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gaokao-volunteer-system/data/crowd_db/gansu.json
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feat(crowd_db): Phase 5 - Batch D 收口冷门专业，继续压降地域问题 
Batch D 完成:
- 冷门专业收口: 吉林/宁夏
- 地域均衡继续补强: 湖北/海南/广西/甘肃/辽宁

结果:
- 冷门专业问题已全部清零（不再出现在 balance check）
- 地域均衡问题仍剩 13 省，但保持逐步收敛
- crowd_db 测试持续全绿: 155 passed

判断:
- Phase 5 的专业冷热均衡子目标已收口
- Phase 5 的地域均衡性仍属持续性人工治理项
- 后续如继续，应按问题最重省（西藏/宁夏/青海/陕西/黑龙江/吉林）逐省深补，而非大范围机械追加
2026-06-25 18:22:31 +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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"major": "金融学",
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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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{
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{
"name": "甘肃中医药大学",
"major": "中西医临床医学",
"score": 82
},
{
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{
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],
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]
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}
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{
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},
{
"name": "兰州大学",
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"官方锚点"
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}
],
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{
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],
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"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
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"score": 77
},
{
"name": "甘肃民族师范学院",
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},
{
"name": "兰州大学",
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"豆包"
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},
{
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399
],
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"官方锚点"
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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",
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},
{
"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,
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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",
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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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"score": 25
}
],
"program_type": null
},
{
"name": "兰州城市学院",
"major": "社会工作",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
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"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",
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"元宝",
"百度"
],
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{
"name": "酒泉职业技术学院",
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},
{
"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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}
],
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]
},
{
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220,
299
],
"note": "高职专科主段",
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{
"name": "甘肃林业职业技术大学",
"major": "园林技术",
"frequency": 2,
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"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,
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"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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"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",
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"官方锚点"
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{
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"千问",
"百度"
],
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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,
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"元宝",
"豆包"
],
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{
"name": "甘肃警察职业学院",
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"score": 78
},
{
"name": "甘肃财贸职业学院",
"major": "物流管理",
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},
{
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"豆包"
],
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}
],
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}
]
},
{
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150,
219
],
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{
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"官方锚点"
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{
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{
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{
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"官方锚点"
],
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}
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},
{
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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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"官方锚点"
],
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}
],
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},
{
"name": "酒泉职业技术学院",
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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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