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gaokao-volunteer-system/data/crowd_db/qinghai.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": "青海",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "青海 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.qhjyks.com/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
560,
620
],
"note": "顶尖段（青海大学/双一流）",
"recommendations": [
{
"name": "青海大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海民族大学",
"major": "英语",
"score": 86
},
{
"name": "青海师范大学",
"major": "教育学",
"score": 84
},
{
"name": "青海理工学院",
"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": "青海师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
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"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海大学昆仑学院",
"major": "土木工程",
"score": 86
},
{
"name": "青海理工学院",
"major": "自动化",
"score": 84
},
{
"name": "青海大学",
"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": "青海民族大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海民族大学旅游学院",
"major": "酒店管理",
"score": 86
},
{
"name": "青海卫生职业技术学院",
"major": "药学",
"score": 84
},
{
"name": "青海大学",
"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": "青海大学",
"major": "生态学",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "青海师范大学",
"major": "生态学",
"score": 88
},
{
"name": "青海民族大学",
"major": "生态学",
"score": 84
},
{
"name": "青海理工学院",
"major": "生态学",
"frequency": 1,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 4,
"score": 25
}
],
"program_type": null
},
{
"name": "青海师范大学",
"major": "教育学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "青海大学",
"major": "教育学",
"score": 87
},
{
"name": "青海民族大学",
"major": "教育学",
"score": 83
},
{
"name": "青海理工学院",
"major": "教育学",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 3,
"score": 25
}
],
"program_type": "师范教育类"
},
{
"name": "青海民族大学",
"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": [
"千问",
"百度"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "青海大学",
"major": "农学",
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理"
},
"program_type": "农林类特色",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "青海师范大学",
"major": "历史学",
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史"
},
"program_type": null,
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "青海交通职业技术学院",
"major": "道路桥梁工程技术",
"subject_requirements": {
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"reselect_subject": [],
"note": "首选物理"
},
"program_type": null,
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "青海卫生职业技术学院",
"major": "护理学",
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学",
"生物"
],
"note": "首选物理，再选化学/生物"
},
"program_type": "医学类特色",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"alternatives": []
}
]
},
{
"range": [
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],
"note": "一本主段（围绕 2025 一本线）",
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"name": "青海大学昆仑学院",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西宁城市职业技术学院",
"major": "护理",
"score": 86
},
{
"name": "青海职业技术大学",
"major": "新能源汽车工程技术",
"score": 84
},
{
"name": "青海大学",
"major": "会计学",
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"人工摘要",
"官方锚点"
],
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}
],
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{
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"major": "计算机科学与技术",
"frequency": 2,
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"人工摘要",
"官方锚点"
],
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"alternatives": [
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"name": "青海交通职业技术学院",
"major": "机电一体化技术",
"score": 86
},
{
"name": "青海警官职业学院",
"major": "司法警务",
"score": 84
},
{
"name": "青海大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
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"score": 25
}
],
"program_type": null
},
{
"name": "青海民族大学旅游学院",
"major": "旅游管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海建筑职业技术学院",
"major": "工程造价",
"score": 86
},
{
"name": "青海大学",
"major": "药学",
"score": 84
},
{
"name": "青海师范大学",
"major": "旅游管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "民族类特色"
},
{
"name": "青海民族大学",
"major": "民族学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "青海大学",
"major": "民族学",
"score": 86
},
{
"name": "青海师范大学",
"major": "民族学",
"score": 83
},
{
"name": "青海理工学院",
"major": "民族学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"豆包"
],
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"score": 50
}
],
"program_type": "民族类特色"
},
{
"name": "青海大学昆仑学院",
"major": "经济学",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "青海大学",
"major": "经济学",
"score": 85
},
{
"name": "青海民族大学",
"major": "经济学",
"score": 82
},
{
"name": "青海师范大学",
"major": "经济学",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
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"score": 25
}
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}
]
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{
"range": [
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519
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"note": "一本下沿/本科上沿",
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{
"name": "青海卫生职业技术学院",
"major": "护理",
"frequency": 2,
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"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海师范大学",
"major": "教育学",
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},
{
"name": "青海民族大学",
"major": "英语",
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},
{
"name": "青海大学",
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"官方锚点"
],
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"score": 25
}
],
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},
{
"name": "西宁城市职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海大学昆仑学院",
"major": "土木工程",
"score": 86
},
{
"name": "青海理工学院",
"major": "自动化",
"score": 84
},
{
"name": "青海大学",
"major": "机电一体化技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海职业技术大学",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海民族大学旅游学院",
"major": "酒店管理",
"score": 86
},
{
"name": "青海卫生职业技术学院",
"major": "药学",
"score": 84
},
{
"name": "青海大学",
"major": "机电一体化技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "青海师范大学",
"major": "临床医学",
"score": 82
},
{
"name": "青海民族大学",
"major": "临床医学",
"score": 80
},
{
"name": "青海理工学院",
"major": "临床医学",
"frequency": 1,
"platforms": [
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"豆包"
],
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"score": 25
}
],
"program_type": null
},
{
"name": "青海师范大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
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"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "青海大学",
"major": "计算机科学与技术",
"score": 84
},
{
"name": "青海民族大学",
"major": "计算机科学与技术",
"score": 81
},
{
"name": "青海理工学院",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": "师范院校特色类"
}
]
},
{
"range": [
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469
],
"note": "本科主段（围绕 2025 本科线）",
"recommendations": [
{
"name": "青海交通职业技术学院",
"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": "西宁城市职业技术学院",
"major": "护理",
"score": 86
},
{
"name": "青海职业技术大学",
"major": "新能源汽车工程技术",
"score": 84
},
{
"name": "青海大学",
"major": "道路桥梁工程技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海警官职业学院",
"major": "法律事务",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海交通职业技术学院",
"major": "机电一体化技术",
"score": 86
},
{
"name": "青海建筑职业技术学院",
"major": "工程造价",
"score": 84
},
{
"name": "青海大学",
"major": "法律事务",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "公安院校"
},
{
"name": "青海建筑职业技术学院",
"major": "建筑工程技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海大学",
"major": "药学",
"score": 86
},
{
"name": "青海师范大学",
"major": "教育学",
"score": 84
},
{
"name": "青海民族大学",
"major": "建筑工程技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海民族大学",
"major": "法学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "青海大学",
"major": "法学",
"score": 81
},
{
"name": "青海师范大学",
"major": "法学",
"score": 79
},
{
"name": "青海理工学院",
"major": "法学",
"frequency": 1,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 1,
"score": 25
}
],
"program_type": "民族类特色"
},
{
"name": "青海大学昆仑学院",
"major": "工商管理",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "青海大学",
"major": "工商管理",
"score": 80
},
{
"name": "青海民族大学",
"major": "工商管理",
"score": 78
},
{
"name": "青海师范大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 1,
"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
380,
419
],
"note": "本科临界/民办本科段",
"recommendations": [
{
"name": "青海农牧科技职业学院",
"major": "畜牧兽医",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海民族大学",
"major": "英语",
"score": 86
},
{
"name": "青海大学昆仑学院",
"major": "土木工程",
"score": 84
},
{
"name": "青海大学",
"major": "畜牧兽医",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海工贸职业技术学院",
"major": "大数据与会计",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海理工学院",
"major": "自动化",
"score": 86
},
{
"name": "青海民族大学旅游学院",
"major": "酒店管理",
"score": 84
},
{
"name": "青海大学",
"major": "大数据与会计",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海高等职业技术学院",
"major": "小学教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
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}
}
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