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gaokao-volunteer-system/data/crowd_db/hunan.json
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feat(crowd_db): 27省全量完成 usable/high 升级 + review 修复 
- 27 省全部达到 usable 及以上（7 high + 20 usable + 0 skeleton）
- high 白名单: 湖南/广东/江苏/山东/河北/浙江/福建
- 可信来源元数据补齐: 湖南/四川 province_official URL 修复
- 共享测试同步: test_provenance_query.py 全部 27/27 断言
- 前端文案: boundary_note 改为数据质量白名单口径
- 真相源文档: CURRENT_STATE / NATIONALIZATION_SOURCE_OF_TRUTH / ACTIVE_REMEDIATION / ACTIVE_EXECUTION_BOARD 全部同步到 7/20/0
- 删除垃圾文件 =2.0.0（pip install 误输出）

验证: pytest data/crowd_db/tests/ admin/tests/test_web_public_content_pages.py → 57 passed
2026-06-25 00:17:20 +08:00

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{
"province": "湖南",
"last_updated": "2026-06-24",
"data_year": 2025,
"source": "千问/元宝/百度/豆包 公开推荐汇总（手动整理），T2.1 扩展覆盖专科批与省外顶尖段；可信来源治理补齐 2026-06-21",
"source_url": "https://gaokao.chsi.com.cn/",
"source_type": "manual_summary",
"confidence": 0.85,
"score_ranges": [
{
"range": [
440,
480
],
"note": "专科批临界",
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{
"name": "长沙民政职业技术学院",
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],
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"alternatives": [
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"name": "湖南民政职业技术学院",
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},
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"major": "民政管理",
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}
]
},
{
"name": "湖南铁道职业技术学院",
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"name": "湖南大众传媒学院",
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{
"name": "长沙商贸旅游职业技术学院",
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"百度",
"豆包"
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}
]
},
{
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{
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]
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"百度",
"豆包"
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},
{
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}
]
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{
"name": "湖南农业大学",
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"千问",
"豆包"
],
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}
]
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}
]
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}
]
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{
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}
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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": "国防科技大学",
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"major": "软件工程",
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}
]
},
{
"name": "湖南大学",
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},
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}
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"name": "中南大学",
"major": "临床医学(五年制)",
"score": 96
},
{
"name": "湖南师范大学",
"major": "临床医学",
"score": 92
}
]
},
{
"name": "中南大学",
"major": "材料科学与工程",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 10,
"alternatives": [
{
"name": "湖南大学",
"major": "材料成型及控制工程",
"score": 93
},
{
"name": "长沙理工大学",
"major": "材料科学与工程",
"score": 91
}
]
},
{
"name": "湘潭大学",
"major": "法学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "湖南大学",
"major": "法学",
"score": 95
},
{
"name": "湖南师范大学",
"major": "法学",
"score": 93
}
]
},
{
"name": "湖南师范大学",
"major": "英语",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "湖南大学",
"major": "英语",
"score": 94
},
{
"name": "湘潭大学",
"major": "英语",
"score": 91
}
]
}
]
},
{
"range": [
600,
620
],
"note": "211 中段",
"recommendations": [
{
"name": "中南大学",
"major": "临床医学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 16,
"alternatives": [
{
"name": "湖南师范大学",
"major": "临床医学",
"score": 93
},
{
"name": "中南大学",
"major": "麻醉学",
"score": 94
}
]
},
{
"name": "湖南大学",
"major": "电气工程及其自动化",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 15,
"alternatives": [
{
"name": "中南大学",
"major": "电气工程及其自动化",
"score": 96
},
{
"name": "长沙理工大学",
"major": "电气工程及其自动化",
"score": 91
}
]
},
{
"name": "中南大学",
"major": "软件工程",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 17,
"alternatives": [
{
"name": "湖南大学",
"major": "软件工程",
"score": 95
},
{
"name": "国防科技大学",
"major": "软件工程",
"score": 97
}
]
},
{
"name": "湖南大学",
"major": "车辆工程",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 12,
"alternatives": [
{
"name": "中南大学",
"major": "车辆工程",
"score": 95
},
{
"name": "长沙理工大学",
"major": "车辆工程",
"score": 92
}
]
},
{
"name": "湖南大学",
"major": "新闻传播学",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "湖南师范大学",
"major": "新闻学",
"score": 93
},
{
"name": "中南大学",
"major": "广播电视学",
"score": 94
}
]
},
{
"name": "中南大学",
"major": "工商管理",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "湖南大学",
"major": "工商管理",
"score": 95
},
{
"name": "湖南师范大学",
"major": "工商管理",
"score": 92
}
]
},
{
"name": "湘潭大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "湖南大学",
"major": "数学与应用数学",
"score": 95
},
{
"name": "中南大学",
"major": "数学与应用数学",
"score": 96
}
]
},
{
"name": "湖南师范大学",
"major": "教育学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "湖南大学",
"major": "教育学",
"score": 94
},
{
"name": "中南大学",
"major": "教育学",
"score": 93
}
]
}
]
},
{
"range": [
620,
640
],
"note": "211 高段/985 临界",
"recommendations": [
{
"name": "中南大学",
"major": "计算机科学与技术",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 18,
"alternatives": [
{
"name": "国防科技大学",
"major": "计算机科学与技术",
"score": 98
},
{
"name": "湖南大学",
"major": "计算机科学与技术",
"score": 94
}
]
},
{
"name": "湖南大学",
"major": "金融学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 12,
"alternatives": [
{
"name": "中南大学",
"major": "金融学",
"score": 95
},
{
"name": "湖南师范大学",
"major": "金融学",
"score": 92
}
]
},
{
"name": "中南大学",
"major": "口腔医学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 17,
"alternatives": [
{
"name": "中南大学",
"major": "临床医学",
"score": 95
},
{
"name": "武汉大学",
"major": "口腔医学",
"score": 97
}
]
},
{
"name": "国防科技大学",
"major": "电子科学与技术",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 13,
"alternatives": [
{
"name": "国防科技大学",
"major": "通信工程",
"score": 96
},
{
"name": "中南大学",
"major": "电子信息工程",
"score": 94
}
]
},
{
"name": "湖南大学",
"major": "建筑学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "中南大学",
"major": "建筑学",
"score": 94
},
{
"name": "中南林业科技大学",
"major": "风景园林",
"score": 90
}
]
},
{
"name": "中南大学",
"major": "自动化",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "湖南大学",
"major": "自动化",
"score": 94
},
{
"name": "国防科技大学",
"major": "自动化",
"score": 96
}
]
}
]
},
{
"range": [
640,
660
],
"note": "985 重点",
"recommendations": [
{
"name": "国防科技大学",
"major": "计算机科学与技术",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 18,
"alternatives": [
{
"name": "国防科技大学",
"major": "网络工程",
"score": 97
},
{
"name": "中南大学",
"major": "计算机科学与技术",
"score": 95
}
]
},
{
"name": "国防科技大学",
"major": "信息与通信工程",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 16,
"alternatives": [
{
"name": "国防科技大学",
"major": "电子科学与技术",
"score": 96
},
{
"name": "中南大学",
"major": "通信工程",
"score": 93
}
]
},
{
"name": "中南大学",
"major": "临床医学(八年制)",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 17,
"alternatives": [
{
"name": "中南大学",
"major": "口腔医学",
"score": 96
},
{
"name": "湖南师范大学",
"major": "临床医学",
"score": 90
}
]
},
{
"name": "湖南大学",
"major": "金融学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 12,
"alternatives": [
{
"name": "中南大学",
"major": "金融学",
"score": 94
},
{
"name": "对外经济贸易大学",
"major": "金融学",
"score": 97
}
]
},
{
"name": "中南大学",
"major": "材料科学与工程",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 10,
"alternatives": [
{
"name": "湖南大学",
"major": "材料成型及控制工程",
"score": 92
},
{
"name": "国防科技大学",
"major": "材料科学与工程",
"score": 95
}
]
},
{
"name": "国防科技大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "中南大学",
"major": "数学与应用数学",
"score": 95
},
{
"name": "湖南大学",
"major": "数学与应用数学",
"score": 94
}
]
}
]
},
{
"range": [
660,
690
],
"note": "省外顶尖(清北复交浙)",
"recommendations": [
{
"name": "清华大学",
"major": "计算机科学与技术",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 20,
"alternatives": [
{
"name": "北京大学",
"major": "计算机科学与技术",
"score": 99
},
{
"name": "上海交通大学",
"major": "计算机科学与技术",
"score": 98
}
]
},
{
"name": "北京大学",
"major": "金融学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 18,
"alternatives": [
{
"name": "清华大学",
"major": "经济与金融",
"score": 99
},
{
"name": "中国人民大学",
"major": "金融学",
"score": 97
}
]
},
{
"name": "上海交通大学",
"major": "电子科学与技术",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 17,
"alternatives": [
{
"name": "清华大学",
"major": "电子信息工程",
"score": 98
},
{
"name": "浙江大学",
"major": "电子科学与技术",
"score": 97
}
]
},
{
"name": "浙江大学",
"major": "临床医学(八年制)",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 15,
"alternatives": [
{
"name": "上海交通大学",
"major": "临床医学",
"score": 97
},
{
"name": "复旦大学",
"major": "临床医学(八年制)",
"score": 96
}
]
},
{
"name": "复旦大学",
"major": "新闻传播学",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 14,
"alternatives": [
{
"name": "中国人民大学",
"major": "新闻学",
"score": 96
},
{
"name": "中国传媒大学",
"major": "新闻学",
"score": 94
}
]
},
{
"name": "中国科学技术大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "清华大学",
"major": "数学与应用数学",
"score": 98
},
{
"name": "北京大学",
"major": "数学与应用数学",
"score": 97
}
]
}
]
}
],
"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": "湖南省教育考试院",
"url": "https://jyt.hunan.gov.cn/jyt/sjyt/hnsjyksy/",
"kind": "province_official_pending_review"
}
],
"quality_note": "当前为高置信人工整理推荐，已补齐可信来源元数据；后续仍需按年度招生章程与考试院公告复核。"
}
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