{
  "province": "河南",
  "last_updated": "2026-06-25",
  "data_year": 2026,
  "source": "河南 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 + 千问/元宝/百度/豆包 多平台热点交叉整理），2026-06-24",
  "source_url": "https://weibo.com/a/hot/50f5eedee726596c_0.html",
  "source_type": "manual_summary",
  "confidence": 0.82,
  "score_ranges": [
    {
      "range": [
        650,
        750
      ],
      "note": "清北华五级顶尖段（围绕 2025 理科清北线 695+ / 文科 650+）",
      "recommendations": [
        {
          "name": "清华大学",
          "major": "工科试验班",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 12,
          "alternatives": [
            {
              "name": "北京大学",
              "major": "工科试验班",
              "score": 96
            },
            {
              "name": "上海交通大学",
              "major": "工科试验班",
              "score": 95
            },
            {
              "name": "郑州大学",
              "major": "工科试验班",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 10,
              "score": 50
            }
          ],
          "program_type": "军校"
        },
        {
          "name": "北京大学",
          "major": "工商管理类",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 10,
          "alternatives": [
            {
              "name": "中国人民大学",
              "major": "工商管理类",
              "score": 94
            },
            {
              "name": "清华大学",
              "major": "经济与金融",
              "score": 96
            },
            {
              "name": "郑州大学",
              "major": "工商管理类",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 8,
              "score": 25
            }
          ],
          "program_type": "公安院校"
        },
        {
          "name": "上海交通大学",
          "major": "临床医学(八年制)",
          "frequency": 3,
          "platforms": [
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 11,
          "alternatives": [
            {
              "name": "复旦大学",
              "major": "临床医学(八年制)",
              "score": 95
            },
            {
              "name": "浙江大学",
              "major": "临床医学(八年制)",
              "score": 94
            },
            {
              "name": "郑州大学",
              "major": "临床医学(八年制)",
              "frequency": 2,
              "platforms": [
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 9,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "中国人民大学",
          "major": "法学",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "复旦大学",
              "major": "法学",
              "score": 95
            },
            {
              "name": "武汉大学",
              "major": "法学",
              "score": 92
            },
            {
              "name": "郑州大学",
              "major": "法学",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 6,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "上海交通大学",
          "major": "电子信息类",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 9,
          "alternatives": [
            {
              "name": "浙江大学",
              "major": "电子信息类",
              "score": 95
            },
            {
              "name": "华中科技大学",
              "major": "电子信息类",
              "score": 91
            },
            {
              "name": "郑州大学",
              "major": "电子信息类",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 7,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "河南农业大学",
          "major": "农学",
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理"
          },
          "program_type": "农林类特色",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "河南大学",
          "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": []
        }
      ]
    },
    {
      "range": [
        600,
        649
      ],
      "note": "C9/强势 985 主段（围绕 2025 理科武大华科线 630+）",
      "recommendations": [
        {
          "name": "武汉大学",
          "major": "计算机科学与技术",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 9,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "计算机科学与技术",
              "score": 93
            },
            {
              "name": "中山大学",
              "major": "计算机科学与技术",
              "score": 92
            },
            {
              "name": "郑州大学",
              "major": "计算机科学与技术",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 7,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "同济大学",
          "major": "建筑学",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "东南大学",
              "major": "建筑学",
              "score": 93
            },
            {
              "name": "天津大学",
              "major": "建筑学",
              "score": 92
            },
            {
              "name": "郑州大学",
              "major": "建筑学",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 5,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "中山大学",
          "major": "临床医学",
          "frequency": 3,
          "platforms": [
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "临床医学",
              "score": 92
            },
            {
              "name": "中南大学",
              "major": "临床医学(湘雅)",
              "score": 91
            },
            {
              "name": "郑州大学",
              "major": "临床医学",
              "frequency": 2,
              "platforms": [
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "中山大学",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "临床医学",
              "score": 92
            },
            {
              "name": "中南大学",
              "major": "临床医学",
              "score": 90
            },
            {
              "name": "郑州大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 5,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "天津大学",
          "major": "建筑学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "同济大学",
              "major": "建筑学",
              "score": 93
            },
            {
              "name": "华南理工大学",
              "major": "建筑学",
              "score": 88
            },
            {
              "name": "郑州大学",
              "major": "建筑学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 4,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        560,
        599
      ],
      "note": "985 中位/强 211 主段（围绕 2025 理科中南线 590+）",
      "recommendations": [
        {
          "name": "中南大学",
          "major": "计算机科学与技术",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "湖南大学",
              "major": "计算机科学与技术",
              "score": 90
            },
            {
              "name": "华中科技大学",
              "major": "计算机科学与技术",
              "score": 93
            },
            {
              "name": "郑州大学",
              "major": "计算机科学与技术",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "西安交通大学",
          "major": "电气工程及其自动化",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "华中科技大学",
              "major": "电气工程及其自动化",
              "score": 92
            },
            {
              "name": "华北电力大学",
              "major": "电气工程及其自动化",
              "score": 90
            },
            {
              "name": "郑州大学",
              "major": "电气工程及其自动化",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 4,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "郑州大学",
          "major": "临床医学",
          "frequency": 4,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 9,
          "alternatives": [
            {
              "name": "河南大学",
              "major": "临床医学",
              "score": 88
            },
            {
              "name": "新乡医学院",
              "major": "临床医学",
              "score": 87
            },
            {
              "name": "河南师范大学",
              "major": "临床医学",
              "frequency": 3,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 7,
              "score": 75
            }
          ],
          "program_type": null
        },
        {
          "name": "湖南大学",
          "major": "土木工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "中南大学",
              "major": "土木工程",
              "score": 90
            },
            {
              "name": "郑州大学",
              "major": "土木工程",
              "score": 85
            },
            {
              "name": "河南大学",
              "major": "土木工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "华中师范大学",
          "major": "英语",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "豆包"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "陕西师范大学",
              "major": "英语",
              "score": 89
            },
            {
              "name": "河南大学",
              "major": "英语",
              "score": 86
            },
            {
              "name": "郑州大学",
              "major": "英语",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "豆包"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": "师范教育类"
        }
      ]
    },
    {
      "range": [
        520,
        559
      ],
      "note": "211/双一流主力段（围绕 2025 文科一本线 521 / 理科一本线 511）",
      "recommendations": [
        {
          "name": "河南大学",
          "major": "汉语言文学",
          "frequency": 4,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "郑州大学",
              "major": "汉语言文学",
              "score": 90
            },
            {
              "name": "河南师范大学",
              "major": "汉语言文学",
              "score": 88
            },
            {
              "name": "河南科技大学",
              "major": "汉语言文学",
              "frequency": 3,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 5,
              "score": 75
            }
          ],
          "program_type": null
        },
        {
          "name": "郑州大学",
          "major": "计算机科学与技术",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "河南工业大学",
              "major": "计算机科学与技术",
              "score": 87
            },
            {
              "name": "河南科技大学",
              "major": "计算机科学与技术",
              "score": 86
            },
            {
              "name": "河南大学",
              "major": "计算机科学与技术",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "华中师范大学",
          "major": "数学与应用数学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "陕西师范大学",
              "major": "数学与应用数学",
              "score": 89
            },
            {
              "name": "河南大学",
              "major": "数学与应用数学",
              "score": 88
            },
            {
              "name": "郑州大学",
              "major": "数学与应用数学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "华北水利水电大学",
          "major": "水利水电工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "郑州大学",
              "major": "水利水电工程",
              "score": 88
            },
            {
              "name": "黄河水利职业技术学院",
              "major": "水利水电建筑工程",
              "score": 86
            },
            {
              "name": "河南大学",
              "major": "水利水电工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "河南财经政法大学",
          "major": "会计学",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "郑州大学",
              "major": "会计学",
              "score": 87
            },
            {
              "name": "河南大学",
              "major": "会计学",
              "score": 85
            },
            {
              "name": "河南师范大学",
              "major": "会计学",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        480,
        519
      ],
      "note": "一本中下/二本头段（围绕 2025 文科一本线 521 临界下沿）",
      "recommendations": [
        {
          "name": "河南师范大学",
          "major": "英语",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "信阳师范大学",
              "major": "英语",
              "score": 86
            },
            {
              "name": "河南大学",
              "major": "英语",
              "score": 89
            },
            {
              "name": "郑州大学",
              "major": "英语",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "河南科技大学",
          "major": "机械设计制造及其自动化",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "河南工业大学",
              "major": "机械设计制造及其自动化",
              "score": 86
            },
            {
              "name": "中原工学院",
              "major": "机械设计制造及其自动化",
              "score": 85
            },
            {
              "name": "郑州大学",
              "major": "机械设计制造及其自动化",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": "艺体类"
        },
        {
          "name": "河南中医药大学",
          "major": "中医学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "豆包"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "南阳理工学院",
              "major": "中医学",
              "score": 84
            },
            {
              "name": "新乡医学院",
              "major": "中医学",
              "score": 87
            },
            {
              "name": "郑州大学",
              "major": "中医学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "豆包"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": "医学类特色"
        },
        {
          "name": "河南工业大学",
          "major": "食品科学与工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "河南科技大学",
              "major": "食品科学与工程",
              "score": 85
            },
            {
              "name": "中原工学院",
              "major": "食品科学与工程",
              "score": 80
            },
            {
              "name": "郑州大学",
              "major": "食品科学与工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "河南中医药大学",
          "major": "中医学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "新乡医学院",
              "major": "临床医学",
              "score": 84
            },
            {
              "name": "河南大学",
              "major": "中医学",
              "score": 83
            },
            {
              "name": "郑州大学",
              "major": "中医学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": "医学类特色"
        }
      ]
    },
    {
      "range": [
        430,
        479
      ],
      "note": "二本主流段（围绕 2025 理科二本线约 400 / 文科约 435）",
      "recommendations": [
        {
          "name": "河南工业大学",
          "major": "会计学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "河南财经政法大学",
              "major": "会计学",
              "score": 87
            },
            {
              "name": "中原工学院",
              "major": "会计学",
              "score": 84
            },
            {
              "name": "郑州大学",
              "major": "会计学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "华北水利水电大学",
          "major": "水利水电工程",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "郑州大学",
              "major": "水利水电工程",
              "score": 88
            },
            {
              "name": "黄河水利职业技术学院",
              "major": "水利工程",
              "score": 82
            },
            {
              "name": "河南大学",
              "major": "水利水电工程",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "信阳师范大学",
          "major": "汉语言文学",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "南阳师范学院",
              "major": "汉语言文学",
              "score": 84
            },
            {
              "name": "河南师范大学",
              "major": "汉语言文学",
              "score": 88
            },
            {
              "name": "郑州大学",
              "major": "汉语言文学",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "河南科技大学",
          "major": "材料成型及控制工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "河南工业大学",
              "major": "材料成型及控制工程",
              "score": 83
            },
            {
              "name": "中原工学院",
              "major": "材料成型及控制工程",
              "score": 80
            },
            {
              "name": "郑州大学",
              "major": "材料成型及控制工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "信阳师范大学",
          "major": "数学与应用数学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "南阳师范学院",
              "major": "数学与应用数学",
              "score": 79
            },
            {
              "name": "河南师范大学",
              "major": "数学与应用数学",
              "score": 86
            },
            {
              "name": "郑州大学",
              "major": "数学与应用数学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        }
      ]
    },
    {
      "range": [
        380,
        429
      ],
      "note": "三本/民办本科段（围绕 2025 民办本科线 380+）",
      "recommendations": [
        {
          "name": "郑州工商学院",
          "major": "财务管理",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "河南开封科技传媒学院",
              "major": "财务管理",
              "score": 82
            },
            {
              "name": "郑州商学院",
              "major": "财务管理",
              "score": 81
            },
            {
              "name": "郑州大学",
              "major": "财务管理",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "河南开封科技传媒学院",
          "major": "计算机科学与技术",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "郑州工商学院",
              "major": "计算机科学与技术",
              "score": 81
            },
            {
              "name": "郑州升达经贸管理学院",
              "major": "计算机科学与技术",
              "score": 80
            },
            {
              "name": "郑州大学",
              "major": "计算机科学与技术",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "郑州工业应用技术学院",
          "major": "机械设计制造及其自动化",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "郑州科技学院",
              "major": "机械设计制造及其自动化",
              "score": 80
            },
            {
              "name": "黄河科技学院",
              "major": "机械设计制造及其自动化",
              "score": 81
            },
            {
              "name": "郑州大学",
              "major": "机械设计制造及其自动化",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": "艺体类"
        },
        {
          "name": "郑州科技学院",
          "major": "机械设计制造及其自动化",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "郑州工业应用技术学院",
              "major": "机械设计制造及其自动化",
              "score": 78
            },
            {
              "name": "黄河科技学院",
              "major": "机械设计制造及其自动化",
              "score": 79
            },
            {
              "name": "郑州大学",
              "major": "机械设计制造及其自动化",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": "艺体类"
        },
        {
          "name": "黄河科技学院",
          "major": "计算机科学与技术",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "郑州升达经贸管理学院",
              "major": "计算机科学与技术",
              "score": 77
            },
            {
              "name": "郑州商学院",
              "major": "计算机科学与技术",
              "score": 76
            },
            {
              "name": "郑州大学",
              "major": "计算机科学与技术",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        180,
        379
      ],
      "note": "专科批段（围绕 2025 高职高专批 180+）",
      "recommendations": [
        {
          "name": "黄河水利职业技术学院",
          "major": "水利水电建筑工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "河南水利与环境职业学院",
              "major": "水利水电建筑工程",
              "score": 80
            },
            {
              "name": "河南职业技术学院",
              "major": "建筑工程技术",
              "score": 82
            },
            {
              "name": "郑州大学",
              "major": "水利水电建筑工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "郑州铁路职业技术学院",
          "major": "铁道机车",
          "frequency": 3,
          "platforms": [
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "河南交通职业技术学院",
              "major": "铁道机车",
              "score": 79
            },
            {
              "name": "河南交通职业技术学院",
              "major": "城市轨道交通",
              "score": 81
            },
            {
              "name": "郑州大学",
              "major": "铁道机车",
              "frequency": 2,
              "platforms": [
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 6,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "河南工业职业技术学院",
          "major": "机械制造及自动化",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "河南机电职业学院",
              "major": "机械制造及自动化",
              "score": 78
            },
            {
              "name": "河南机电职业学院",
              "major": "机械制造及自动化",
              "score": 80
            },
            {
              "name": "郑州大学",
              "major": "机械制造及自动化",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 4,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "河南交通职业技术学院",
          "major": "道路桥梁工程技术",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "黄河水利职业技术学院",
              "major": "道路桥梁工程技术",
              "score": 80
            },
            {
              "name": "河南水利与环境职业学院",
              "major": "道路桥梁工程技术",
              "score": 76
            },
            {
              "name": "郑州大学",
              "major": "道路桥梁工程技术",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "河南工业职业技术学院",
          "major": "机电一体化技术",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河南职业技术学院",
              "major": "机电一体化技术",
              "score": 77
            },
            {
              "name": "河南机电职业学院",
              "major": "机电一体化技术",
              "score": 75
            },
            {
              "name": "郑州大学",
              "major": "机电一体化技术",
              "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": "河南省教育考试院",
      "url": "https://www.haeea.cn/",
      "kind": "province_official"
    }
  ],
  "quality_note": "2026 官方分数线已接入（新高考模式）：本科历史类459/物理类419，特殊类型历史类534/物理类513",
  "score_distribution": {
    "data_year": 2026,
    "source_url": "https://finance.sina.com.cn/jjxw/2026-06-25/doc-inieqnch2619892.shtml",
    "source_type": "official_release",
    "last_updated": "2026-06-25",
    "subjects": {
      "物理": {
        "benchmarks": [
          {
            "score": 700,
            "cumulative_count": 48
          },
          {
            "score": 600,
            "cumulative_count": 32622
          }
        ],
        "score_line_at_600": 32622,
        "total_above_bachelor_line": 359972,
        "bachelor_score_line": 419
      },
      "历史": {
        "benchmarks": [
          {
            "score": 600,
            "cumulative_count": 4922
          }
        ],
        "score_line_at_600": 4922,
        "total_above_bachelor_line": 92756,
        "bachelor_score_line": 459
      }
    }
  }
}