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gaokao-volunteer-system/data/crowd_db/hunan.json
Hermes Agent 00e596ab10 feat(crowd-db): add provenance query and validation
2026-06-12 16:25:05 +08:00

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{
"province": "湖南",
"last_updated": "2026-06-12",
"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",
"source_url": "https://github.com/phamnazage-jpg/gaokao-volunteer-system/blob/main/data/crowd_db/hunan.json",
"source_type": "manual_summary",
"confidence": 0.85,
"score_ranges": [
{
"range": [440, 480],
"note": "专科批临界",
"recommendations": [
{
"name": "长沙民政职业技术学院",
"major": "社会工作",
"frequency": 3,
"platforms": ["千问", "元宝", "百度"],
"predicted_increase": 10,
"alternatives": [
{
"name": "湖南民政职业技术学院",
"major": "社会工作",
"score": 88
},
{
"name": "长沙民政职业技术学院",
"major": "民政管理",
"score": 90
}
]
},
{
"name": "湖南铁道职业技术学院",
"major": "铁道机车",
"frequency": 3,
"platforms": ["元宝", "百度", "豆包"],
"predicted_increase": 9,
"alternatives": [
{
"name": "湖南铁路科技职业技术学院",
"major": "铁道机车",
"score": 89
},
{
"name": "湖南铁道职业技术学院",
"major": "铁道车辆",
"score": 91
}
]
},
{
"name": "湖南大众传媒学院",
"major": "新闻采编与制作",
"frequency": 2,
"platforms": ["千问", "豆包"],
"predicted_increase": 6,
"alternatives": [
{
"name": "长沙师范学院",
"major": "新闻采编与制作",
"score": 88
},
{
"name": "湖南大众传媒学院",
"major": "播音与主持",
"score": 90
}
]
},
{
"name": "长沙商贸旅游职业技术学院",
"major": "会计电算化",
"frequency": 2,
"platforms": ["千问", "百度"],
"predicted_increase": 5,
"alternatives": [
{
"name": "湖南商务职业技术学院",
"major": "会计电算化",
"score": 87
},
{
"name": "长沙商贸旅游职业技术学院",
"major": "财务管理",
"score": 89
}
]
}
]
},
{
"range": [480, 510],
"note": "本科批临界段",
"recommendations": [
{
"name": "湖南文理学院",
"major": "汉语言文学",
"frequency": 3,
"platforms": ["千问", "元宝", "百度"],
"predicted_increase": 8,
"alternatives": [
{
"name": "湖南科技学院",
"major": "汉语言文学",
"score": 93
},
{
"name": "邵阳学院",
"major": "汉语言文学",
"score": 91
}
]
},
{
"name": "湖南文理学院",
"major": "数学与应用数学",
"frequency": 2,
"platforms": ["千问", "百度"],
"predicted_increase": 6,
"alternatives": [
{
"name": "湖南科技学院",
"major": "数学与应用数学",
"score": 92
},
{
"name": "湖南第一师范学院",
"major": "数学与应用数学",
"score": 90
}
]
},
{
"name": "邵阳学院",
"major": "临床医学",
"frequency": 3,
"platforms": ["元宝", "百度", "豆包"],
"predicted_increase": 9,
"alternatives": [
{
"name": "湘南学院",
"major": "临床医学",
"score": 93
},
{
"name": "长沙医学院",
"major": "临床医学",
"score": 89
}
]
},
{
"name": "湖南科技学院",
"major": "英语",
"frequency": 2,
"platforms": ["千问", "豆包"],
"predicted_increase": 5,
"alternatives": [
{
"name": "湖南文理学院",
"major": "英语",
"score": 92
},
{
"name": "湖南第一师范学院",
"major": "英语",
"score": 90
}
]
},
{
"name": "湖南第一师范学院",
"major": "小学教育",
"frequency": 4,
"platforms": ["千问", "元宝", "百度", "豆包"],
"predicted_increase": 12,
"alternatives": [
{
"name": "湖南文理学院",
"major": "小学教育",
"score": 93
},
{
"name": "长沙师范学院",
"major": "小学教育",
"score": 95
}
]
},
{
"name": "长沙师范学院",
"major": "学前教育",
"frequency": 3,
"platforms": ["千问", "元宝", "百度"],
"predicted_increase": 10,
"alternatives": [
{
"name": "湖南第一师范学院",
"major": "学前教育",
"score": 92
},
{
"name": "湖南女子学院",
"major": "学前教育",
"score": 88
}
]
}
]
},
{
"range": [510, 540],
"note": "二本中段",
"recommendations": [
{
"name": "湖南工商大学",
"major": "会计学",
"frequency": 4,
"platforms": ["千问", "元宝", "百度", "豆包"],
"predicted_increase": 15,
"alternatives": [
{
"name": "长沙理工大学",
"major": "会计学",
"score": 96
},
{
"name": "湖南理工学院",
"major": "会计学",
"score": 92
}
]
},
{
"name": "湖南理工学院",
"major": "机械设计制造及其自动化",
"frequency": 3,
"platforms": ["千问", "元宝", "百度"],
"predicted_increase": 11,
"alternatives": [
{
"name": "长沙理工大学",
"major": "机械设计制造及其自动化",
"score": 95
},
{
"name": "湖南工程学院",
"major": "机械设计制造及其自动化",
"score": 91
}
]
},
{
"name": "湖南工程学院",
"major": "电气工程及其自动化",
"frequency": 3,
"platforms": ["元宝", "百度", "豆包"],
"predicted_increase": 12,
"alternatives": [
{
"name": "长沙理工大学",
"major": "电气工程及其自动化",
"score": 96
},
{
"name": "湖南理工学院",
"major": "电气工程及其自动化",
"score": 90
}
]
},
{
"name": "中南林业科技大学",
"major": "林学",
"frequency": 2,
"platforms": ["千问", "百度"],
"predicted_increase": 6,
"alternatives": [
{
"name": "湖南农业大学",
"major": "林学",
"score": 92
},
{
"name": "中南林业科技大学",
"major": "森林保护",
"score": 90
}
]
},
{
"name": "湖南农业大学",
"major": "动物科学",
"frequency": 2,
"platforms": ["元宝", "豆包"],
"predicted_increase": 5,
"alternatives": [
{
"name": "湖南文理学院",
"major": "动物科学",
"score": 90
},
{
"name": "湖南农业大学",
"major": "动物医学",
"score": 92
}
]
},
{
"name": "湖南中医药大学",
"major": "中医学",
"frequency": 4,
"platforms": ["千问", "元宝", "百度", "豆包"],
"predicted_increase": 14,
"alternatives": [
{
"name": "湖南中医药大学",
"major": "中西医临床医学",
"score": 94
},
{
"name": "长沙医学院",
"major": "中医学",
"score": 88
}
]
},
{
"name": "湖南第一师范学院",
"major": "汉语言文学",
"frequency": 2,
"platforms": ["千问", "百度"],
"predicted_increase": 6,
"alternatives": [
{
"name": "湖南文理学院",
"major": "汉语言文学",
"score": 91
},
{
"name": "长沙师范学院",
"major": "汉语言文学",
"score": 90
}
]
},
{
"name": "吉首大学",
"major": "音乐学",
"frequency": 2,
"platforms": ["千问", "豆包"],
"predicted_increase": 5,
"alternatives": [
{
"name": "湖南文理学院",
"major": "音乐学",
"score": 91
},
{
"name": "湖南科技学院",
"major": "音乐学",
"score": 89
}
]
}
]
},
{
"range": [540, 560],
"note": "二本高段/一本临界",
"recommendations": [
{
"name": "长沙理工大学",
"major": "会计学",
"frequency": 4,
"platforms": ["千问", "元宝", "百度", "豆包"],
"predicted_increase": 18,
"alternatives": [
{
"name": "湖南工商大学",
"major": "会计学",
"score": 95
},
{
"name": "湖北经济学院",
"major": "财务管理",
"score": 92
}
]
},
{
"name": "长沙理工大学",
"major": "电气工程及其自动化",
"frequency": 4,
"platforms": ["千问", "元宝", "百度", "豆包"],
"predicted_increase": 17,
"alternatives": [
{
"name": "湖南大学",
"major": "电气工程及其自动化",
"score": 97
},
{
"name": "三峡大学",
"major": "电气工程及其自动化",
"score": 94
}
]
},
{
"name": "湖南师范大学",
"major": "汉语言文学",
"frequency": 3,
"platforms": ["千问", "元宝", "百度"],
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"alternatives": [
{
"name": "湘潭大学",
"major": "汉语言文学",
"score": 94
},
{
"name": "湖南科技大学",
"major": "汉语言文学",
"score": 92
}
]
},
{
"name": "中南林业科技大学",
"major": "土木工程",
"frequency": 3,
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"predicted_increase": 11,
"alternatives": [
{
"name": "长沙理工大学",
"major": "土木工程",
"score": 95
},
{
"name": "湖南科技大学",
"major": "土木工程",
"score": 93
}
]
},
{
"name": "湖南科技大学",
"major": "采矿工程",
"frequency": 2,
"platforms": ["千问", "百度"],
"predicted_increase": 5,
"alternatives": [
{
"name": "中南大学",
"major": "采矿工程",
"score": 95
},
{
"name": "湖南科技大学",
"major": "安全工程",
"score": 90
}
]
},
{
"name": "湘潭大学",
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"platforms": ["千问", "元宝", "百度", "豆包"],
"predicted_increase": 16,
"alternatives": [
{
"name": "湖南大学",
"major": "法学",
"score": 96
},
{
"name": "湖南师范大学",
"major": "法学",
"score": 94
}
]
},
{
"name": "湖南农业大学",
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"platforms": ["千问", "豆包"],
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"alternatives": [
{
"name": "湖南文理学院",
"major": "农学",
"score": 89
},
{
"name": "中南林业科技大学",
"major": "园艺",
"score": 91
}
]
},
{
"name": "吉首大学",
"major": "临床医学",
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"predicted_increase": 9,
"alternatives": [
{
"name": "湘南学院",
"major": "临床医学",
"score": 91
},
{
"name": "湖南医药学院",
"major": "临床医学",
"score": 90
}
]
}
]
},
{
"range": [560, 580],
"note": "一本中段",
"recommendations": [
{
"name": "湖南大学",
"major": "会计学",
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"predicted_increase": 12,
"alternatives": [
{
"name": "中南大学",
"major": "会计学",
"score": 95
},
{
"name": "湖南师范大学",
"major": "会计学",
"score": 93
}
]
},
{
"name": "湖南师范大学",
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"alternatives": [
{
"name": "湘潭大学",
"major": "会计学",
"score": 96
},
{
"name": "长沙理工大学",
"major": "会计学",
"score": 93
}
]
},
{
"name": "中南大学",
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{
"name": "湖南师范大学",
"major": "临床医学",
"score": 94
},
{
"name": "中南大学",
"major": "口腔医学",
"score": 96
}
]
},
{
"name": "湖南大学",
"major": "土木工程",
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{
"name": "中南大学",
"major": "土木工程",
"score": 96
},
{
"name": "长沙理工大学",
"major": "土木工程",
"score": 92
}
]
},
{
"name": "湘潭大学",
"major": "数学与应用数学",
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{
"name": "湖南大学",
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"score": 95
},
{
"name": "湖南师范大学",
"major": "数学与应用数学",
"score": 93
}
]
},
{
"name": "长沙理工大学",
"major": "计算机科学与技术",
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"alternatives": [
{
"name": "湖南大学",
"major": "计算机科学与技术",
"score": 96
},
{
"name": "湘潭大学",
"major": "计算机科学与技术",
"score": 93
}
]
},
{
"name": "湖南科技大学",
"major": "机械设计制造及其自动化",
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{
"name": "长沙理工大学",
"major": "机械设计制造及其自动化",
"score": 94
},
{
"name": "湖南大学",
"major": "机械设计制造及其自动化",
"score": 95
}
]
},
{
"name": "中南林业科技大学",
"major": "风景园林",
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"alternatives": [
{
"name": "湖南大学",
"major": "建筑学",
"score": 96
},
{
"name": "中南林业科技大学",
"major": "园林",
"score": 91
}
]
}
]
},
{
"range": [580, 600],
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{
"name": "湖南大学",
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"alternatives": [
{
"name": "中南大学",
"major": "计算机科学与技术",
"score": 97
},
{
"name": "湖南师范大学",
"major": "计算机科学与技术",
"score": 93
}
]
},
{
"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": 17,
"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": "软件工程",
"score": 95
}
]
},
{
"name": "湖南大学",
"major": "金融学",
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{
"name": "中南大学",
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},
{
"name": "湖南师范大学",
"major": "金融学",
"score": 93
}
]
},
{
"name": "湖南师范大学",
"major": "汉语言文学",
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{
"name": "湖南大学",
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"score": 94
},
{
"name": "湘潭大学",
"major": "汉语言文学",
"score": 92
}
]
},
{
"name": "中南大学",
"major": "临床医学(八年制)",
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{
"name": "中南大学",
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},
{
"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",
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"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",
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{
"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",
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"alternatives": [
{
"name": "湖南大学",
"major": "英语",
"score": 94
},
{
"name": "湘潭大学",
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"score": 91
}
]
}
]
},
{
"range": [600, 620],
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{
"name": "中南大学",
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{
"name": "湖南师范大学",
"major": "临床医学",
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},
{
"name": "中南大学",
"major": "麻醉学",
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}
]
},
{
"name": "湖南大学",
"major": "电气工程及其自动化",
"frequency": 4,
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"predicted_increase": 15,
"alternatives": [
{
"name": "中南大学",
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},
{
"name": "长沙理工大学",
"major": "电气工程及其自动化",
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}
]
},
{
"name": "中南大学",
"major": "软件工程",
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"platforms": ["千问", "元宝", "百度", "豆包"],
"predicted_increase": 17,
"alternatives": [
{
"name": "湖南大学",
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},
{
"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",
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},
{
"name": "长沙理工大学",
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"score": 92
}
]
},
{
"name": "湖南大学",
"major": "新闻传播学",
"frequency": 2,
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"alternatives": [
{
"name": "湖南师范大学",
"major": "新闻学",
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},
{
"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",
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"score": 95
},
{
"name": "湖南师范大学",
"major": "工商管理",
"score": 92
}
]
},
{
"name": "湘潭大学",
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{
"name": "湖南大学",
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},
{
"name": "中南大学",
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"score": 96
}
]
},
{
"name": "湖南师范大学",
"major": "教育学",
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"alternatives": [
{
"name": "湖南大学",
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},
{
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}
]
}
]
},
{
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{
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{
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},
{
"name": "湖南大学",
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}
]
},
{
"name": "湖南大学",
"major": "金融学",
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{
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},
{
"name": "湖南师范大学",
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}
]
},
{
"name": "中南大学",
"major": "口腔医学",
"frequency": 4,
"platforms": ["千问", "元宝", "百度", "豆包"],
"predicted_increase": 17,
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{
"name": "中南大学",
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},
{
"name": "武汉大学",
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}
]
},
{
"name": "国防科技大学",
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{
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},
{
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}
]
},
{
"name": "湖南大学",
"major": "建筑学",
"frequency": 3,
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"predicted_increase": 11,
"alternatives": [
{
"name": "中南大学",
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},
{
"name": "中南林业科技大学",
"major": "风景园林",
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}
]
},
{
"name": "中南大学",
"major": "自动化",
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"platforms": ["千问", "百度", "豆包"],
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"alternatives": [
{
"name": "湖南大学",
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},
{
"name": "国防科技大学",
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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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},
{
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}
]
},
{
"name": "中南大学",
"major": "临床医学(八年制)",
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},
{
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}
]
},
{
"name": "湖南大学",
"major": "金融学",
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{
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},
{
"name": "对外经济贸易大学",
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}
]
},
{
"name": "中南大学",
"major": "材料科学与工程",
"frequency": 3,
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"alternatives": [
{
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"major": "材料成型及控制工程",
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},
{
"name": "国防科技大学",
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}
]
},
{
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{
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},
{
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}
]
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]
},
{
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"recommendations": [
{
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"predicted_increase": 20,
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},
{
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}
]
},
{
"name": "上海交通大学",
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{
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},
{
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}
]
},
{
"name": "浙江大学",
"major": "临床医学(八年制)",
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{
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}
]
},
{
"name": "复旦大学",
"major": "新闻传播学",
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{
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}
]
},
{
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{
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},
{
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"score": 97
}
]
}
]
}
]
}
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