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gaokao-volunteer-system/data/crowd_db/liaoning.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": "辽宁",
"last_updated": "2026-06-25",
"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": 0.82,
"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": [
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"name": "辽宁大学",
"major": "经济学",
"score": 86
},
{
"name": "东北大学",
"major": "软件工程",
"score": 84
},
{
"name": "大连海事大学",
"major": "机械工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "东北大学",
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],
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"alternatives": [
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"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": "大连理工大学",
"major": "自动化",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"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
},
{
"name": "东北大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "东北大学",
"major": "控制科学与工程",
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"platforms": [
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],
"predicted_increase": 8,
"alternatives": [
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"name": "大连理工大学",
"major": "控制科学与工程",
"score": 93
},
{
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"major": "控制科学与工程",
"score": 88
},
{
"name": "大连海事大学",
"major": "控制科学与工程",
"frequency": 1,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 6,
"score": 25
}
],
"program_type": null
},
{
"name": "大连理工大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
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"alternatives": [
{
"name": "东北大学",
"major": "土木工程",
"score": 92
},
{
"name": "大连海事大学",
"major": "土木工程",
"score": 86
},
{
"name": "辽宁大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 5,
"score": 25
}
],
"program_type": null
},
{
"name": "渤海大学",
"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,
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}
]
},
{
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649
],
"note": "985/211高段",
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{
"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": "东北大学",
"major": "交通运输",
"frequency": 1,
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"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"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,
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"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": "东北大学",
"major": "临床医学",
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"platforms": [
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"官方锚点"
],
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}
],
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},
{
"name": "东北财经大学",
"major": "会计学",
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"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
},
{
"name": "东北大学",
"major": "会计学",
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"官方锚点"
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}
],
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},
{
"name": "大连海事大学",
"major": "航海技术",
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"元宝",
"豆包"
],
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"name": "大连理工大学",
"major": "航海技术",
"score": 90
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{
"name": "东北大学",
"major": "航海技术",
"score": 87
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{
"name": "辽宁大学",
"major": "航海技术",
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"元宝",
"豆包"
],
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{
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"千问",
"百度"
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"major": "经济学",
"score": 88
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{
"name": "大连理工大学",
"major": "经济学",
"score": 85
},
{
"name": "东北大学",
"major": "经济学",
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"platforms": [
"千问",
"百度"
],
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}
],
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}
]
},
{
"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",
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},
{
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"major": "经济学",
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},
{
"name": "大连理工大学",
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"官方锚点"
],
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}
],
"program_type": "师范教育类"
},
{
"name": "沈阳工业大学",
"major": "电气工程及其自动化",
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"platforms": [
"人工摘要",
"官方锚点"
],
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"name": "大连海事大学",
"major": "物流管理",
"score": 86
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{
"name": "中国医科大学",
"major": "口腔医学",
"score": 84
},
{
"name": "东北大学",
"major": "电气工程及其自动化",
"frequency": 1,
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"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
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},
{
"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": [
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"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
},
{
"name": "东北大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
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}
],
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},
{
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"major": "会计学",
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"千问",
"百度",
"豆包"
],
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"major": "会计学",
"score": 87
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{
"name": "大连海事大学",
"major": "会计学",
"score": 84
},
{
"name": "东北大学",
"major": "会计学",
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"千问",
"百度",
"豆包"
],
"predicted_increase": 4,
"score": 50
}
],
"program_type": null
},
{
"name": "中国医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "大连医科大学",
"major": "临床医学",
"score": 88
},
{
"name": "辽宁中医药大学",
"major": "临床医学",
"score": 83
},
{
"name": "东北大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 4,
"score": 25
}
],
"program_type": "医学类特色"
}
]
},
{
"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": "东北大学",
"major": "飞行器动力工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"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": "东北大学",
"major": "软件工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"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
},
{
"name": "东北大学",
"major": "车辆工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "辽宁师范大学",
"major": "教育学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "东北师范大学",
"major": "教育学",
"score": 86
},
{
"name": "沈阳师范大学",
"major": "教育学",
"score": 83
},
{
"name": "东北大学",
"major": "教育学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 3,
"score": 50
}
],
"program_type": "师范教育类"
},
{
"name": "沈阳农业大学",
"major": "农学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "辽宁大学",
"major": "农学",
"score": 82
},
{
"name": "大连大学",
"major": "农学",
"score": 80
},
{
"name": "东北大学",
"major": "农学",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": "农林类特色"
}
]
},
{
"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": "大连理工大学",
"major": "园艺",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "农林类特色"
},
{
"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": "东北大学",
"major": "药学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"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
},
{
"name": "东北大学",
"major": "材料科学与工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "沈阳工业大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "东北大学",
"major": "机械工程",
"score": 83
},
{
"name": "大连交通大学",
"major": "机械工程",
"score": 81
},
{
"name": "大连理工大学",
"major": "机械工程",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": null
},
{
"name": "大连交通大学",
"major": "交通运输",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "大连海事大学",
"major": "交通运输",
"score": 85
},
{
"name": "辽宁大学",
"major": "交通运输",
"score": 82
},
{
"name": "东北大学",
"major": "交通运输",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": null
}
]
},
{
"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": "东北大学",
"major": "数学与应用数学",
"frequency": 1,
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{
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{
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{
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],
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}
}
}
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