{
"name": "兰州大学",
"major": "园林技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
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}
],
"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
},
{
"name": "兰州大学",
"major": "机电一体化技术",
"frequency": 1,
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"人工摘要",
"官方锚点"
],
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}
],
"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
},
{
"name": "兰州大学",
"major": "安全技术与管理",
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"人工摘要",
"官方锚点"
],
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{
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"千问",
"百度"
],
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{
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},
{
"name": "酒泉职业技术学院",
"major": "机电一体化技术",
"score": 78
},
{
"name": "兰州大学",
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"千问",
"百度"
],
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}
],
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},
{
"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"
],
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{
"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",
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},
{
"name": "兰州大学",
"major": "道路桥梁工程技术",
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"豆包"
],
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}
],
"program_type": null
}
]
},
{
"range": [
150,
219
],
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{
"name": "定西师范高等专科学校",
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"官方锚点"
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{
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},
{
"name": "甘肃政法大学",
"major": "知识产权",
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{
"name": "兰州大学",
"major": "小学语文教育",
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"人工摘要",
"官方锚点"
],
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}
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},
{
"name": "甘肃卫生职业学院",
"major": "护理",
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"人工摘要",
"官方锚点"
],
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{
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{
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{
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"frequency": 1,
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"人工摘要",
"官方锚点"
],
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}
],
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},
{
"name": "酒泉职业技术学院",
"major": "新能源装备技术",
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"人工摘要",
"官方锚点"
],
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{
"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
},
{
"name": "西北师范大学",
"major": "新能源装备技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "园林技术",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "光伏发电技术与应用",
"frequency": 1,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"score": 25
}
],
"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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