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gaokao-volunteer-system/data/crowd_db/hebei.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": "河北",
"last_updated": "2026-06-24",
"data_year": 2025,
"source": "河北 crowd_db 高信任候选版人工结构化摘要（2025 官方分数线锚点 + 省内高校常见报考池 + 多平台热点交叉整理），2026-06-24",
"source_url": "https://www.hebeea.edu.cn/",
"source_type": "manual_summary",
"confidence": 0.85,
"score_ranges": [
{
"range": [
600,
695
],
"note": "顶尖段（C9/985头部）",
"recommendations": [
{
"name": "华北电力大学(北京)",
"major": "电气工程",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "华北电力大学(保定)",
"major": "电气工程",
"score": 94
},
{
"name": "河北工业大学",
"major": "电子信息工程",
"score": 93
}
]
},
{
"name": "东北大学秦皇岛分校",
"major": "自动化",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "燕山大学",
"major": "机械工程",
"score": 92
},
{
"name": "燕山大学",
"major": "车辆工程",
"score": 91
}
]
},
{
"name": "河北工业大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "燕山大学",
"major": "计算机科学与技术",
"score": 91
},
{
"name": "河北大学",
"major": "新闻学",
"score": 90
}
]
},
{
"name": "燕山大学",
"major": "机械工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北师范大学",
"major": "数学与应用数学",
"score": 86
},
{
"name": "河北医科大学",
"major": "医学影像学",
"score": 84
}
]
},
{
"name": "河北工业大学",
"major": "自动化",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "石家庄铁道大学",
"major": "交通工程",
"score": 86
},
{
"name": "华北理工大学",
"major": "护理学",
"score": 84
}
]
}
]
},
{
"range": [
527,
599
],
"note": "历史特控线以上高分段（围绕 2025 历史特控线 527）",
"recommendations": [
{
"name": "燕山大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北大学",
"major": "法学",
"score": 89
},
{
"name": "河北经贸大学",
"major": "国际经济与贸易",
"score": 88
}
]
},
{
"name": "河北大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北师范大学",
"major": "汉语言文学",
"score": 88
},
{
"name": "河北农业大学",
"major": "园艺",
"score": 87
}
]
},
{
"name": "河北师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "石家庄铁道大学",
"major": "土木工程",
"score": 87
},
{
"name": "河北科技大学",
"major": "网络工程",
"score": 86
}
]
},
{
"name": "华北理工大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北工程大学",
"major": "建筑学",
"score": 86
},
{
"name": "承德医学院",
"major": "麻醉学",
"score": 84
}
]
},
{
"name": "河北大学",
"major": "法学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北工业大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "燕山大学",
"major": "车辆工程",
"score": 84
}
]
}
]
},
{
"range": [
499,
526
],
"note": "物理特控线段（围绕 2025 物理特控线 499）",
"recommendations": [
{
"name": "石家庄铁道大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北经贸大学",
"major": "会计学",
"score": 86
},
{
"name": "河北大学",
"major": "新闻学",
"score": 85
}
]
},
{
"name": "河北经贸大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北医科大学",
"major": "临床医学",
"score": 86
},
{
"name": "河北师范大学",
"major": "数学与应用数学",
"score": 85
}
]
},
{
"name": "河北医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北工业大学",
"major": "生物科学",
"score": 85
},
{
"name": "石家庄铁道大学",
"major": "交通工程",
"score": 84
}
]
},
{
"name": "河北师范大学",
"major": "汉语言文学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "华北理工大学",
"major": "护理学",
"score": 86
},
{
"name": "河北经贸大学",
"major": "国际经济与贸易",
"score": 84
}
]
},
{
"name": "石家庄铁道大学",
"major": "土木工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北农业大学",
"major": "园艺",
"score": 86
},
{
"name": "河北科技大学",
"major": "网络工程",
"score": 84
}
]
}
]
},
{
"range": [
477,
498
],
"note": "历史本科中段（围绕 2025 历史本科线 477）",
"recommendations": [
{
"name": "河北农业大学",
"major": "食品科学与工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "河北大学",
"major": "工商管理",
"score": 84
},
{
"name": "河北工程大学",
"major": "建筑学",
"score": 83
}
]
},
{
"name": "河北大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "河北师范大学",
"major": "教育学",
"score": 84
},
{
"name": "承德医学院",
"major": "麻醉学",
"score": 83
}
]
},
{
"name": "河北师范大学",
"major": "教育学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "河北经贸大学",
"major": "经济学",
"score": 83
},
{
"name": "河北工业大学",
"major": "电子信息工程",
"score": 82
}
]
},
{
"name": "河北经贸大学",
"major": "金融学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "燕山大学",
"major": "车辆工程",
"score": 86
},
{
"name": "河北大学",
"major": "新闻学",
"score": 84
}
]
},
{
"name": "河北医科大学",
"major": "口腔医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北师范大学",
"major": "数学与应用数学",
"score": 86
},
{
"name": "石家庄铁道大学",
"major": "交通工程",
"score": 84
}
]
}
]
},
{
"range": [
459,
476
],
"note": "物理本科中段（围绕 2025 物理本科线 459）",
"recommendations": [
{
"name": "河北经贸大学",
"major": "经济学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "石家庄铁道大学",
"major": "工商管理",
"score": 82
},
{
"name": "华北理工大学",
"major": "护理学",
"score": 81
}
]
},
{
"name": "河北医科大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "河北农业大学",
"major": "生物科学",
"score": 82
},
{
"name": "河北经贸大学",
"major": "国际经济与贸易",
"score": 81
}
]
},
{
"name": "河北农业大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "河北师范大学",
"major": "汉语言文学",
"score": 81
},
{
"name": "河北科技大学",
"major": "网络工程",
"score": 80
}
]
},
{
"name": "河北科技大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北工程大学",
"major": "建筑学",
"score": 86
},
{
"name": "承德医学院",
"major": "麻醉学",
"score": 84
}
]
},
{
"name": "河北地质大学",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北工业大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "燕山大学",
"major": "车辆工程",
"score": 84
}
]
}
]
},
{
"range": [
380,
458
],
"note": "本科临界/专科主段上沿",
"recommendations": [
{
"name": "河北大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "河北经贸大学",
"major": "工商管理",
"score": 80
},
{
"name": "河北师范大学",
"major": "数学与应用数学",
"score": 79
}
]
},
{
"name": "河北经贸大学",
"major": "工商管理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "石家庄铁道大学",
"major": "土木工程",
"score": 79
},
{
"name": "河北医科大学",
"major": "医学影像学",
"score": 78
}
]
},
{
"name": "石家庄铁道大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "河北农业大学",
"major": "食品科学与工程",
"score": 79
},
{
"name": "华北理工大学",
"major": "护理学",
"score": 78
}
]
},
{
"name": "河北农业大学",
"major": "农学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北经贸大学",
"major": "国际经济与贸易",
"score": 86
},
{
"name": "河北科技大学",
"major": "网络工程",
"score": 84
}
]
},
{
"name": "河北工程大学",
"major": "电气工程及其自动化",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北工业大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "承德医学院",
"major": "麻醉学",
"score": 84
}
]
}
]
},
{
"range": [
286,
379
],
"note": "艺术/体育类本科文化控制线附近",
"recommendations": [
{
"name": "河北师范大学",
"major": "动画",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "河北大学",
"major": "动画",
"score": 78
},
{
"name": "燕山大学",
"major": "车辆工程",
"score": 77
}
]
},
{
"name": "河北大学",
"major": "动画",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "河北经贸大学",
"major": "会计学",
"score": 77
},
{
"name": "河北师范大学",
"major": "数学与应用数学",
"score": 76
}
]
},
{
"name": "河北经贸大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "河北农业大学",
"major": "教育学",
"score": 77
},
{
"name": "河北医科大学",
"major": "医学影像学",
"score": 76
}
]
},
{
"name": "防灾科技学院",
"major": "地球物理学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "石家庄铁道大学",
"major": "交通工程",
"score": 86
},
{
"name": "华北理工大学",
"major": "护理学",
"score": 84
}
]
},
{
"name": "北华航天工业学院",
"major": "电子信息工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北经贸大学",
"major": "国际经济与贸易",
"score": 86
},
{
"name": "河北农业大学",
"major": "园艺",
"score": 84
}
]
}
]
},
{
"range": [
200,
285
],
"note": "普通类专科主段（围绕 2025 专科线 200）",
"recommendations": [
{
"name": "河北农业大学",
"major": "教育学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "河北师范大学",
"major": "生物科学",
"score": 76
},
{
"name": "河北科技大学",
"major": "网络工程",
"score": 75
}
]
},
{
"name": "河北师范大学",
"major": "生物科学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "河北大学",
"major": "会计学",
"score": 75
},
{
"name": "河北工程大学",
"major": "建筑学",
"score": 74
}
]
},
{
"name": "河北大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"alternatives": [
{
"name": "石家庄铁道大学",
"major": "教育学",
"score": 75
},
{
"name": "承德医学院",
"major": "麻醉学",
"score": 74
}
]
},
{
"name": "承德医学院",
"major": "临床医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北工业大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "燕山大学",
"major": "车辆工程",
"score": 84
}
]
},
{
"name": "唐山学院",
"major": "软件工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北大学",
"major": "新闻学",
"score": 86
},
{
"name": "河北师范大学",
"major": "数学与应用数学",
"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": "河北省教育考试院",
"url": "https://www.hebeea.edu.cn/",
"kind": "province_official"
}
],
"quality_note": "当前为高信任候选版人工结构化摘要：河北省教育考试院官方入口与 2025 录取控制分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 high 密度门槛，当前纳入高信任白名单。后续仍需持续做跨平台热点复核与年度滚动校准。"
}
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