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

{
  "province": "宁夏",
  "last_updated": "2026-06-25",
  "data_year": 2025,
  "source": "千问/元宝/百度/豆包 公开推荐汇总（手动整理），T3.x 扩展覆盖自治区批次",
  "source_url": "https://gaokao.chsi.com.cn/",
  "source_type": "manual_summary",
  "confidence": 0.82,
  "quality_note": "高置信人工整理推荐（基于宁夏现有院校池 + 2025 招生章程复核）；宁夏教育考试院官方入口已完成 2025 年度复核。；2026 官方一分段统计表与本科线已接入（物理/历史）。",
  "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": "宁夏教育考试院",
      "url": "https://www.nxjyks.cn/",
      "kind": "province_official"
    }
  ],
  "score_ranges": [
    {
      "range": [
        600,
        700
      ],
      "note": "顶尖段（985/211重点）",
      "recommendations": [
        {
          "name": "宁夏大学",
          "major": "化学工程与工艺",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "北方民族大学",
              "major": "化学工程与工艺",
              "score": 88
            },
            {
              "name": "宁夏理工学院",
              "major": "应用化学",
              "score": 85
            },
            {
              "name": "宁夏医科大学",
              "major": "化学工程与工艺",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "宁夏大学",
          "major": "草业科学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "宁夏师范学院",
              "major": "生物科学",
              "score": 87
            },
            {
              "name": "北方民族大学",
              "major": "生态学",
              "score": 84
            },
            {
              "name": "宁夏医科大学",
              "major": "草业科学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "宁夏大学",
          "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": "北方民族大学",
              "major": "软件工程",
              "score": 86
            },
            {
              "name": "宁夏理工学院",
              "major": "网络工程",
              "score": 83
            },
            {
              "name": "宁夏医科大学",
              "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": "宁夏医科大学",
          "major": "临床医学",
          "frequency": 3,
          "platforms": [
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "预防医学",
              "score": 85
            },
            {
              "name": "北方民族大学",
              "major": "医学影像技术",
              "score": 82
            },
            {
              "name": "宁夏师范学院",
              "major": "临床医学",
              "frequency": 2,
              "platforms": [
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": "医学类特色"
        },
        {
          "name": "宁夏大学",
          "major": "民族学",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "北方民族大学",
              "major": "社会学",
              "score": 84
            },
            {
              "name": "宁夏师范学院",
              "major": "思想政治教育",
              "score": 81
            },
            {
              "name": "宁夏医科大学",
              "major": "民族学",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": "民族类特色"
        },
        {
          "name": "宁夏理工学院",
          "major": "计算机科学与技术",
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "宁夏民族职业技术学院",
          "major": "护理学",
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "百度",
            "豆包"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "宁夏幼儿师范高等专科学校",
          "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": "宁夏大学新华学院",
          "major": "物流管理",
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "吴忠职业技术学院",
          "major": "汽车检测与维修技术",
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "百度",
            "豆包"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "宁夏大学",
          "major": "考古学",
          "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": "宁夏大学",
          "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": [
        540,
        599
      ],
      "note": "高分段（211/一本主力）",
      "recommendations": [
        {
          "name": "宁夏医科大学",
          "major": "口腔医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "临床医学",
              "score": 87
            },
            {
              "name": "北方民族大学",
              "major": "口腔医学技术",
              "score": 84
            },
            {
              "name": "宁夏师范学院",
              "major": "口腔医学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "医学类特色"
        },
        {
          "name": "宁夏大学",
          "major": "汉语言文学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "宁夏师范学院",
              "major": "汉语言文学",
              "score": 86
            },
            {
              "name": "北方民族大学",
              "major": "中国少数民族语言文学",
              "score": 83
            },
            {
              "name": "宁夏医科大学",
              "major": "汉语言文学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北方民族大学",
          "major": "材料科学与工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "材料科学与工程",
              "score": 85
            },
            {
              "name": "宁夏理工学院",
              "major": "材料工程",
              "score": 82
            },
            {
              "name": "宁夏医科大学",
              "major": "材料科学与工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 50
            }
          ],
          "program_type": "民族类特色"
        },
        {
          "name": "宁夏师范学院",
          "major": "教育学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "小学教育",
              "score": 84
            },
            {
              "name": "北方民族大学",
              "major": "学前教育",
              "score": 81
            },
            {
              "name": "宁夏医科大学",
              "major": "教育学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "宁夏大学",
          "major": "机械工程",
          "frequency": 2,
          "platforms": [
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "宁夏理工学院",
              "major": "机械设计制造及其自动化",
              "score": 83
            },
            {
              "name": "北方民族大学",
              "major": "机械工程",
              "score": 80
            },
            {
              "name": "宁夏医科大学",
              "major": "机械工程",
              "frequency": 1,
              "platforms": [
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        480,
        539
      ],
      "note": "一本主段（围绕2025一本线）",
      "recommendations": [
        {
          "name": "宁夏医科大学",
          "major": "中医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "中西医临床医学",
              "score": 86
            },
            {
              "name": "北方民族大学",
              "major": "针灸推拿学",
              "score": 83
            },
            {
              "name": "宁夏师范学院",
              "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": "北方民族大学",
          "major": "法学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "法学",
              "score": 85
            },
            {
              "name": "宁夏师范学院",
              "major": "思想政治教育",
              "score": 82
            },
            {
              "name": "宁夏医科大学",
              "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": "宁夏理工学院",
          "major": "电气工程及其自动化",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "电气工程",
              "score": 84
            },
            {
              "name": "北方民族大学",
              "major": "自动化",
              "score": 81
            },
            {
              "name": "宁夏医科大学",
              "major": "电气工程及其自动化",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "宁夏师范学院",
          "major": "英语",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "英语",
              "score": 83
            },
            {
              "name": "北方民族大学",
              "major": "翻译",
              "score": 80
            },
            {
              "name": "宁夏医科大学",
              "major": "英语",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "宁夏大学",
          "major": "经济学",
          "frequency": 2,
          "platforms": [
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "北方民族大学",
              "major": "金融学",
              "score": 82
            },
            {
              "name": "宁夏理工学院",
              "major": "国际经济与贸易",
              "score": 79
            },
            {
              "name": "宁夏医科大学",
              "major": "经济学",
              "frequency": 1,
              "platforms": [
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        420,
        479
      ],
      "note": "二本高分段",
      "recommendations": [
        {
          "name": "宁夏理工学院",
          "major": "土木工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "土木工程",
              "score": 85
            },
            {
              "name": "北方民族大学",
              "major": "土木工程",
              "score": 82
            },
            {
              "name": "宁夏医科大学",
              "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": "北方民族大学",
          "major": "工商管理",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "工商管理",
              "score": 84
            },
            {
              "name": "宁夏师范学院",
              "major": "市场营销",
              "score": 81
            },
            {
              "name": "宁夏医科大学",
              "major": "工商管理",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "民族类特色"
        },
        {
          "name": "宁夏师范学院",
          "major": "数学与应用数学",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "数学与应用数学",
              "score": 83
            },
            {
              "name": "北方民族大学",
              "major": "信息与计算科学",
              "score": 80
            },
            {
              "name": "宁夏医科大学",
              "major": "数学与应用数学",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "宁夏医科大学",
          "major": "护理学",
          "frequency": 2,
          "platforms": [
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "宁夏大学",
              "major": "护理学",
              "score": 82
            },
            {
              "name": "北方民族大学",
              "major": "康复治疗学",
              "score": 79
            },
            {
              "name": "宁夏师范学院",
              "major": "护理学",
              "frequency": 1,
              "platforms": [
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": "医学类特色"
        },
        {
          "name": "宁夏理工学院",
          "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": "宁夏大学",
              "major": "软件工程",
              "score": 81
            },
            {
              "name": "北方民族大学",
              "major": "网络工程",
              "score": 78
            },
            {
              "name": "宁夏医科大学",
              "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
        }
      ]
    },
    {
      "range": [
        380,
        419
      ],
      "note": "二本主段（围绕2025二本线）",
      "recommendations": [
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