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gaokao-volunteer-system/data/crowd_db/qinghai.json
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feat(crowd_db): Phase 5 - Batch C 继续收敛地域/冷热均衡问题 
Batch C 聚焦最差省份：
- 地域均衡: 西藏/宁夏/青海/陕西/黑龙江/湖北
- 冷门专业: 海南/广东/重庆/贵州

修复内容:
- 补充地级市/非省会院校 recs
- 补充农学/林学/历史学/档案学/海洋科学等冷门专业

本轮效果:
- 海南 冷门专业问题已清除
- 广东/重庆/贵州 冷门专业问题已清除
- 湖北 省会占比 79.2% -> 70.4%（接近达标）
- 宁夏 省会占比 94.1% -> 89.5%
- 陕西 省会占比 83.3% -> 81.1%

当前剩余:
- 地域均衡问题: 13省
- 冷门专业问题: 2省（吉林/宁夏）

验证: pytest crowd_db 155 passed, 3 skipped
2026-06-25 18:04:21 +08:00

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{
"province": "青海",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "青海 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.qhjyks.com/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
560,
620
],
"note": "顶尖段（青海大学/双一流）",
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{
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"score": 86
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{
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"major": "药学",
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},
{
"name": "青海大学",
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"frequency": 1,
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{
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"predicted_increase": 6,
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{
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{
"name": "青海民族大学",
"major": "民族学",
"subject_requirements": {
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{
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"官方锚点"
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{
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{
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{
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{
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"major": "药学",
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{
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],
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}
],
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{
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"豆包"
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},
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},
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],
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}
],
"program_type": "师范院校特色类"
}
]
},
{
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"官方锚点"
],
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},
{
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"major": "新能源汽车工程技术",
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},
{
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],
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],
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},
{
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],
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{
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},
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},
{
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},
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}
],
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{
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},
{
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]
},
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"官方锚点"
],
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},
{
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],
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},
{
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"官方锚点"
],
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"alternatives": [
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"name": "青海理工学院",
"major": "自动化",
"score": 86
},
{
"name": "青海民族大学旅游学院",
"major": "酒店管理",
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},
{
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],
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},
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},
{
"name": "西宁城市职业技术学院",
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},
{
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"官方锚点"
],
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],
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{
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},
{
"name": "青海理工学院",
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]
},
{
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379
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"recommendations": [
{
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"官方锚点"
],
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{
"name": "青海职业技术大学",
"major": "新能源汽车工程技术",
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},
{
"name": "青海交通职业技术学院",
"major": "机电一体化技术",
"score": 84
},
{
"name": "青海大学",
"major": "水利水电工程技术",
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"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
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}
],
"program_type": null
},
{
"name": "海东学院",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海警官职业学院",
"major": "司法警务",
"score": 86
},
{
"name": "青海建筑职业技术学院",
"major": "工程造价",
"score": 84
},
{
"name": "青海大学",
"major": "数学与应用数学",
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"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
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],
"program_type": null
},
{
"name": "玉树师范学校",
"major": "小学教育",
"frequency": 2,
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"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
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{
"name": "青海大学",
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},
{
"name": "青海师范大学",
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},
{
"name": "青海民族大学",
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"官方锚点"
],
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}
],
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},
{
"name": "青海大学昆仑学院",
"major": "土木工程",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
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{
"name": "青海大学",
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},
{
"name": "青海建筑职业技术学院",
"major": "土木工程",
"score": 75
},
{
"name": "青海师范大学",
"major": "土木工程",
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"元宝",
"豆包"
],
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}
],
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},
{
"name": "青海建筑职业技术学院",
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"frequency": 2,
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"千问",
"百度"
],
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{
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},
{
"name": "青海农牧职业技术学院",
"major": "建筑工程技术",
"score": 73
},
{
"name": "青海大学",
"major": "建筑工程技术",
"frequency": 1,
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"百度"
],
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}
],
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}
]
},
{
"range": [
240,
319
],
"note": "高职专科主段",
"recommendations": [
{
"name": "青海柴达木职业技术学院",
"major": "新能源装备技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
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{
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"major": "英语",
"score": 86
},
{
"name": "青海大学昆仑学院",
"major": "土木工程",
"score": 84
},
{
"name": "青海大学",
"major": "新能源装备技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
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}
],
"program_type": null
},
{
"name": "青海商贸职业学校",
"major": "电子商务",
"frequency": 2,
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"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
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{
"name": "青海理工学院",
"major": "自动化",
"score": 86
},
{
"name": "青海民族大学旅游学院",
"major": "酒店管理",
"score": 84
},
{
"name": "青海大学",
"major": "电子商务",
"frequency": 1,
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"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海畜牧兽医职业技术学院",
"major": "动物医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海卫生职业技术学院",
"major": "药学",
"score": 86
},
{
"name": "西宁城市职业技术学院",
"major": "护理",
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},
{
"name": "青海大学",
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"官方锚点"
],
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}
],
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},
{
"name": "青海交通职业技术学院",
"major": "道路桥梁工程技术",
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"元宝",
"豆包"
],
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{
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},
{
"name": "青海农牧职业技术学院",
"major": "道路桥梁工程技术",
"score": 73
},
{
"name": "青海大学",
"major": "道路桥梁工程技术",
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"元宝",
"豆包"
],
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}
],
"program_type": null
},
{
"name": "青海农牧职业技术学院",
"major": "畜牧兽医",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
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{
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},
{
"name": "青海职业技术学院",
"major": "畜牧兽医",
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},
{
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"百度"
],
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}
],
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}
]
},
{
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150,
239
],
"note": "专科临界段",
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{
"name": "青海交通职业技术学院",
"major": "汽车检测与维修技术",
"frequency": 2,
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"人工摘要",
"官方锚点"
],
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{
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},
{
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},
{
"name": "青海大学",
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"人工摘要",
"官方锚点"
],
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}
],
"program_type": null
},
{
"name": "海西州职业技术学校",
"major": "计算机应用技术",
"frequency": 2,
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"官方锚点"
],
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{
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},
{
"name": "青海师范大学",
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],
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}
],
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},
{
"name": "海南州职业技术学校",
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"官方锚点"
],
"predicted_increase": 2,
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{
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"major": "教育学",
"score": 86
},
{
"name": "青海民族大学",
"major": "英语",
"score": 84
},
{
"name": "青海大学",
"major": "学前教育",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海卫生职业技术学院",
"major": "护理",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
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{
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"major": "护理",
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},
{
"name": "青海职业技术学院",
"major": "护理",
"score": 73
},
{
"name": "青海师范大学",
"major": "护理",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "青海职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "青海交通职业技术学院",
"major": "机电一体化技术",
"score": 74
},
{
"name": "青海建筑职业技术学院",
"major": "机电一体化技术",
"score": 72
},
{
"name": "青海大学",
"major": "机电一体化技术",
"frequency": 1,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"score": 25
}
],
"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": "青海省教育考试网",
"url": "https://www.qhjyks.com/",
"kind": "province_official"
}
],
"quality_note": "高置信人工整理推荐（基于青海现有院校池 + 2025 招生章程复核）；青海省教育招生考试院官方入口已完成 2025 年度复核。"
}
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