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gaokao-volunteer-system/data/crowd_db/shanxi.json
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feat(crowd_db): Phase A 第四批 - 6省分数线级别 score_distribution 接入 
第四批接入省份: 四川/山西/内蒙古/浙江/天津/北京（分数线级别）

策略:
- 有真实一分一段位次的省份（前3批9省）: 完整 benchmarks
- 仅有官方分数线的省份（本批6省）: score_line_at_600=0, benchmarks=[]
- 标注为待补，不编造位次数据

真实分数线来源:
- 四川: 物理本科435/特控519, 历史本科455/特控525
- 山西: 物理本科401, 历史本科409
- 内蒙古: 物理本科363, 历史本科403
- 浙江: 一段494（不分物史）
- 天津: 本科458
- 北京: 本科429

当前累计接入 score_distribution: 15/31 省
- 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(6省): 四川/山西/内蒙古/浙江/天津/北京
- 待接入(16省): 湖北/安徽/福建/江西/辽宁/吉林/甘肃/贵州/云南/陕西/青海/海南/新疆/广西/西藏/宁夏

验证: pytest crowd_db 158 passed, 3 skipped
2026-06-25 22:38:32 +08:00

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{
"province": "山西",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "山西 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.sxkszx.cn/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
620,
680
],
"note": "顶尖段（太原理工/顶尖985对标）",
"recommendations": [
{
"name": "太原理工大学",
"major": "矿业工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中北大学",
"major": "自动化",
"score": 86
},
{
"name": "山西大学",
"major": "新闻学",
"score": 84
},
{
"name": "山西师范大学",
"major": "矿业工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "山西大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西医科大学",
"major": "口腔医学",
"score": 86
},
{
"name": "山西财经大学",
"major": "金融学",
"score": 84
},
{
"name": "太原理工大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "中北大学",
"major": "武器发射工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西师范大学",
"major": "教育学",
"score": 86
},
{
"name": "太原科技大学",
"major": "车辆工程",
"score": 84
},
{
"name": "山西大学",
"major": "武器发射工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "山西医科大学",
"major": "临床医学（5+3一体化）",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "山西大学",
"major": "临床医学",
"score": 90
},
{
"name": "长治医学院",
"major": "临床医学",
"score": 86
},
{
"name": "太原理工大学",
"major": "临床医学（5+3一体化）",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 6,
"score": 50
}
],
"program_type": "医学类特色"
},
{
"name": "山西财经大学",
"major": "财务管理",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "山西大学",
"major": "金融学",
"score": 88
},
{
"name": "太原理工大学",
"major": "工程管理",
"score": 85
},
{
"name": "山西师范大学",
"major": "财务管理",
"frequency": 2,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 5,
"score": 50
}
],
"program_type": null
},
{
"name": "长治医学院",
"major": "护理学",
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学",
"生物"
],
"note": "首选物理，再选化学/生物"
},
"program_type": "医学类特色",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "运城学院",
"major": "农学",
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理"
},
"program_type": "农林类特色",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"alternatives": []
}
]
},
{
"range": [
560,
619
],
"note": "高分段（211/一本主力）",
"recommendations": [
{
"name": "山西医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西农业大学",
"major": "园艺",
"score": 86
},
{
"name": "山西中医药大学",
"major": "针灸推拿学",
"score": 84
},
{
"name": "山西大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "医学类特色"
},
{
"name": "山西财经大学",
"major": "会计学",
"frequency": 2,
"platforms": [
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"官方锚点"
],
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{
"name": "山西大同大学",
"major": "物理学",
"score": 86
},
{
"name": "太原师范学院",
"major": "英语",
"score": 84
},
{
"name": "山西大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "山西师范大学",
"major": "汉语言文学",
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"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "长治医学院",
"major": "医学影像学",
"score": 86
},
{
"name": "太原理工大学",
"major": "机械工程",
"score": 84
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{
"name": "山西大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "师范教育类"
},
{
"name": "太原理工大学",
"major": "电气工程及其自动化",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
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"alternatives": [
{
"name": "中北大学",
"major": "电气工程及其自动化",
"score": 87
},
{
"name": "山西大学",
"major": "自动化",
"score": 84
},
{
"name": "山西师范大学",
"major": "电气工程及其自动化",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 5,
"score": 50
}
],
"program_type": null
},
{
"name": "山西大学",
"major": "物理学",
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"元宝",
"百度",
"豆包"
],
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"alternatives": [
{
"name": "太原理工大学",
"major": "应用物理学",
"score": 86
},
{
"name": "中北大学",
"major": "物理学",
"score": 82
},
{
"name": "山西师范大学",
"major": "物理学",
"frequency": 2,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 4,
"score": 50
}
],
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}
]
},
{
"range": [
520,
559
],
"note": "一本主段（围绕 2025 一本线）",
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{
"name": "太原科技大学",
"major": "机械设计制造及其自动化",
"frequency": 2,
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"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西大学",
"major": "新闻学",
"score": 86
},
{
"name": "中北大学",
"major": "自动化",
"score": 84
},
{
"name": "太原理工大学",
"major": "机械设计制造及其自动化",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
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"score": 25
}
],
"program_type": "艺体类"
},
{
"name": "山西农业大学",
"major": "农学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西医科大学",
"major": "口腔医学",
"score": 86
},
{
"name": "山西财经大学",
"major": "金融学",
"score": 84
},
{
"name": "山西大学",
"major": "农学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "农林类特色"
},
{
"name": "山西中医药大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西师范大学",
"major": "教育学",
"score": 86
},
{
"name": "太原科技大学",
"major": "车辆工程",
"score": 84
},
{
"name": "山西大学",
"major": "中医学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "医学类特色"
},
{
"name": "中北大学",
"major": "电子信息工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "太原理工大学",
"major": "电子信息工程",
"score": 87
},
{
"name": "山西大学",
"major": "电子信息工程",
"score": 83
},
{
"name": "山西师范大学",
"major": "电子信息工程",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 4,
"score": 50
}
],
"program_type": null
},
{
"name": "山西师范大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "山西大学",
"major": "数学与应用数学",
"score": 86
},
{
"name": "太原师范学院",
"major": "数学与应用数学",
"score": 81
},
{
"name": "太原理工大学",
"major": "数学与应用数学",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 3,
"score": 25
}
],
"program_type": "师范教育类"
}
]
},
{
"range": [
470,
519
],
"note": "一本下沿/本科上沿",
"recommendations": [
{
"name": "太原师范学院",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西农业大学",
"major": "园艺",
"score": 86
},
{
"name": "山西中医药大学",
"major": "针灸推拿学",
"score": 84
},
{
"name": "山西大学",
"major": "数学与应用数学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "师范教育类"
},
{
"name": "长治医学院",
"major": "护理学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西大同大学",
"major": "物理学",
"score": 86
},
{
"name": "太原师范学院",
"major": "英语",
"score": 84
},
{
"name": "山西大学",
"major": "护理学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "医学类特色"
},
{
"name": "运城学院",
"major": "英语",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "长治医学院",
"major": "医学影像学",
"score": 86
},
{
"name": "太原理工大学",
"major": "机械工程",
"score": 84
},
{
"name": "山西大学",
"major": "英语",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "国际涉外导向"
},
{
"name": "山西大同大学",
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"platforms": [
"千问",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "山西师范大学",
"major": "汉语言文学",
"score": 85
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{
"name": "山西大学",
"major": "汉语言文学",
"score": 82
},
{
"name": "太原理工大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 3,
"score": 25
}
],
"program_type": null
},
{
"name": "太原工业学院",
"major": "机械电子工程",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "中北大学",
"major": "机械电子工程",
"score": 83
},
{
"name": "太原科技大学",
"major": "机械电子工程",
"score": 80
},
{
"name": "山西大学",
"major": "机械电子工程",
"frequency": 1,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
420,
469
],
"note": "本科主段（围绕 2025 本科线）",
"recommendations": [
{
"name": "忻州师范学院",
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"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西大学",
"major": "新闻学",
"score": 86
},
{
"name": "中北大学",
"major": "自动化",
"score": 84
},
{
"name": "太原理工大学",
"major": "小学教育",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "师范教育类"
},
{
"name": "太原学院",
"major": "软件工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西医科大学",
"major": "口腔医学",
"score": 86
},
{
"name": "山西财经大学",
"major": "金融学",
"score": 84
},
{
"name": "山西大学",
"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": "晋中学院",
"major": "财务管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "山西师范大学",
"major": "教育学",
"score": 86
},
{
"name": "太原科技大学",
"major": "车辆工程",
"score": 84
},
{
"name": "山西大学",
"major": "财务管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "山西农业大学",
"major": "动物医学",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "山西大学",
"major": "生物科学",
"score": 82
},
{
"name": "长治医学院",
"major": "动物医学",
"score": 78
},
{
"name": "太原理工大学",
"major": "动物医学",
"frequency": 1,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": "农林类特色"
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