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gaokao-volunteer-system/data/crowd_db/heilongjiang.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": "黑龙江",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "黑龙江 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.lzk.hl.cn/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
640,
700
],
"note": "顶尖段（哈工大/顶尖985）",
"recommendations": [
{
"name": "哈尔滨工业大学",
"major": "工科试验班",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北林业大学",
"major": "风景园林",
"score": 86
},
{
"name": "哈尔滨工程大学",
"major": "能源与动力工程",
"score": 84
},
{
"name": "黑龙江大学",
"major": "工科试验班",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "军校"
},
{
"name": "哈尔滨工程大学",
"major": "船舶与海洋工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北农业大学",
"major": "园艺",
"score": 86
},
{
"name": "哈尔滨医科大学",
"major": "口腔医学",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "船舶与海洋工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "公安院校"
},
{
"name": "东北林业大学",
"major": "林学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "黑龙江大学",
"major": "新闻学",
"score": 86
},
{
"name": "哈尔滨理工大学",
"major": "自动化",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "林学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "哈尔滨工业大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "哈尔滨工程大学",
"major": "计算机科学与技术",
"score": 92
},
{
"name": "东北林业大学",
"major": "计算机科学与技术",
"score": 88
},
{
"name": "黑龙江大学",
"major": "计算机科学与技术",
"frequency": 1,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 6,
"score": 25
}
],
"program_type": null
},
{
"name": "东北农业大学",
"major": "农学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "黑龙江大学",
"major": "农学",
"score": 85
},
{
"name": "哈尔滨师范大学",
"major": "农学",
"score": 82
},
{
"name": "哈尔滨工业大学",
"major": "农学",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 4,
"score": 25
}
],
"program_type": "农林类特色"
},
{
"name": "齐齐哈尔大学",
"major": "机械工程",
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理"
},
"program_type": null,
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "佳木斯大学",
"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": []
},
{
"name": "牡丹江师范学院",
"major": "学前教育",
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史"
},
"program_type": "师范教育类",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "大庆师范学院",
"major": "历史学",
"subject_requirements": {
"preferred_subject": "历史",
"reselect_subject": [],
"note": "首选历史"
},
"program_type": "师范教育类",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 0,
"alternatives": []
},
{
"name": "黑龙江工程学院",
"major": "测绘工程",
"subject_requirements": {
"preferred_subject": "物理",
"reselect_subject": [],
"note": "首选物理"
},
"program_type": null,
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 0,
"alternatives": []
}
]
},
{
"range": [
590,
639
],
"note": "高分段（985/211 主力）",
"recommendations": [
{
"name": "东北农业大学",
"major": "农学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "哈尔滨师范大学",
"major": "教育学",
"score": 86
},
{
"name": "东北石油大学",
"major": "机械工程",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "农学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "农林类特色"
},
{
"name": "哈尔滨医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "哈尔滨商业大学",
"major": "金融学",
"score": 86
},
{
"name": "齐齐哈尔大学",
"major": "物理学",
"score": 84
},
{
"name": "哈尔滨工业大学",
"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": "黑龙江大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "黑龙江中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "哈尔滨工业大学",
"major": "自动化",
"score": 84
},
{
"name": "哈尔滨师范大学",
"major": "法学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "哈尔滨医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "哈尔滨工业大学",
"major": "临床医学",
"score": 91
},
{
"name": "黑龙江中医药大学",
"major": "中医学",
"score": 87
},
{
"name": "黑龙江大学",
"major": "临床医学",
"frequency": 1,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 5,
"score": 25
}
],
"program_type": "医学类特色"
},
{
"name": "哈尔滨师范大学",
"major": "教育学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "黑龙江大学",
"major": "教育学",
"score": 84
},
{
"name": "哈尔滨理工大学",
"major": "教育学",
"score": 80
},
{
"name": "哈尔滨工业大学",
"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"
}
]
},
{
"range": [
540,
589
],
"note": "一本主段（围绕 2025 一本线）",
"recommendations": [
{
"name": "哈尔滨理工大学",
"major": "机械设计制造及其自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "哈尔滨工程大学",
"major": "能源与动力工程",
"score": 86
},
{
"name": "东北林业大学",
"major": "风景园林",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "机械设计制造及其自动化",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "艺体类"
},
{
"name": "哈尔滨师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北农业大学",
"major": "园艺",
"score": 86
},
{
"name": "哈尔滨医科大学",
"major": "口腔医学",
"score": 84
},
{
"name": "哈尔滨工业大学",
"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": "东北石油大学",
"major": "石油工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "黑龙江大学",
"major": "新闻学",
"score": 86
},
{
"name": "哈尔滨理工大学",
"major": "自动化",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "石油工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "哈尔滨理工大学",
"major": "机械工程",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "黑龙江大学",
"major": "机械工程",
"score": 83
},
{
"name": "哈尔滨商业大学",
"major": "机械工程",
"score": 80
},
{
"name": "哈尔滨工业大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 4,
"score": 50
}
],
"program_type": null
},
{
"name": "黑龙江大学",
"major": "法学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "哈尔滨理工大学",
"major": "法学",
"score": 82
},
{
"name": "哈尔滨师范大学",
"major": "法学",
"score": 81
},
{
"name": "哈尔滨工业大学",
"major": "法学",
"frequency": 1,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 3,
"score": 25
}
],
"program_type": null
}
]
},
{
"range": [
500,
539
],
"note": "一本下沿/本科上沿",
"recommendations": [
{
"name": "哈尔滨商业大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "哈尔滨师范大学",
"major": "教育学",
"score": 86
},
{
"name": "东北石油大学",
"major": "机械工程",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "会计学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "佳木斯大学",
"major": "护理学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "哈尔滨商业大学",
"major": "金融学",
"score": 86
},
{
"name": "齐齐哈尔大学",
"major": "物理学",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "护理学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "齐齐哈尔大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "黑龙江中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "哈尔滨工业大学",
"major": "自动化",
"score": 84
},
{
"name": "黑龙江大学",
"major": "数学与应用数学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": null
},
{
"name": "哈尔滨商业大学",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "黑龙江大学",
"major": "会计学",
"score": 82
},
{
"name": "哈尔滨理工大学",
"major": "会计学",
"score": 81
},
{
"name": "哈尔滨工业大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 3,
"score": 50
}
],
"program_type": null
},
{
"name": "黑龙江中医药大学",
"major": "针灸推拿学",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "哈尔滨医科大学",
"major": "针灸推拿学",
"score": 83
},
{
"name": "佳木斯大学",
"major": "针灸推拿学",
"score": 78
},
{
"name": "哈尔滨工业大学",
"major": "针灸推拿学",
"frequency": 1,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"score": 25
}
],
"program_type": "医学类特色"
}
]
},
{
"range": [
430,
499
],
"note": "本科主段（围绕 2025 本科线）",
"recommendations": [
{
"name": "黑龙江中医药大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "哈尔滨工程大学",
"major": "能源与动力工程",
"score": 86
},
{
"name": "东北林业大学",
"major": "风景园林",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "中医学",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
],
"program_type": "医学类特色"
},
{
"name": "黑龙江科技大学",
"major": "安全工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "东北农业大学",
"major": "园艺",
"score": 86
},
{
"name": "哈尔滨医科大学",
"major": "口腔医学",
"score": 84
},
{
"name": "哈尔滨工业大学",
"major": "安全工程",
"frequency": 1,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 0,
"score": 25
}
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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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{
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{
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}
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