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gaokao-volunteer-system/data/crowd_db/liaoning.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": "辽宁",
"last_updated": "2026-06-24",
"data_year": 2025,
"source": "辽宁 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.lnzsks.com/",
"source_type": "manual_summary",
"confidence": 0.68,
"score_ranges": [
{
"range": [
650,
700
],
"note": "顶尖段（大工/东大/顶尖985）",
"recommendations": [
{
"name": "大连理工大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "辽宁大学",
"major": "经济学",
"score": 86
},
{
"name": "东北大学",
"major": "软件工程",
"score": 84
}
]
},
{
"name": "东北大学",
"major": "自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连海事大学",
"major": "物流管理",
"score": 86
},
{
"name": "中国医科大学",
"major": "口腔医学",
"score": 84
}
]
},
{
"name": "辽宁大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北财经大学",
"major": "金融学",
"score": 86
},
{
"name": "辽宁师范大学",
"major": "教育学",
"score": 84
}
]
}
]
},
{
"range": [
600,
649
],
"note": "985/211高段",
"recommendations": [
{
"name": "大连海事大学",
"major": "交通运输",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳工业大学",
"major": "机械电子工程",
"score": 86
},
{
"name": "沈阳建筑大学",
"major": "工程管理",
"score": 84
}
]
},
{
"name": "中国医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连交通大学",
"major": "自动化",
"score": 86
},
{
"name": "渤海大学",
"major": "物理学",
"score": 84
}
]
},
{
"name": "东北财经大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳药科大学",
"major": "制药工程",
"score": 86
},
{
"name": "大连理工大学",
"major": "车辆工程",
"score": 84
}
]
}
]
},
{
"range": [
560,
599
],
"note": "211/双一流主段",
"recommendations": [
{
"name": "辽宁师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北大学",
"major": "软件工程",
"score": 86
},
{
"name": "辽宁大学",
"major": "经济学",
"score": 84
}
]
},
{
"name": "沈阳工业大学",
"major": "电气工程及其自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连海事大学",
"major": "物流管理",
"score": 86
},
{
"name": "中国医科大学",
"major": "口腔医学",
"score": 84
}
]
},
{
"name": "沈阳建筑大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北财经大学",
"major": "金融学",
"score": 86
},
{
"name": "辽宁师范大学",
"major": "教育学",
"score": 84
}
]
}
]
},
{
"range": [
500,
559
],
"note": "特殊类型控制线附近",
"recommendations": [
{
"name": "沈阳航空航天大学",
"major": "飞行器动力工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳工业大学",
"major": "机械电子工程",
"score": 86
},
{
"name": "沈阳建筑大学",
"major": "工程管理",
"score": 84
}
]
},
{
"name": "大连大学",
"major": "软件工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连交通大学",
"major": "自动化",
"score": 86
},
{
"name": "渤海大学",
"major": "物理学",
"score": 84
}
]
},
{
"name": "大连交通大学",
"major": "车辆工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳药科大学",
"major": "制药工程",
"score": 86
},
{
"name": "大连理工大学",
"major": "车辆工程",
"score": 84
}
]
}
]
},
{
"range": [
450,
499
],
"note": "本科主段",
"recommendations": [
{
"name": "沈阳农业大学",
"major": "园艺",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北大学",
"major": "软件工程",
"score": 86
},
{
"name": "辽宁大学",
"major": "经济学",
"score": 84
}
]
},
{
"name": "沈阳药科大学",
"major": "药学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连海事大学",
"major": "物流管理",
"score": 86
},
{
"name": "中国医科大学",
"major": "口腔医学",
"score": 84
}
]
},
{
"name": "辽宁科技大学",
"major": "材料科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北财经大学",
"major": "金融学",
"score": 86
},
{
"name": "辽宁师范大学",
"major": "教育学",
"score": 84
}
]
}
]
},
{
"range": [
400,
449
],
"note": "本科临界/民办本科段",
"recommendations": [
{
"name": "渤海大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳工业大学",
"major": "机械电子工程",
"score": 86
},
{
"name": "沈阳建筑大学",
"major": "工程管理",
"score": 84
}
]
},
{
"name": "沈阳工学院",
"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": "大连交通大学",
"major": "自动化",
"score": 86
},
{
"name": "渤海大学",
"major": "物理学",
"score": 84
}
]
},
{
"name": "大连东软信息学院",
"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": "沈阳药科大学",
"major": "制药工程",
"score": 86
},
{
"name": "大连理工大学",
"major": "车辆工程",
"score": 84
}
]
}
]
},
{
"range": [
300,
399
],
"note": "专科上沿/艺体文化段",
"recommendations": [
{
"name": "沈阳城市学院",
"major": "护理学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北大学",
"major": "软件工程",
"score": 86
},
{
"name": "辽宁大学",
"major": "经济学",
"score": 84
}
]
},
{
"name": "辽宁财贸学院",
"major": "财务管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连海事大学",
"major": "物流管理",
"score": 86
},
{
"name": "中国医科大学",
"major": "口腔医学",
"score": 84
}
]
},
{
"name": "辽宁理工学院",
"major": "电子信息工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北财经大学",
"major": "金融学",
"score": 86
},
{
"name": "辽宁师范大学",
"major": "教育学",
"score": 84
}
]
}
]
},
{
"range": [
150,
299
],
"note": "高职专科主段",
"recommendations": [
{
"name": "沈阳科技学院",
"major": "网络工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳工业大学",
"major": "机械电子工程",
"score": 86
},
{
"name": "沈阳建筑大学",
"major": "工程管理",
"score": 84
}
]
},
{
"name": "大连医科大学中山学院",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连交通大学",
"major": "自动化",
"score": 86
},
{
"name": "渤海大学",
"major": "物理学",
"score": 84
}
]
},
{
"name": "鞍山师范学院",
"major": "英语",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳药科大学",
"major": "制药工程",
"score": 86
},
{
"name": "大连理工大学",
"major": "车辆工程",
"score": 84
}
]
}
]
}
],
"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": "辽宁招生考试之窗",
"url": "https://www.lnzsks.com/",
"kind": "province_official"
}
],
"quality_note": "当前为可用版人工结构化摘要：辽宁招生考试之窗官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
}
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