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gaokao-volunteer-system/data/crowd_db/liaoning.json
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feat(rules): Phase1 - 提前批军校/公安 + 专项计划规则补充 
数据层:
1. special_programs.json: 新增2个项目（军校本科提前批+公安院校本科提前批）
   总项目数从12提升到14
2. special_programs_rules.json: 新增11条规则
   - 军校: 年龄限制+军检+政审+分数优势 (4条)
   - 公安: 体能测试+联考入警率+公安专业vs非公安专业 (3条)
   - 专项计划: 国家专项资格+地方专项资格+高校专项报名+降分对比 (4条)
   总规则数从23提升到34
3. crowd_db 31省JSON: 新增军校(29省)+公安院校(30省) program_type标记

代码层:
4. special_programs_loader.py: 新增4个查询接口
   - list_programs_by_batch(按批次筛选)
   - list_programs_by_category(按类别筛选)
   - list_categories(列出所有类别)
   - get_rules_by_category(按类别获取规则)

前端层:
5. 政策中心页增加'提前批与专项计划'板块
   含7类特殊招生类型说明

测试: 60+15=75 passed
2026-06-29 07:50:19 +08:00

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{
"province": "辽宁",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "辽宁 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.lnzsks.com/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
650,
700
],
"note": "顶尖段（大工/东大/顶尖985）",
"recommendations": [
{
"name": "大连理工大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "辽宁大学",
"major": "经济学",
"score": 86
},
{
"name": "东北大学",
"major": "软件工程",
"score": 84
},
{
"name": "大连海事大学",
"major": "机械工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "军校"
},
{
"name": "东北大学",
"major": "自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连海事大学",
"major": "物流管理",
"score": 86
},
{
"name": "中国医科大学",
"major": "口腔医学",
"score": 84
},
{
"name": "大连理工大学",
"major": "自动化",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "公安院校"
},
{
"name": "辽宁大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北财经大学",
"major": "金融学",
"score": 86
},
{
"name": "辽宁师范大学",
"major": "教育学",
"score": 84
},
{
"name": "东北大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "东北大学",
"major": "控制科学与工程",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "大连理工大学",
"major": "控制科学与工程",
"score": 93
},
{
"name": "辽宁大学",
"major": "控制科学与工程",
"score": 88
},
{
"name": "大连海事大学",
"major": "控制科学与工程",
"frequency": 1,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 6,
"score": 25
}
],
"program_type": null
},
{
"name": "大连理工大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "东北大学",
"major": "土木工程",
"score": 92
},
{
"name": "大连海事大学",
"major": "土木工程",
"score": 86
},
{
"name": "辽宁大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 5,
"score": 25
}
],
"program_type": null
},
{
"name": "渤海大学",
"major": "历史学",
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史"
},
"program_type": null,
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"alternatives": []
}
]
},
{
"range": [
600,
649
],
"note": "985/211高段",
"recommendations": [
{
"name": "大连海事大学",
"major": "交通运输",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳工业大学",
"major": "机械电子工程",
"score": 86
},
{
"name": "沈阳建筑大学",
"major": "工程管理",
"score": 84
},
{
"name": "东北大学",
"major": "交通运输",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "中国医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连交通大学",
"major": "自动化",
"score": 86
},
{
"name": "渤海大学",
"major": "物理学",
"score": 84
},
{
"name": "东北大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "医学类特色"
},
{
"name": "东北财经大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳药科大学",
"major": "制药工程",
"score": 86
},
{
"name": "大连理工大学",
"major": "车辆工程",
"score": 84
},
{
"name": "东北大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "大连海事大学",
"major": "航海技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "大连理工大学",
"major": "航海技术",
"score": 90
},
{
"name": "东北大学",
"major": "航海技术",
"score": 87
},
{
"name": "辽宁大学",
"major": "航海技术",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 4,
"score": 50
}
],
"program_type": null
},
{
"name": "辽宁大学",
"major": "经济学",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "东北财经大学",
"major": "经济学",
"score": 88
},
{
"name": "大连理工大学",
"major": "经济学",
"score": 85
},
{
"name": "东北大学",
"major": "经济学",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 3,
"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
560,
599
],
"note": "211/双一流主段",
"recommendations": [
{
"name": "辽宁师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北大学",
"major": "软件工程",
"score": 86
},
{
"name": "辽宁大学",
"major": "经济学",
"score": 84
},
{
"name": "大连理工大学",
"major": "汉语言文学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "师范教育类"
},
{
"name": "沈阳工业大学",
"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": "大连海事大学",
"major": "物流管理",
"score": 86
},
{
"name": "中国医科大学",
"major": "口腔医学",
"score": 84
},
{
"name": "东北大学",
"major": "电气工程及其自动化",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "沈阳建筑大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北财经大学",
"major": "金融学",
"score": 86
},
{
"name": "辽宁师范大学",
"major": "教育学",
"score": 84
},
{
"name": "东北大学",
"major": "土木工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "东北财经大学",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "辽宁大学",
"major": "会计学",
"score": 87
},
{
"name": "大连海事大学",
"major": "会计学",
"score": 84
},
{
"name": "东北大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 4,
"score": 50
}
],
"program_type": null
},
{
"name": "中国医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "大连医科大学",
"major": "临床医学",
"score": 88
},
{
"name": "辽宁中医药大学",
"major": "临床医学",
"score": 83
},
{
"name": "东北大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 4,
"score": 25
}
],
"program_type": "医学类特色"
}
]
},
{
"range": [
500,
559
],
"note": "特殊类型控制线附近",
"recommendations": [
{
"name": "沈阳航空航天大学",
"major": "飞行器动力工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳工业大学",
"major": "机械电子工程",
"score": 86
},
{
"name": "沈阳建筑大学",
"major": "工程管理",
"score": 84
},
{
"name": "东北大学",
"major": "飞行器动力工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "大连大学",
"major": "软件工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连交通大学",
"major": "自动化",
"score": 86
},
{
"name": "渤海大学",
"major": "物理学",
"score": 84
},
{
"name": "东北大学",
"major": "软件工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "大连交通大学",
"major": "车辆工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳药科大学",
"major": "制药工程",
"score": 86
},
{
"name": "大连理工大学",
"major": "车辆工程",
"score": 84
},
{
"name": "东北大学",
"major": "车辆工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "辽宁师范大学",
"major": "教育学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "东北师范大学",
"major": "教育学",
"score": 86
},
{
"name": "沈阳师范大学",
"major": "教育学",
"score": 83
},
{
"name": "东北大学",
"major": "教育学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 3,
"score": 50
}
],
"program_type": "师范教育类"
},
{
"name": "沈阳农业大学",
"major": "农学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "辽宁大学",
"major": "农学",
"score": 82
},
{
"name": "大连大学",
"major": "农学",
"score": 80
},
{
"name": "东北大学",
"major": "农学",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": "农林类特色"
}
]
},
{
"range": [
450,
499
],
"note": "本科主段",
"recommendations": [
{
"name": "沈阳农业大学",
"major": "园艺",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北大学",
"major": "软件工程",
"score": 86
},
{
"name": "辽宁大学",
"major": "经济学",
"score": 84
},
{
"name": "大连理工大学",
"major": "园艺",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "农林类特色"
},
{
"name": "沈阳药科大学",
"major": "药学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "大连海事大学",
"major": "物流管理",
"score": 86
},
{
"name": "中国医科大学",
"major": "口腔医学",
"score": 84
},
{
"name": "东北大学",
"major": "药学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "辽宁科技大学",
"major": "材料科学与工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北财经大学",
"major": "金融学",
"score": 86
},
{
"name": "辽宁师范大学",
"major": "教育学",
"score": 84
},
{
"name": "东北大学",
"major": "材料科学与工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "沈阳工业大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "东北大学",
"major": "机械工程",
"score": 83
},
{
"name": "大连交通大学",
"major": "机械工程",
"score": 81
},
{
"name": "大连理工大学",
"major": "机械工程",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": null
},
{
"name": "大连交通大学",
"major": "交通运输",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "大连海事大学",
"major": "交通运输",
"score": 85
},
{
"name": "辽宁大学",
"major": "交通运输",
"score": 82
},
{
"name": "东北大学",
"major": "交通运输",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
400,
449
],
"note": "本科临界/民办本科段",
"recommendations": [
{
"name": "渤海大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "沈阳工业大学",
"major": "机械电子工程",
"score": 86
},
{
"name": "沈阳建筑大学",
"major": "工程管理",
"score": 84
},
{
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}
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