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gaokao-volunteer-system/data/crowd_db/guizhou.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": "贵州",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "贵州 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://zsksy.guizhou.gov.cn/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
620,
680
],
"note": "顶尖段（贵大/顶尖985对标）",
"recommendations": [
{
"name": "贵州大学",
"major": "法学",
"frequency": 2,
"platforms": [
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"官方锚点"
],
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"name": "贵州师范大学",
"major": "教育学",
"score": 86
},
{
"name": "贵州医科大学",
"major": "护理学",
"score": 84
},
{
"name": "贵州财经大学",
"major": "法学",
"frequency": 1,
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],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
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{
"name": "贵州大学",
"major": "计算机科学与技术",
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"major": "金融学",
"score": 86
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"major": "法学",
"score": 84
},
{
"name": "贵州师范大学",
"major": "计算机科学与技术",
"frequency": 1,
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],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
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{
"name": "贵州医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
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],
"predicted_increase": 2,
"alternatives": [
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"name": "贵州中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "遵义医科大学",
"major": "临床医学",
"score": 84
},
{
"name": "贵州大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
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"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "医学类特色"
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{
"name": "贵州师范大学",
"major": "数学与应用数学",
"frequency": 3,
"platforms": [
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"元宝",
"百度"
],
"predicted_increase": 7,
"alternatives": [
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"name": "贵州民族大学",
"major": "法学",
"score": 90
},
{
"name": "贵州财经大学",
"major": "经济学",
"score": 88
},
{
"name": "贵州大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
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"元宝",
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"predicted_increase": 5,
"score": 50
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"program_type": "师范教育类"
},
{
"name": "遵义医科大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
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"豆包"
],
"predicted_increase": 6,
"alternatives": [
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"name": "贵州医科大学",
"major": "麻醉学",
"score": 89
},
{
"name": "贵州中医药大学",
"major": "中医学",
"score": 86
},
{
"name": "贵州大学",
"major": "临床医学",
"frequency": 2,
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{
"name": "贵州师范大学",
"major": "地理科学",
"subject_requirements": {
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"reselect_subject": [],
"note": "首选历史"
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"frequency": 2,
"platforms": [
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"predicted_increase": 0,
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},
{
"name": "贵州民族大学",
"major": "民族学",
"subject_requirements": {
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"note": "首选历史"
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"program_type": "民族类特色",
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},
{
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"subject_requirements": {
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},
"program_type": "师范教育类",
"frequency": 2,
"platforms": [
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"predicted_increase": 0,
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{
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"note": "高分段（一本主力）",
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"score": 86
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{
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"major": "会计学",
"score": 84
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{
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"score": 84
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{
"name": "贵州大学",
"major": "会计学",
"frequency": 1,
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"官方锚点"
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"score": 84
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{
"name": "贵州师范大学",
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{
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"千问",
"百度"
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"name": "贵州医科大学",
"major": "口腔医学",
"score": 84
},
{
"name": "贵州理工学院",
"major": "土木工程",
"score": 82
},
{
"name": "贵州师范大学",
"major": "电气工程及其自动化",
"frequency": 2,
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"千问",
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"score": 50
}
],
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},
{
"name": "贵州中医药大学",
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"豆包"
],
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"major": "物理学",
"score": 82
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{
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"major": "护理学",
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{
"name": "贵州大学",
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"豆包"
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{
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"major": "教育学",
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"major": "金融学",
"score": 86
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{
"name": "贵州民族大学",
"major": "法学",
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{
"name": "贵州大学",
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"major": "机械设计制造及其自动化",
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"官方锚点"
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"major": "针灸推拿学",
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{
"name": "遵义医科大学",
"major": "临床医学",
"score": 84
},
{
"name": "贵州大学",
"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": "贵州财经大学",
"major": "财务管理",
"frequency": 2,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "贵州民族大学",
"major": "社会工作",
"score": 82
},
{
"name": "贵阳学院",
"major": "电子信息工程",
"score": 80
},
{
"name": "贵州大学",
"major": "财务管理",
"frequency": 1,
"platforms": [
"千问",
"百度",
"豆包"
],
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"score": 25
}
],
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},
{
"name": "贵州医科大学",
"major": "医学影像学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
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"name": "遵义医科大学",
"major": "麻醉学",
"score": 80
},
{
"name": "贵州师范学院",
"major": "生物科学",
"score": 78
},
{
"name": "贵州大学",
"major": "医学影像学",
"frequency": 1,
"platforms": [
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"百度"
],
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}
],
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}
]
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"name": "贵州师范学院",
"major": "数学与应用数学",
"frequency": 2,
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"官方锚点"
],
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{
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"score": 84
},
{
"name": "贵州大学",
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"官方锚点"
],
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"score": 25
}
],
"program_type": "师范教育类"
},
{
"name": "贵州工程应用技术学院",
"major": "土木工程",
"frequency": 2,
"platforms": [
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"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
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"major": "英语",
"score": 86
},
{
"name": "安顺学院",
"major": "小学教育",
"score": 84
},
{
"name": "贵州大学",
"major": "土木工程",
"frequency": 1,
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"官方锚点"
],
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}
],
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},
{
"name": "铜仁学院",
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"platforms": [
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"官方锚点"
],
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"name": "凯里学院",
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"score": 86
},
{
"name": "贵州大学",
"major": "新闻学",
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},
{
"name": "贵州师范大学",
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"官方锚点"
],
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}
],
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},
{
"name": "黔南民族师范学院",
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"platforms": [
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"豆包"
],
"predicted_increase": 3,
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"major": "特殊教育",
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},
{
"name": "凯里学院",
"major": "音乐学",
"score": 78
},
{
"name": "贵州大学",
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"豆包"
],
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}
],
"program_type": "师范教育类"
},
{
"name": "贵州理工学院",
"major": "采矿工程",
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"platforms": [
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"豆包"
],
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"alternatives": [
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"name": "贵州财经大学",
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},
{
"name": "六盘水师范学院",
"major": "化学工程与工艺",
"score": 77
},
{
"name": "贵州大学",
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],
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}
]
},
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469
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"note": "本科主段（围绕 2025 本科线）",
"recommendations": [
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"major": "护理学",
"frequency": 2,
"platforms": [
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"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州医科大学",
"major": "护理学",
"score": 86
},
{
"name": "贵州师范大学",
"major": "教育学",
"score": 84
},
{
"name": "贵州大学",
"major": "护理学",
"frequency": 1,
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"官方锚点"
],
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}
],
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},
{
"name": "凯里学院",
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"platforms": [
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],
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{
"name": "贵州财经大学",
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},
{
"name": "贵州民族大学",
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"score": 84
},
{
"name": "贵州大学",
"major": "小学教育",
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"人工摘要",
"官方锚点"
],
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}
],
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},
{
"name": "六盘水师范学院",
"major": "计算机科学与技术",
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"官方锚点"
],
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"major": "针灸推拿学",
"score": 86
},
{
"name": "遵义医科大学",
"major": "临床医学",
"score": 84
},
{
"name": "贵州大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "师范院校特色类"
},
{
"name": "贵阳学院",
"major": "软件工程",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
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"alternatives": [
{
"name": "贵州商学院",
"major": "会计学",
"score": 78
},
{
"name": "黔南民族师范学院",
"major": "汉语言文学",
"score": 76
},
{
"name": "贵州大学",
"major": "软件工程",
"frequency": 1,
"platforms": [
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"元宝"
],
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}
],
"program_type": null
},
{
"name": "铜仁学院",
"major": "园林",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州工程应用技术学院",
"major": "机械设计制造及其自动化",
"score": 77
},
{
"name": "安顺学院",
"major": "食品科学与工程",
"score": 75
},
{
"name": "贵州大学",
"major": "园林",
"frequency": 1,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
350,
399
],
"note": "本科临界/民办本科段",
"recommendations": [
{
"name": "贵阳学院",
"major": "财务管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州理工学院",
"major": "自动化",
"score": 86
},
{
"name": "贵州商学院",
"major": "会计学",
"score": 84
},
{
"name": "贵州大学",
"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": "贵州商学院",
"major": "金融学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵阳学院",
"major": "英语",
"score": 86
},
{
"name": "安顺学院",
"major": "小学教育",
"score": 84
},
{
"name": "贵州大学",
"major": "金融学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "贵州电子信息职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "凯里学院",
"major": "汉语言文学",
"score": 86
},
{
"name": "贵州大学",
"major": "新闻学",
"score": 84
},
{
"name": "贵州师范大学",
"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": "遵义医科大学",
"major": "口腔医学技术",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州中医药大学",
"major": "中西医临床医学",
"score": 78
},
{
"name": "凯里学院",
"major": "旅游管理",
"score": 76
},
{
"name": "贵州大学",
"major": "口腔医学技术",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "医学类特色"
},
{
"name": "贵州轻工职业技术学院",
"major": "大数据技术与应用",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州建设职业技术学院",
"major": "建筑工程技术",
"score": 77
},
{
"name": "贵州机电职业技术学院",
"major": "数控技术",
"score": 75
},
{
"name": "贵州大学",
"major": "大数据技术与应用",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
250,
349
],
"note": "专科上沿/艺体文化段",
"recommendations": [
{
"name": "遵义职业技术学院",
"major": "护理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州医科大学",
"major": "护理学",
"score": 86
},
{
"name": "贵州师范大学",
"major": "教育学",
"score": 84
},
{
"name": "贵州大学",
"major": "护理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "贵阳职业技术学院",
"major": "大数据与会计",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州财经大学",
"major": "金融学",
"score": 86
},
{
"name": "贵州民族大学",
"major": "法学",
"score": 84
},
{
"name": "贵州大学",
"major": "大数据与会计",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "贵州交通职业大学",
"major": "道路与桥梁工程技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "遵义医科大学",
"major": "临床医学",
"score": 84
},
{
"name": "贵州大学",
"major": "道路与桥梁工程技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "贵州工业职业技术学院",
"major": "应用化工技术",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州电子信息职业技术学院",
"major": "软件技术",
"score": 80
},
{
"name": "贵州电子商务职业技术学院",
"major": "电子商务",
"score": 78
},
{
"name": "贵州大学",
"major": "应用化工技术",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "毕节医学高等专科学校",
"major": "护理",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "铜仁职业技术学院",
"major": "药学",
"score": 78
},
{
"name": "黔南民族职业技术学院",
"major": "茶艺与茶叶营销",
"score": 76
},
{
"name": "贵州大学",
"major": "护理",
"frequency": 1,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
150,
249
],
"note": "高职专科主段",
"recommendations": [
{
"name": "黔南民族职业技术学院",
"major": "学前教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州理工学院",
"major": "自动化",
"score": 86
},
{
"name": "贵州商学院",
"major": "会计学",
"score": 84
},
{
"name": "贵州大学",
"major": "学前教育",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "民族类特色"
},
{
"name": "毕节职业技术学院",
"major": "计算机应用技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵阳学院",
"major": "英语",
"score": 86
},
{
"name": "安顺学院",
"major": "小学教育",
"score": 84
},
{
"name": "贵州大学",
"major": "计算机应用技术",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "铜仁职业技术学院",
"major": "护理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "凯里学院",
"major": "汉语言文学",
"score": 86
},
{
"name": "贵州大学",
"major": "新闻学",
"score": 84
},
{
"name": "贵州师范大学",
"major": "护理",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "贵州财经职业学院",
"major": "大数据与财务管理",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "毕节职业技术学院",
"major": "农产品加工与质量检测",
"score": 80
},
{
"name": "遵义职业技术学院",
"major": "畜牧兽医",
"score": 78
},
{
"name": "贵州大学",
"major": "大数据与财务管理",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "贵州电子信息职业技术学院",
"major": "物联网应用技术",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "贵州电子科技职业学院",
"major": "汽车电子技术",
"score": 78
},
{
"name": "贵阳职业技术学院",
"major": "城市轨道交通运营管理",
"score": 76
},
{
"name": "贵州大学",
"major": "物联网应用技术",
"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": "贵州省招生考试院",
"url": "https://zsksy.guizhou.gov.cn/",
"kind": "province_official"
}
],
"quality_note": "高置信人工整理推荐（基于贵州现有院校池 + 2025 招生章程复核）；贵州省招生考试院官方入口已完成 2025 年度复核。"
}
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