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gaokao-volunteer-system/data/crowd_db/gansu.json
Hermes Agent 0bc1306a1f feat(crowd_db): 27省全部升级到 usable+ 数据基线 
- 27 省全部达到 usable 及以上（HIGH=7 / USABLE=20 / LOW=0）
- README.md / SCHEMA.md 同步更新质量等级说明
- test_crowd_db_data_quality.py 锁定 27 省数量与质量基线
- test_provenance_query.py 更新 filter_provinces 动态断言

数据来源: 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 22:31:07 +08:00

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{
"province": "甘肃",
"last_updated": "2026-06-24",
"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": 0.66,
"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
}
]
},
{
"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
}
]
},
{
"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
}
]
}
]
},
{
"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
}
]
},
{
"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
}
]
},
{
"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
}
]
}
]
},
{
"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
}
]
},
{
"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
}
]
},
{
"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
}
]
}
]
},
{
"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
}
]
},
{
"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
}
]
},
{
"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
}
]
}
]
},
{
"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
}
]
},
{
"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
}
]
},
{
"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
}
]
}
]
},
{
"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
}
]
},
{
"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": "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
}
]
}
]
},
{
"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
}
]
},
{
"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
}
]
}
]
},
{
"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
}
]
},
{
"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
}
]
},
{
"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
}
]
}
]
}
],
"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": "当前为可用版人工结构化摘要：甘肃省教育考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
}
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