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gaokao-volunteer-system/data/crowd_db/henan.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": "河南",
"last_updated": "2026-06-24",
"data_year": 2025,
"source": "河南 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 + 千问/元宝/百度/豆包 多平台热点交叉整理），2026-06-24",
"source_url": "https://gaokao.chsi.com.cn/",
"source_type": "manual_summary",
"confidence": 0.65,
"score_ranges": [
{
"range": [
650,
750
],
"note": "清北华五级顶尖段（围绕 2025 理科清北线 695+ / 文科 650+）",
"recommendations": [
{
"name": "清华大学",
"major": "工科试验班",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 12,
"alternatives": [
{
"name": "北京大学",
"major": "工科试验班",
"score": 96
},
{
"name": "上海交通大学",
"major": "工科试验班",
"score": 95
}
]
},
{
"name": "北京大学",
"major": "工商管理类",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 10,
"alternatives": [
{
"name": "中国人民大学",
"major": "工商管理类",
"score": 94
},
{
"name": "清华大学",
"major": "经济与金融",
"score": 96
}
]
},
{
"name": "上海交通大学",
"major": "临床医学(八年制)",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "复旦大学",
"major": "临床医学(八年制)",
"score": 95
},
{
"name": "浙江大学",
"major": "临床医学(八年制)",
"score": 94
}
]
}
]
},
{
"range": [
600,
649
],
"note": "C9/强势 985 主段（围绕 2025 理科武大华科线 630+）",
"recommendations": [
{
"name": "武汉大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 9,
"alternatives": [
{
"name": "华中科技大学",
"major": "计算机科学与技术",
"score": 93
},
{
"name": "中山大学",
"major": "计算机科学与技术",
"score": 92
}
]
},
{
"name": "同济大学",
"major": "建筑学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "东南大学",
"major": "建筑学",
"score": 93
},
{
"name": "天津大学",
"major": "建筑学",
"score": 92
}
]
},
{
"name": "中山大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "华中科技大学",
"major": "临床医学",
"score": 92
},
{
"name": "中南大学",
"major": "临床医学(湘雅)",
"score": 91
}
]
}
]
},
{
"range": [
560,
599
],
"note": "985 中位/强 211 主段（围绕 2025 理科中南线 590+）",
"recommendations": [
{
"name": "中南大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "湖南大学",
"major": "计算机科学与技术",
"score": 90
},
{
"name": "华中科技大学",
"major": "计算机科学与技术",
"score": 93
}
]
},
{
"name": "西安交通大学",
"major": "电气工程及其自动化",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "华中科技大学",
"major": "电气工程及其自动化",
"score": 92
},
{
"name": "华北电力大学",
"major": "电气工程及其自动化",
"score": 90
}
]
},
{
"name": "郑州大学",
"major": "临床医学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 9,
"alternatives": [
{
"name": "河南大学",
"major": "临床医学",
"score": 88
},
{
"name": "新乡医学院",
"major": "临床医学",
"score": 87
}
]
}
]
},
{
"range": [
520,
559
],
"note": "211/双一流主力段（围绕 2025 文科一本线 521 / 理科一本线 511）",
"recommendations": [
{
"name": "河南大学",
"major": "汉语言文学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "郑州大学",
"major": "汉语言文学",
"score": 90
},
{
"name": "河南师范大学",
"major": "汉语言文学",
"score": 88
}
]
},
{
"name": "郑州大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "河南工业大学",
"major": "计算机科学与技术",
"score": 87
},
{
"name": "河南科技大学",
"major": "计算机科学与技术",
"score": 86
}
]
},
{
"name": "华中师范大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "陕西师范大学",
"major": "数学与应用数学",
"score": 89
},
{
"name": "河南大学",
"major": "数学与应用数学",
"score": 88
}
]
}
]
},
{
"range": [
480,
519
],
"note": "一本中下/二本头段（围绕 2025 文科一本线 521 临界下沿）",
"recommendations": [
{
"name": "河南师范大学",
"major": "英语",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "信阳师范大学",
"major": "英语",
"score": 86
},
{
"name": "河南大学",
"major": "英语",
"score": 89
}
]
},
{
"name": "河南科技大学",
"major": "机械设计制造及其自动化",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "河南工业大学",
"major": "机械设计制造及其自动化",
"score": 86
},
{
"name": "中原工学院",
"major": "机械设计制造及其自动化",
"score": 85
}
]
},
{
"name": "河南中医药大学",
"major": "中医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "南阳理工学院",
"major": "中医学",
"score": 84
},
{
"name": "河南中医药大学",
"major": "针灸推拿学",
"score": 87
}
]
}
]
},
{
"range": [
430,
479
],
"note": "二本主流段（围绕 2025 理科二本线约 400 / 文科约 435）",
"recommendations": [
{
"name": "河南工业大学",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "河南财经政法大学",
"major": "会计学",
"score": 87
},
{
"name": "中原工学院",
"major": "会计学",
"score": 84
}
]
},
{
"name": "华北水利水电大学",
"major": "水利水电工程",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "郑州大学",
"major": "水利水电工程",
"score": 88
},
{
"name": "黄河水利职业技术学院",
"major": "水利工程",
"score": 82
}
]
},
{
"name": "信阳师范大学",
"major": "汉语言文学",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "南阳师范学院",
"major": "汉语言文学",
"score": 84
},
{
"name": "河南师范大学",
"major": "汉语言文学",
"score": 88
}
]
}
]
},
{
"range": [
380,
429
],
"note": "三本/民办本科段（围绕 2025 民办本科线 380+）",
"recommendations": [
{
"name": "郑州工商学院",
"major": "财务管理",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "河南开封科技传媒学院",
"major": "财务管理",
"score": 82
},
{
"name": "郑州商学院",
"major": "财务管理",
"score": 81
}
]
},
{
"name": "河南开封科技传媒学院",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "郑州工商学院",
"major": "计算机科学与技术",
"score": 81
},
{
"name": "郑州升达经贸管理学院",
"major": "计算机科学与技术",
"score": 80
}
]
},
{
"name": "郑州工业应用技术学院",
"major": "机械设计制造及其自动化",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "郑州科技学院",
"major": "机械设计制造及其自动化",
"score": 80
},
{
"name": "黄河科技学院",
"major": "机械设计制造及其自动化",
"score": 81
}
]
}
]
},
{
"range": [
180,
379
],
"note": "专科批段（围绕 2025 高职高专批 180+）",
"recommendations": [
{
"name": "黄河水利职业技术学院",
"major": "水利水电建筑工程",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "河南水利与环境职业学院",
"major": "水利水电建筑工程",
"score": 80
},
{
"name": "黄河水利职业技术学院",
"major": "建筑工程技术",
"score": 82
}
]
},
{
"name": "郑州铁路职业技术学院",
"major": "铁道机车",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "河南交通职业技术学院",
"major": "铁道机车",
"score": 79
},
{
"name": "郑州铁路职业技术学院",
"major": "铁道工程技术",
"score": 81
}
]
},
{
"name": "河南工业职业技术学院",
"major": "机械制造及自动化",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "河南机电职业学院",
"major": "机械制造及自动化",
"score": 78
},
{
"name": "河南工业职业技术学院",
"major": "数控技术",
"score": 80
}
]
}
]
}
],
"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": "河南省教育考试院",
"url": "https://www.haeea.cn/",
"kind": "province_official"
}
],
"quality_note": "当前为可用版人工结构化摘要：河南省教育考试院官方入口与 2025 普通高招录取控制分数线（一本文 521 / 一本理 511 等）锚点已复核，score_ranges 已覆盖高/中/低分数带（顶尖 650+ / 中段 520-559 / 专科 180-379）；recommendations/alternatives 已达到 usable 密度门槛。后续仍需按 6/25 后真实 2026 投档线进行年度滚动校准，并持续做跨平台热点复核。"
}
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