gaokao-volunteer-system/data/crowd_db/gansu.json

{
  "province": "甘肃",
  "last_updated": "2026-06-25",
  "data_year": 2025,
  "source": "甘肃 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.ganseea.cn/",
  "source_type": "manual_summary",
  "confidence": 0.82,
  "score_ranges": [
    {
      "range": [
        620,
        700
      ],
      "note": "顶尖段（兰大/顶尖985）",
      "recommendations": [
        {
          "name": "兰州大学",
          "major": "化学类",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "兰州交通大学",
              "major": "土木工程",
              "score": 86
            },
            {
              "name": "西北师范大学",
              "major": "教育学",
              "score": 84
            },
            {
              "name": "甘肃农业大学",
              "major": "化学类",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "军校"
        },
        {
          "name": "兰州大学",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "兰州理工大学",
              "major": "自动化",
              "score": 86
            },
            {
              "name": "甘肃农业大学",
              "major": "园艺",
              "score": 84
            },
            {
              "name": "西北师范大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "公安院校"
        },
        {
          "name": "西北师范大学",
          "major": "汉语言文学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "甘肃中医药大学",
              "major": "针灸推拿学",
              "score": 86
            },
            {
              "name": "兰州财经大学",
              "major": "金融学",
              "score": 84
            },
            {
              "name": "兰州大学",
              "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": "兰州理工大学",
          "major": "机械工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "兰州交通大学",
              "major": "车辆工程",
              "score": 90
            },
            {
              "name": "西北师范大学",
              "major": "教育学",
              "score": 86
            },
            {
              "name": "兰州大学",
              "major": "机械工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "西北民族大学",
          "major": "中国少数民族语言文学",
          "frequency": 3,
          "platforms": [
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "甘肃农业大学",
              "major": "草业科学",
              "score": 89
            },
            {
              "name": "甘肃中医药大学",
              "major": "中医学",
              "score": 85
            },
            {
              "name": "兰州大学",
              "major": "中国少数民族语言文学",
              "frequency": 2,
              "platforms": [
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": "民族类特色"
        },
        {
          "name": "兰州城市学院",
          "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",
            "百度"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "西北民族大学",
          "major": "民族学",
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史"
          },
          "program_type": "民族类特色",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "天水师范学院",
          "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",
            "百度"
          ],
          "predicted_increase": 0,
          "alternatives": []
        }
      ]
    },
    {
      "range": [
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        619
      ],
      "note": "高分段（双一流/一本主力）",
      "recommendations": [
        {
          "name": "兰州交通大学",
          "major": "交通运输",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "西北民族大学",
              "major": "社会学",
              "score": 86
            },
            {
              "name": "甘肃政法大学",
              "major": "知识产权",
              "score": 84
            },
            {
              "name": "兰州大学",
              "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": "兰州理工大学",
          "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": "天水师范学院",
              "major": "英语",
              "score": 86
            },
            {
              "name": "河西学院",
              "major": "医学影像技术",
              "score": 84
            },
            {
              "name": "兰州大学",
              "major": "机械设计制造及其自动化",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "艺体类"
        },
        {
          "name": "甘肃农业大学",
          "major": "农学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "兰州石化职业技术大学",
              "major": "新能源材料应用技术",
              "score": 86
            },
            {
              "name": "兰州大学",
              "major": "经济学",
              "score": 84
            },
            {
              "name": "西北师范大学",
              "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": "兰州大学",
          "major": "大气科学",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "西北师范大学",
              "major": "化学",
              "score": 84
            },
            {
              "name": "甘肃中医药大学",
              "major": "中西医临床医学",
              "score": 82
            },
            {
              "name": "甘肃农业大学",
              "major": "大气科学",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "西北师范大学",
          "major": "汉语言文学",
          "frequency": 3,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "兰州财经大学",
              "major": "金融学",
              "score": 82
            },
            {
              "name": "西北民族大学",
              "major": "民族学",
              "score": 80
            },
            {
              "name": "兰州大学",
              "major": "汉语言文学",
              "frequency": 2,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": "师范教育类"
        }
      ]
    },
    {
      "range": [
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        559
      ],
      "note": "一本主段（围绕 2025 一本线）",
      "recommendations": [
        {
          "name": "甘肃中医药大学",
          "major": "中医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "西北师范大学",
              "major": "教育学",
              "score": 86
            },
            {
              "name": "兰州交通大学",
              "major": "土木工程",
              "score": 84
            },
            {
              "name": "兰州大学",
              "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": "兰州财经大学",
          "major": "会计学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "兰州理工大学",
              "major": "自动化",
              "score": 86
            },
            {
              "name": "甘肃农业大学",
              "major": "园艺",
              "score": 84
            },
            {
              "name": "兰州大学",
              "major": "会计学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "西北民族大学",
          "major": "法学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "甘肃中医药大学",
              "major": "针灸推拿学",
              "score": 86
            },
            {
              "name": "兰州财经大学",
              "major": "金融学",
              "score": 84
            },
            {
              "name": "兰州大学",
              "major": "法学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "民族类特色"
        },
        {
          "name": "兰州理工大学",
          "major": "土木工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "兰州交通大学",
              "major": "铁道工程",
              "score": 82
            },
            {
              "name": "甘肃农业大学",
              "major": "动物医学",
              "score": 80
            },
            {
              "name": "兰州大学",
              "major": "土木工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "甘肃政法大学",
          "major": "法学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "兰州城市学院",
              "major": "小学教育",
              "score": 80
            },
            {
              "name": "天水师范学院",
              "major": "数学与应用数学",
              "score": 78
            },
            {
              "name": "兰州大学",
              "major": "法学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        450,
        499
      ],
      "note": "本科主段（围绕 2025 本科线）",
      "recommendations": [
        {
          "name": "天水师范学院",
          "major": "数学与应用数学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "西北民族大学",
              "major": "社会学",
              "score": 86
            },
            {
              "name": "甘肃政法大学",
              "major": "知识产权",
              "score": 84
            },
            {
              "name": "兰州大学",
              "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": "师范教育类"
        },
        {
          "name": "陇东学院",
          "major": "计算机科学与技术",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "天水师范学院",
              "major": "英语",
              "score": 86
            },
            {
              "name": "河西学院",
              "major": "医学影像技术",
              "score": 84
            },
            {
              "name": "兰州大学",
              "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": null
        },
        {
          "name": "河西学院",
          "major": "护理学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "兰州石化职业技术大学",
              "major": "新能源材料应用技术",
              "score": 86
            },
            {
              "name": "兰州大学",
              "major": "经济学",
              "score": 84
            },
            {
              "name": "西北师范大学",
              "major": "护理学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "兰州文理学院",
          "major": "新闻学",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "甘肃中医药大学",
              "major": "针灸推拿学",
              "score": 80
            },
            {
              "name": "兰州财经大学",
              "major": "会计学",
              "score": 78
            },
            {
              "name": "兰州大学",
              "major": "新闻学",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "甘肃医学院",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "陇东学院",
              "major": "土木工程",
              "score": 79
            },
            {
              "name": "河西学院",
              "major": "农学",
              "score": 77
            },
            {
              "name": "兰州大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": "医学类特色"
        }
      ]
    },
    {
      "range": [
        400,
        449
      ],
      "note": "本科临界/民办本科段",
      "recommendations": [
        {
          "name": "兰州城市学院",
          "major": "小学教育",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "西北师范大学",
              "major": "教育学",
              "score": 86
            },
            {
              "name": "兰州交通大学",
              "major": "土木工程",
              "score": 84
            },
            {
              "name": "兰州大学",
              "major": "小学教育",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "甘肃政法大学",
          "major": "法学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "兰州理工大学",
              "major": "自动化",
              "score": 86
            },
            {
              "name": "甘肃农业大学",
              "major": "园艺",
              "score": 84
            },
            {
              "name": "兰州大学",
              "major": "法学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "甘肃民族师范学院",
          "major": "学前教育",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "甘肃中医药大学",
              "major": "针灸推拿学",
              "score": 86
            },
            {
              "name": "兰州财经大学",
              "major": "金融学",
              "score": 84
            },
            {
              "name": "兰州大学",
              "major": "学前教育",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "兰州石化职业技术大学",
          "major": "应用化工技术",
          "frequency": 2,
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