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gaokao-volunteer-system/data/crowd_db/gansu.json
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feat(crowd_db): Phase A 第五批 - 12省分数线级别接入，覆盖率达27/31 
第五批接入省份: 湖北/安徽/福建/江西/辽宁/吉林/甘肃/贵州/云南/陕西/青海/海南

数据来源: 教育在线 eol.cn 2026年各省批次线汇总 + 各省考试院
接入级别: 分数线级别（score_line_at_600=0, benchmarks=[]，位次待补）

当前 score_distribution 覆盖率: 27/31 省 (87.1%)
- 完整位次锚点(9省): 湖南/黑龙江/广东/河南/山东/江苏/河北/上海/重庆
- 分数线级别(18省): 四川/山西/内蒙古/浙江/天津/北京/湖北/安徽/福建/江西/辽宁/吉林/甘肃/贵州/云南/陕西/青海/海南
- 未接入(4省): 新疆/广西/西藏/宁夏（2026分数线待官方确认）

验证: pytest crowd_db 158 passed, 3 skipped
2026-06-25 23:08:04 +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
},
{
"name": "甘肃农业大学",
"major": "化学类",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "西北师范大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "汉语言文学",
"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
},
{
"name": "兰州大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 6,
"score": 50
}
],
"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
},
{
"name": "兰州大学",
"major": "中国少数民族语言文学",
"frequency": 2,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 5,
"score": 50
}
],
"program_type": "民族类特色"
},
{
"name": "兰州城市学院",
"major": "学前教育",
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史"
},
"program_type": "师范教育类",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "西北民族大学",
"major": "民族学",
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史"
},
"program_type": "民族类特色",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "天水师范学院",
"major": "学前教育",
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史"
},
"program_type": "师范教育类",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"alternatives": []
}
]
},
{
"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": "兰州大学",
"major": "交通运输",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "机械设计制造及其自动化",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "西北师范大学",
"major": "农学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "甘肃农业大学",
"major": "大气科学",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 3,
"score": 50
}
],
"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
},
{
"name": "兰州大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 3,
"score": 50
}
],
"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
},
{
"name": "兰州大学",
"major": "中医学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
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"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 2,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "法学",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 2,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "数学与应用数学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "西北师范大学",
"major": "护理学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "新闻学",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 1,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 1,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "小学教育",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"name": "兰州大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"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
},
{
"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,
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