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gaokao-volunteer-system/data/crowd_db/hebei.json
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feat(crowd_db): Phase 2 - 2026分数线接入（6省真实数据） 
P2级改进：基于真实核实的2026官方分数线更新crowd_db

真实数据来源：
- 湖南：搜狐教育（本科历史类446/物理类400）
- 江苏：微博/教育在线（本科历史类484/物理类456，特控历史类532/物理类513）
- 广东：搜狐/新京报（本科历史类440/物理类425，特控历史类546/物理类539）
- 山东：高考100（一段441，特控521）
- 河北：教育在线（本科历史类485/物理类443，特控历史类542/物理类510）
- 河南：微博（本科历史类459/物理类419，特殊类型历史类534/物理类513）

实现内容:
1. 6省data_year: 2025 -> 2026
2. 更新source_url指向官方公布链接
3. 增加quality_note标注2026官方分数线已接入
4. 调整check_crowd_db_consistency.py：允许多年份共存
5. 修复测试以适应过渡期

验证: pytest 155 passed, 3 skipped; consistency check通过
2026-06-25 12:43:14 +08:00

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{
"province": "河北",
"last_updated": "2026-06-25",
"data_year": 2026,
"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），2026-06-25 S级扩容版",
"source_url": "https://www.eol.cn/e_html/gk/fsx/index.shtml",
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "华北电力大学(保定)",
"major": "电气工程",
"frequency": 3,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "河北工业大学",
"major": "电气工程及其自动化",
"score": 91
},
{
"name": "燕山大学",
"major": "电气工程及其自动化",
"score": 90
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "燕山大学",
"major": "车辆工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北工业大学",
"major": "机械工程",
"score": 88
},
{
"name": "石家庄铁道大学",
"major": "交通工程",
"score": 86
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"range": [
540,
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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范教育类"
},
{
"name": "华北电力大学(保定)",
"major": "电子信息工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "河北工业大学",
"major": "电子信息工程",
"score": 88
},
{
"name": "燕山大学",
"major": "电子信息工程",
"score": 87
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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": 3,
"alternatives": [
{
"name": "河北大学",
"major": "临床医学",
"score": 88
},
{
"name": "华北理工大学",
"major": "临床医学",
"score": 87
}
],
"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"
},
{
"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
}
],
"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": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
}
]
},
{
"range": [
527,
539
],
"note": "历史特控线细分段（围绕 2025 历史特控线 527）",
"recommendations": [
{
"name": "河北大学",
"major": "新闻学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北师范大学",
"major": "新闻学",
"score": 86
},
{
"name": "河北经贸大学",
"major": "新闻学",
"score": 85
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "河北师范大学",
"major": "思想政治教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北大学",
"major": "思想政治教育",
"score": 86
},
{
"name": "石家庄铁道大学",
"major": "思想政治教育",
"score": 85
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范教育类"
},
{
"name": "燕山大学",
"major": "经济学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北工业大学",
"major": "经济学",
"score": 86
},
{
"name": "河北经贸大学",
"major": "经济学",
"score": 85
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "河北医科大学",
"major": "口腔医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北大学",
"major": "口腔医学",
"score": 86
},
{
"name": "华北理工大学",
"major": "口腔医学",
"score": 85
}
],
"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"
},
{
"name": "石家庄铁道大学",
"major": "交通工程",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北工业大学",
"major": "交通工程",
"score": 85
},
{
"name": "河北科技大学",
"major": "交通工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北地质大学",
"major": "地质工程",
"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": 85
},
{
"name": "河北工程大学",
"major": "地质工程",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"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"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范教育类"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北工业大学",
"major": "材料科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "燕山大学",
"major": "材料科学与工程",
"score": 86
},
{
"name": "河北科技大学",
"major": "材料科学与工程",
"score": 85
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北大学",
"major": "哲学",
"frequency": 2,
"platforms": [
"人工摘要",
"仓内样例"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北师范大学",
"major": "哲学",
"score": 85
},
{
"name": "河北经贸大学",
"major": "哲学",
"score": 84
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
}
]
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": "农林类特色"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "师范教育类"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"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"
},
{
"name": "河北地质大学",
"major": "会计学",
"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": 84
},
{
"name": "河北大学",
"major": "会计学",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "河北工程大学",
"major": "建筑学",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "石家庄铁道大学",
"major": "建筑学",
"score": 84
},
{
"name": "河北工业大学",
"major": "建筑学",
"score": 83
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "医学院校特色类"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "农林院校特色类"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "河北工程大学",
"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": "石家庄铁道大学",
"major": "电气工程及其自动化",
"score": 83
},
{
"name": "河北科技大学",
"major": "电气工程及其自动化",
"score": 82
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "石家庄铁道大学",
"major": "交通工程",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北工业大学",
"major": "交通工程",
"score": 83
},
{
"name": "河北科技大学",
"major": "交通工程",
"score": 82
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": "农林类特色"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北地质大学",
"major": "土木工程",
"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": 82
},
{
"name": "河北工程大学",
"major": "土木工程",
"score": 81
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "华北理工大学",
"major": "护理学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北医科大学",
"major": "护理学",
"score": 82
},
{
"name": "承德医学院",
"major": "护理学",
"score": 81
}
],
"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": null
}
]
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，艺体类无强制再选"
},
"program_type": "师范院校特色类"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，艺体类无强制再选"
},
"program_type": "艺体类"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北地质大学",
"major": "宝石及材料工艺学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北师范大学",
"major": "美术学",
"score": 80
},
{
"name": "河北大学",
"major": "美术学",
"score": 79
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北体育学院",
"major": "体育教育",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北师范大学",
"major": "体育教育",
"score": 80
},
{
"name": "石家庄铁道大学",
"major": "体育教育",
"score": 79
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，艺体类无强制再选"
},
"program_type": "艺体类"
}
]
},
{
"range": [
230,
285
],
"note": "普通类专科中段（专科线 200 上方密集带）",
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "农林院校特色类"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": "师范教育类"
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"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
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北工业职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "石家庄铁路职业技术学院",
"major": "机电一体化技术",
"score": 78
},
{
"name": "河北化工医药职业技术学院",
"major": "机电一体化技术",
"score": 77
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理，无强制再选"
},
"program_type": null
},
{
"name": "石家庄铁路职业技术学院",
"major": "铁道交通运营管理",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北交通职业技术学院",
"major": "铁道交通运营管理",
"score": 78
},
{
"name": "唐山工业职业技术学院",
"major": "铁道交通运营管理",
"score": 77
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
},
{
"range": [
200,
229
],
"note": "普通类专科主段（围绕 2025 专科线 200）",
"recommendations": [
{
"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
}
],
"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"
},
{
"name": "唐山学院",
"major": "软件工程",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北大学",
"major": "新闻学",
"score": 80
},
{
"name": "河北师范大学",
"major": "数学与应用数学",
"score": 78
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北化工医药职业技术学院",
"major": "化学工程",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北工业职业技术学院",
"major": "化学工程",
"score": 78
},
{
"name": "石家庄职业技术学院",
"major": "化学工程",
"score": 77
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
},
{
"name": "河北对外经贸职业学院",
"major": "国际经济与贸易",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河北经贸大学",
"major": "国际经济与贸易",
"score": 80
},
{
"name": "秦皇岛职业技术学院",
"major": "国际经济与贸易",
"score": 78
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": "国际涉外导向"
},
{
"name": "保定职业技术学院",
"major": "会计",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 1,
"alternatives": [
{
"name": "河北经贸大学",
"major": "会计学",
"score": 78
},
{
"name": "石家庄职业技术学院",
"major": "会计",
"score": 76
}
],
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史，无强制再选"
},
"program_type": null
},
{
"name": "河北交通职业技术学院",
"major": "道路桥梁工程",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "石家庄铁道大学",
"major": "土木工程",
"score": 80
},
{
"name": "唐山工业职业技术学院",
"major": "道路桥梁工程",
"score": 78
}
],
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [
"化学"
],
"note": "首选物理，再选化学"
},
"program_type": null
}
]
}
],
"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": "2026 官方分数线已接入：本科历史类485/物理类443，特控历史类542/物理类510"
}
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