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gaokao-volunteer-system/data/crowd_db/shaanxi.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": "陕西",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "陕西 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.sneea.cn/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
650,
700
],
"note": "顶尖段（西交/西工大/顶尖985）",
"recommendations": [
{
"name": "西安交通大学",
"major": "能源与动力工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
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"name": "西安电子科技大学",
"major": "通信工程",
"score": 86
},
{
"name": "西北工业大学",
"major": "机械设计制造及其自动化",
"score": 84
},
{
"name": "陕西师范大学",
"major": "能源与动力工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "西北工业大学",
"major": "航空航天类",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "长安大学",
"major": "土木工程",
"score": 86
},
{
"name": "陕西师范大学",
"major": "教育学",
"score": 84
},
{
"name": "西安交通大学",
"major": "航空航天类",
"frequency": 1,
"platforms": [
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"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "西安电子科技大学",
"major": "电子信息工程",
"frequency": 2,
"platforms": [
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"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北大学",
"major": "汉语言文学",
"score": 86
},
{
"name": "西安建筑科技大学",
"major": "工程管理",
"score": 84
},
{
"name": "西安交通大学",
"major": "电子信息工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "西北农林科技大学",
"major": "农学",
"frequency": 3,
"platforms": [
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"元宝",
"百度"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "陕西师范大学",
"major": "生态学",
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{
"name": "西北大学",
"major": "地质学",
"score": 89
},
{
"name": "西安交通大学",
"major": "农学",
"frequency": 2,
"platforms": [
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"元宝",
"百度"
],
"predicted_increase": 6,
"score": 50
}
],
"program_type": "农林类特色"
},
{
"name": "长安大学",
"major": "交通工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "西安交通大学",
"major": "交通运输",
"score": 94
},
{
"name": "西北工业大学",
"major": "材料科学与工程",
"score": 90
},
{
"name": "西安电子科技大学",
"major": "交通工程",
"frequency": 2,
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"豆包"
],
"predicted_increase": 5,
"score": 50
}
],
"program_type": null
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{
"name": "延安大学",
"major": "历史学",
"subject_requirements": {
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"reselect_subject": [],
"note": "首选历史"
},
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"platforms": [
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"predicted_increase": 0,
"alternatives": []
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{
"name": "榆林学院",
"major": "农学",
"subject_requirements": {
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"note": "首选物理"
},
"program_type": "农林类特色",
"frequency": 2,
"platforms": [
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"predicted_increase": 0,
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},
{
"name": "渭南师范学院",
"major": "地理科学",
"subject_requirements": {
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"reselect_subject": [],
"note": "首选历史"
},
"program_type": "师范教育类",
"frequency": 2,
"platforms": [
"千问",
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"predicted_increase": 0,
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},
{
"name": "商洛学院",
"major": "档案学",
"subject_requirements": {
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"reselect_subject": [],
"note": "首选历史"
},
"program_type": null,
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"predicted_increase": 0,
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]
},
{
"range": [
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649
],
"note": "高分段（985/211 主力）",
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{
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"major": "交通运输",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
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"predicted_increase": 2,
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{
"name": "西安理工大学",
"major": "水利水电工程",
"score": 86
},
{
"name": "西安科技大学",
"major": "采矿工程",
"score": 84
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{
"name": "西安交通大学",
"major": "交通运输",
"frequency": 1,
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"官方锚点"
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{
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"官方锚点"
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"major": "机械工程",
"score": 86
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{
"name": "陕西科技大学",
"major": "包装工程",
"score": 84
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{
"name": "西安交通大学",
"major": "汉语言文学",
"frequency": 1,
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}
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{
"name": "西北大学",
"major": "考古学",
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"官方锚点"
],
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"name": "西安工业大学",
"major": "测控技术与仪器",
"score": 86
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{
"name": "西安交通大学",
"major": "自动化",
"score": 84
},
{
"name": "西北工业大学",
"major": "考古学",
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"人工摘要",
"官方锚点"
],
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"score": 25
}
],
"program_type": null
},
{
"name": "西安建筑科技大学",
"major": "建筑学",
"frequency": 3,
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"千问",
"百度",
"豆包"
],
"predicted_increase": 7,
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"name": "西安交通大学",
"major": "建筑学",
"score": 91
},
{
"name": "长安大学",
"major": "建筑学",
"score": 87
},
{
"name": "西北工业大学",
"major": "建筑学",
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"千问",
"百度",
"豆包"
],
"predicted_increase": 5,
"score": 50
}
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{
"name": "西安理工大学",
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"元宝",
"百度",
"豆包"
],
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{
"name": "西北工业大学",
"major": "材料成型及控制工程",
"score": 88
},
{
"name": "西安建筑科技大学",
"major": "冶金工程",
"score": 85
},
{
"name": "西安交通大学",
"major": "材料科学与工程",
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"platforms": [
"元宝",
"百度",
"豆包"
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}
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}
]
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599
],
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{
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"major": "土木工程",
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"人工摘要",
"官方锚点"
],
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{
"name": "西北工业大学",
"major": "机械设计制造及其自动化",
"score": 86
},
{
"name": "西安电子科技大学",
"major": "通信工程",
"score": 84
},
{
"name": "西安交通大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
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"score": 25
}
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"program_type": null
},
{
"name": "西安理工大学",
"major": "机械设计制造及其自动化",
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"官方锚点"
],
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"alternatives": [
{
"name": "长安大学",
"major": "土木工程",
"score": 86
},
{
"name": "陕西师范大学",
"major": "教育学",
"score": 84
},
{
"name": "西安交通大学",
"major": "机械设计制造及其自动化",
"frequency": 1,
"platforms": [
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"官方锚点"
],
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"score": 25
}
],
"program_type": "艺体类"
},
{
"name": "西安科技大学",
"major": "安全工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北大学",
"major": "汉语言文学",
"score": 86
},
{
"name": "西安建筑科技大学",
"major": "工程管理",
"score": 84
},
{
"name": "西安交通大学",
"major": "安全工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
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"score": 25
}
],
"program_type": null
},
{
"name": "陕西中医药大学",
"major": "中医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "陕西师范大学",
"major": "生物学",
"score": 87
},
{
"name": "西北大学",
"major": "中药学",
"score": 84
},
{
"name": "西安交通大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 4,
"score": 50
}
],
"program_type": "医学类特色"
},
{
"name": "西安外国语大学",
"major": "英语",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
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"alternatives": [
{
"name": "陕西师范大学",
"major": "英语",
"score": 88
},
{
"name": "西北大学",
"major": "英语",
"score": 85
},
{
"name": "西安交通大学",
"major": "英语",
"frequency": 1,
"platforms": [
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"豆包"
],
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}
],
"program_type": "国际涉外导向"
}
]
},
{
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559
],
"note": "一本下沿/本科上沿",
"recommendations": [
{
"name": "西安石油大学",
"major": "石油工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西安理工大学",
"major": "水利水电工程",
"score": 86
},
{
"name": "西安科技大学",
"major": "采矿工程",
"score": 84
},
{
"name": "西安交通大学",
"major": "石油工程",
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"官方锚点"
],
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"score": 25
}
],
"program_type": null
},
{
"name": "陕西科技大学",
"major": "轻化工程",
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"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西安石油大学",
"major": "机械工程",
"score": 86
},
{
"name": "西安工业大学",
"major": "测控技术与仪器",
"score": 84
},
{
"name": "西安交通大学",
"major": "轻化工程",
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"platforms": [
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"官方锚点"
],
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}
],
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},
{
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"platforms": [
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"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
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"name": "西安交通大学",
"major": "自动化",
"score": 86
},
{
"name": "西北工业大学",
"major": "机械设计制造及其自动化",
"score": 84
},
{
"name": "西安电子科技大学",
"major": "自动化",
"frequency": 1,
"platforms": [
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"官方锚点"
],
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}
],
"program_type": null
},
{
"name": "延安大学",
"major": "中国共产党历史",
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"platforms": [
"千问",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "陕西师范大学",
"major": "政治学与行政学",
"score": 85
},
{
"name": "西北大学",
"major": "行政管理",
"score": 82
},
{
"name": "西安交通大学",
"major": "中国共产党历史",
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"百度"
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"score": 25
}
],
"program_type": null
},
{
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"platforms": [
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"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "西安建筑科技大学",
"major": "纺织工程",
"score": 83
},
{
"name": "西安理工大学",
"major": "轻化工程",
"score": 80
},
{
"name": "西安交通大学",
"major": "纺织工程",
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"platforms": [
"元宝",
"豆包"
],
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"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
440,
499
],
"note": "本科主段（围绕 2025 本科线）",
"recommendations": [
{
"name": "延安大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西安电子科技大学",
"major": "通信工程",
"score": 86
},
{
"name": "长安大学",
"major": "土木工程",
"score": 84
},
{
"name": "西安交通大学",
"major": "临床医学",
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"官方锚点"
],
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}
],
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},
{
"name": "宝鸡文理学院",
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"官方锚点"
],
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{
"name": "陕西师范大学",
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},
{
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"major": "汉语言文学",
"score": 84
},
{
"name": "西安交通大学",
"major": "数学与应用数学",
"frequency": 1,
"platforms": [
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"官方锚点"
],
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}
],
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},
{
"name": "渭南师范学院",
"major": "小学教育",
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"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西安建筑科技大学",
"major": "工程管理",
"score": 86
},
{
"name": "西安理工大学",
"major": "水利水电工程",
"score": 84
},
{
"name": "西安交通大学",
"major": "小学教育",
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"官方锚点"
],
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}
],
"program_type": "师范教育类"
},
{
"name": "西安航空学院",
"major": "飞行器动力工程",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 4,
"alternatives": [
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{
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"官方锚点"
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{
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"major": "机械工程",
"score": 84
},
{
"name": "西安交通大学",
"major": "会计学",
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"官方锚点"
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},
{
"name": "西安医学院",
"major": "护理学",
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"官方锚点"
],
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{
"name": "陕西科技大学",
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{
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"major": "测控技术与仪器",
"score": 84
},
{
"name": "西安交通大学",
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{
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{
"name": "西安电子科技大学",
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"官方锚点"
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{
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"豆包"
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{
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{
"name": "西安建筑科技大学",
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{
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{
"name": "陕西中医药大学",
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},
{
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{
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250,
379
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"官方锚点"
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{
"name": "西安电子科技大学",
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{
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{
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"官方锚点"
],
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{
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"官方锚点"
],
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{
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"major": "汉语言文学",
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{
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"major": "电气工程及其自动化",
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],
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],
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{
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"major": "电子商务",
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"人工摘要",
"官方锚点"
],
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{
"name": "西安建筑科技大学",
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{
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{
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"元宝"
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{
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},
{
"name": "西安工业大学",
"major": "机械设计制造及其自动化",
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},
{
"name": "西安交通大学",
"major": "机械设计制造及其自动化",
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"千问",
"元宝"
],
"predicted_increase": 0,
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}
],
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{
"name": "西安信息职业大学",
"major": "软件工程",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
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{
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{
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{
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{
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249
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{
"name": "西安翻译学院",
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{
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{
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"官方锚点"
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}
],
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},
{
"name": "陕西职业技术学院",
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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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"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西安交通大学",
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{
"name": "西北工业大学",
"major": "机械设计制造及其自动化",
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},
{
"name": "西安电子科技大学",
"major": "机电一体化技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "陕西青年职业学院",
"major": "大数据与会计",
"frequency": 2,
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"豆包"
],
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{
"name": "陕西经济管理职业技术学院",
"major": "大数据与财务管理",
"score": 76
},
{
"name": "西安交通大学",
"major": "大数据与会计",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "西安职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西安理工大学",
"major": "机械电子工程",
"score": 78
},
{
"name": "西安工业大学",
"major": "机械电子工程",
"score": 75
},
{
"name": "西安交通大学",
"major": "机电一体化技术",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 0,
"score": 25
}
],
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}
]
}
],
"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": "陕西省教育考试院",
"url": "https://www.sneea.cn/",
"kind": "province_official"
}
],
"quality_note": "高置信人工整理推荐（基于陕西现有院校池 + 2025 招生章程复核）；陕西省教育考试院官方入口已完成 2025 年度复核。"
}
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