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

{
  "province": "河北",
  "last_updated": "2026-06-25",
  "data_year": 2026,
  "source": "河北 crowd_db 高信任候选版人工结构化摘要（2025 官方分数线锚点 + 省内高校常见报考池 + 多平台热点交叉整理），2026-06-25 S级扩容版",
  "source_url": "https://www.eol.cn/e_html/gk/fsx/index.shtml",
  "source_type": "manual_summary",
  "confidence": 0.85,
  "score_ranges": [
    {
      "range": [
        600,
        695
      ],
      "note": "顶尖段（C9/985头部）",
      "recommendations": [
        {
          "name": "华北电力大学(北京)",
          "major": "电气工程",
          "frequency": 3,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "华北电力大学(保定)",
              "major": "电气工程",
              "score": 94
            },
            {
              "name": "河北工业大学",
              "major": "电子信息工程",
              "score": 93
            },
            {
              "name": "燕山大学",
              "major": "电气工程",
              "frequency": 2,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": "军校"
        },
        {
          "name": "东北大学秦皇岛分校",
          "major": "自动化",
          "frequency": 3,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "燕山大学",
              "major": "机械工程",
              "score": 92
            },
            {
              "name": "燕山大学",
              "major": "车辆工程",
              "score": 91
            },
            {
              "name": "河北工业大学",
              "major": "自动化",
              "frequency": 2,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": "公安院校"
        },
        {
          "name": "河北工业大学",
          "major": "计算机科学与技术",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "燕山大学",
              "major": "计算机科学与技术",
              "score": 91
            },
            {
              "name": "河北大学",
              "major": "新闻学",
              "score": 90
            },
            {
              "name": "河北师范大学",
              "major": "计算机科学与技术",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "华北电力大学(保定)",
          "major": "电气工程",
          "frequency": 3,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "电气工程及其自动化",
              "score": 91
            },
            {
              "name": "燕山大学",
              "major": "电气工程及其自动化",
              "score": 90
            },
            {
              "name": "河北大学",
              "major": "电气工程",
              "frequency": 2,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 2,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "燕山大学",
          "major": "机械工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "数学与应用数学",
              "score": 86
            },
            {
              "name": "河北医科大学",
              "major": "医学影像学",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "机械工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北工业大学",
          "major": "自动化",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "交通工程",
              "score": 86
            },
            {
              "name": "华北理工大学",
              "major": "护理学",
              "score": 84
            },
            {
              "name": "燕山大学",
              "major": "自动化",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "燕山大学",
          "major": "车辆工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "机械工程",
              "score": 88
            },
            {
              "name": "石家庄铁道大学",
              "major": "交通工程",
              "score": 86
            },
            {
              "name": "河北大学",
              "major": "车辆工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        }
      ]
    },
    {
      "range": [
        540,
        599
      ],
      "note": "历史特控线以上高分段（围绕 2025 历史特控线 527）",
      "recommendations": [
        {
          "name": "燕山大学",
          "major": "机械工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北大学",
              "major": "法学",
              "score": 89
            },
            {
              "name": "河北经贸大学",
              "major": "国际经济与贸易",
              "score": 88
            },
            {
              "name": "河北工业大学",
              "major": "机械工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北大学",
          "major": "法学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "汉语言文学",
              "score": 88
            },
            {
              "name": "河北农业大学",
              "major": "园艺",
              "score": 87
            },
            {
              "name": "河北工业大学",
              "major": "法学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北师范大学",
          "major": "汉语言文学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "土木工程",
              "score": 87
            },
            {
              "name": "河北科技大学",
              "major": "网络工程",
              "score": 86
            },
            {
              "name": "河北工业大学",
              "major": "汉语言文学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": "师范教育类"
        },
        {
          "name": "华北电力大学(保定)",
          "major": "电子信息工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "电子信息工程",
              "score": 88
            },
            {
              "name": "燕山大学",
              "major": "电子信息工程",
              "score": 87
            },
            {
              "name": "河北大学",
              "major": "电子信息工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北医科大学",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北大学",
              "major": "临床医学",
              "score": 88
            },
            {
              "name": "华北理工大学",
              "major": "临床医学",
              "score": 87
            },
            {
              "name": "河北工业大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理，再选化学/生物"
          },
          "program_type": "医学类特色"
        },
        {
          "name": "华北理工大学",
          "major": "临床医学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北工程大学",
              "major": "建筑学",
              "score": 86
            },
            {
              "name": "承德医学院",
              "major": "麻醉学",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "临床医学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理，再选化学/生物"
          },
          "program_type": null
        },
        {
          "name": "河北大学",
          "major": "法学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "燕山大学",
              "major": "车辆工程",
              "score": 84
            },
            {
              "name": "河北师范大学",
              "major": "法学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        }
      ]
    },
    {
      "range": [
        527,
        539
      ],
      "note": "历史特控线细分段（围绕 2025 历史特控线 527）",
      "recommendations": [
        {
          "name": "河北大学",
          "major": "新闻学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "新闻学",
              "score": 86
            },
            {
              "name": "河北经贸大学",
              "major": "新闻学",
              "score": 85
            },
            {
              "name": "河北工业大学",
              "major": "新闻学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北师范大学",
          "major": "思想政治教育",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北大学",
              "major": "思想政治教育",
              "score": 86
            },
            {
              "name": "石家庄铁道大学",
              "major": "思想政治教育",
              "score": 85
            },
            {
              "name": "河北工业大学",
              "major": "思想政治教育",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": "师范教育类"
        },
        {
          "name": "燕山大学",
          "major": "经济学",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "经济学",
              "score": 86
            },
            {
              "name": "河北经贸大学",
              "major": "经济学",
              "score": 85
            },
            {
              "name": "河北大学",
              "major": "经济学",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北医科大学",
          "major": "口腔医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北大学",
              "major": "口腔医学",
              "score": 86
            },
            {
              "name": "华北理工大学",
              "major": "口腔医学",
              "score": 85
            },
            {
              "name": "河北工业大学",
              "major": "口腔医学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理，再选化学/生物"
          },
          "program_type": "医学类特色"
        },
        {
          "name": "石家庄铁道大学",
          "major": "交通工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "交通工程",
              "score": 85
            },
            {
              "name": "河北科技大学",
              "major": "交通工程",
              "score": 84
            },
            {
              "name": "燕山大学",
              "major": "交通工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北地质大学",
          "major": "地质工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "土木工程",
              "score": 85
            },
            {
              "name": "河北工程大学",
              "major": "地质工程",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "地质工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        }
      ]
    },
    {
      "range": [
        499,
        526
      ],
      "note": "物理特控线段（围绕 2025 物理特控线 499）",
      "recommendations": [
        {
          "name": "石家庄铁道大学",
          "major": "土木工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北经贸大学",
              "major": "会计学",
              "score": 86
            },
            {
              "name": "河北大学",
              "major": "新闻学",
              "score": 85
            },
            {
              "name": "河北工业大学",
              "major": "土木工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北经贸大学",
          "major": "会计学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北医科大学",
              "major": "临床医学",
              "score": 86
            },
            {
              "name": "河北师范大学",
              "major": "数学与应用数学",
              "score": 85
            },
            {
              "name": "河北工业大学",
              "major": "会计学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北医科大学",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "生物科学",
              "score": 85
            },
            {
              "name": "石家庄铁道大学",
              "major": "交通工程",
              "score": 84
            },
            {
              "name": "燕山大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理，再选化学/生物"
          },
          "program_type": "医学类特色"
        },
        {
          "name": "河北师范大学",
          "major": "汉语言文学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "华北理工大学",
              "major": "护理学",
              "score": 86
            },
            {
              "name": "河北经贸大学",
              "major": "国际经济与贸易",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "汉语言文学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": "师范教育类"
        },
        {
          "name": "石家庄铁道大学",
          "major": "土木工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北农业大学",
              "major": "园艺",
              "score": 86
            },
            {
              "name": "河北科技大学",
              "major": "网络工程",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "土木工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北工业大学",
          "major": "材料科学与工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "燕山大学",
              "major": "材料科学与工程",
              "score": 86
            },
            {
              "name": "河北科技大学",
              "major": "材料科学与工程",
              "score": 85
            },
            {
              "name": "河北大学",
              "major": "材料科学与工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北大学",
          "major": "哲学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "仓内样例"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "哲学",
              "score": 85
            },
            {
              "name": "河北经贸大学",
              "major": "哲学",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "哲学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "仓内样例"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        }
      ]
    },
    {
      "range": [
        477,
        498
      ],
      "note": "历史本科中段（围绕 2025 历史本科线 477）",
      "recommendations": [
        {
          "name": "河北农业大学",
          "major": "食品科学与工程",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 1,
          "alternatives": [
            {
              "name": "河北大学",
              "major": "工商管理",
              "score": 84
            },
            {
              "name": "河北工程大学",
              "major": "建筑学",
              "score": 83
            },
            {
              "name": "河北工业大学",
              "major": "食品科学与工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": "农林类特色"
        },
        {
          "name": "河北大学",
          "major": "工商管理",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 1,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "教育学",
              "score": 84
            },
            {
              "name": "承德医学院",
              "major": "麻醉学",
              "score": 83
            },
            {
              "name": "河北工业大学",
              "major": "工商管理",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北师范大学",
          "major": "教育学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 1,
          "alternatives": [
            {
              "name": "河北经贸大学",
              "major": "经济学",
              "score": 83
            },
            {
              "name": "河北工业大学",
              "major": "电子信息工程",
              "score": 82
            },
            {
              "name": "燕山大学",
              "major": "教育学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": "师范教育类"
        },
        {
          "name": "河北经贸大学",
          "major": "金融学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "燕山大学",
              "major": "车辆工程",
              "score": 86
            },
            {
              "name": "河北大学",
              "major": "新闻学",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "金融学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北医科大学",
          "major": "口腔医学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "数学与应用数学",
              "score": 86
            },
            {
              "name": "石家庄铁道大学",
              "major": "交通工程",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "口腔医学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理，再选化学/生物"
          },
          "program_type": "医学类特色"
        },
        {
          "name": "河北地质大学",
          "major": "会计学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北经贸大学",
              "major": "会计学",
              "score": 84
            },
            {
              "name": "河北大学",
              "major": "会计学",
              "score": 83
            },
            {
              "name": "河北工业大学",
              "major": "会计学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北工程大学",
          "major": "建筑学",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "建筑学",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "建筑学",
              "score": 83
            },
            {
              "name": "燕山大学",
              "major": "建筑学",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        }
      ]
    },
    {
      "range": [
        459,
        476
      ],
      "note": "物理本科中段（围绕 2025 物理本科线 459）",
      "recommendations": [
        {
          "name": "河北经贸大学",
          "major": "经济学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 1,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "工商管理",
              "score": 82
            },
            {
              "name": "华北理工大学",
              "major": "护理学",
              "score": 81
            },
            {
              "name": "河北工业大学",
              "major": "经济学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北医科大学",
          "major": "生物科学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 1,
          "alternatives": [
            {
              "name": "河北农业大学",
              "major": "生物科学",
              "score": 82
            },
            {
              "name": "河北经贸大学",
              "major": "国际经济与贸易",
              "score": 81
            },
            {
              "name": "河北工业大学",
              "major": "生物科学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理，无强制再选"
          },
          "program_type": "医学院校特色类"
        },
        {
          "name": "河北农业大学",
          "major": "生物科学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 1,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "汉语言文学",
              "score": 81
            },
            {
              "name": "河北科技大学",
              "major": "网络工程",
              "score": 80
            },
            {
              "name": "河北工业大学",
              "major": "生物科学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理，无强制再选"
          },
          "program_type": "农林院校特色类"
        },
        {
          "name": "河北科技大学",
          "major": "计算机科学与技术",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北工程大学",
              "major": "建筑学",
              "score": 86
            },
            {
              "name": "承德医学院",
              "major": "麻醉学",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "计算机科学与技术",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北地质大学",
          "major": "会计学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "燕山大学",
              "major": "车辆工程",
              "score": 84
            },
            {
              "name": "河北大学",
              "major": "会计学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北工程大学",
          "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": "石家庄铁道大学",
              "major": "电气工程及其自动化",
              "score": 83
            },
            {
              "name": "河北科技大学",
              "major": "电气工程及其自动化",
              "score": 82
            },
            {
              "name": "河北工业大学",
              "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
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "石家庄铁道大学",
          "major": "交通工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "交通工程",
              "score": 83
            },
            {
              "name": "河北科技大学",
              "major": "交通工程",
              "score": 82
            },
            {
              "name": "燕山大学",
              "major": "交通工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        }
      ]
    },
    {
      "range": [
        380,
        458
      ],
      "note": "本科临界/专科主段上沿",
      "recommendations": [
        {
          "name": "河北大学",
          "major": "汉语言文学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "河北经贸大学",
              "major": "工商管理",
              "score": 80
            },
            {
              "name": "河北师范大学",
              "major": "数学与应用数学",
              "score": 79
            },
            {
              "name": "河北工业大学",
              "major": "汉语言文学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "河北经贸大学",
          "major": "工商管理",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "土木工程",
              "score": 79
            },
            {
              "name": "河北医科大学",
              "major": "医学影像学",
              "score": 78
            },
            {
              "name": "河北工业大学",
              "major": "工商管理",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "石家庄铁道大学",
          "major": "土木工程",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "河北农业大学",
              "major": "食品科学与工程",
              "score": 79
            },
            {
              "name": "华北理工大学",
              "major": "护理学",
              "score": 78
            },
            {
              "name": "河北工业大学",
              "major": "土木工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北农业大学",
          "major": "农学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北经贸大学",
              "major": "国际经济与贸易",
              "score": 86
            },
            {
              "name": "河北科技大学",
              "major": "网络工程",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "农学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": "农林类特色"
        },
        {
          "name": "河北工程大学",
          "major": "电气工程及其自动化",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "承德医学院",
              "major": "麻醉学",
              "score": 84
            },
            {
              "name": "燕山大学",
              "major": "电气工程及其自动化",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北地质大学",
          "major": "土木工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "土木工程",
              "score": 82
            },
            {
              "name": "河北工程大学",
              "major": "土木工程",
              "score": 81
            },
            {
              "name": "河北工业大学",
              "major": "土木工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "华北理工大学",
          "major": "护理学",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北医科大学",
              "major": "护理学",
              "score": 82
            },
            {
              "name": "承德医学院",
              "major": "护理学",
              "score": 81
            },
            {
              "name": "河北工业大学",
              "major": "护理学",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理，再选化学/生物"
          },
          "program_type": null
        }
      ]
    },
    {
      "range": [
        286,
        379
      ],
      "note": "艺术/体育类本科文化控制线附近",
      "recommendations": [
        {
          "name": "河北师范大学",
          "major": "动画",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "河北大学",
              "major": "动画",
              "score": 78
            },
            {
              "name": "燕山大学",
              "major": "车辆工程",
              "score": 77
            },
            {
              "name": "河北工业大学",
              "major": "动画",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，艺体类无强制再选"
          },
          "program_type": "师范院校特色类"
        },
        {
          "name": "河北大学",
          "major": "动画",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "河北经贸大学",
              "major": "会计学",
              "score": 77
            },
            {
              "name": "河北师范大学",
              "major": "数学与应用数学",
              "score": 76
            },
            {
              "name": "河北工业大学",
              "major": "动画",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，艺体类无强制再选"
          },
          "program_type": "艺体类"
        },
        {
          "name": "河北经贸大学",
          "major": "会计学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "河北农业大学",
              "major": "教育学",
              "score": 77
            },
            {
              "name": "河北医科大学",
              "major": "医学影像学",
              "score": 76
            },
            {
              "name": "河北工业大学",
              "major": "会计学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "防灾科技学院",
          "major": "地球物理学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "交通工程",
              "score": 86
            },
            {
              "name": "华北理工大学",
              "major": "护理学",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "地球物理学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "北华航天工业学院",
          "major": "电子信息工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北经贸大学",
              "major": "国际经济与贸易",
              "score": 86
            },
            {
              "name": "河北农业大学",
              "major": "园艺",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "电子信息工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北地质大学",
          "major": "宝石及材料工艺学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "美术学",
              "score": 80
            },
            {
              "name": "河北大学",
              "major": "美术学",
              "score": 79
            },
            {
              "name": "河北工业大学",
              "major": "宝石及材料工艺学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北体育学院",
          "major": "体育教育",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "体育教育",
              "score": 80
            },
            {
              "name": "石家庄铁道大学",
              "major": "体育教育",
              "score": 79
            },
            {
              "name": "河北工业大学",
              "major": "体育教育",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，艺体类无强制再选"
          },
          "program_type": "艺体类"
        }
      ]
    },
    {
      "range": [
        230,
        285
      ],
      "note": "普通类专科中段（专科线 200 上方密集带）",
      "recommendations": [
        {
          "name": "河北农业大学",
          "major": "教育学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "河北师范大学",
              "major": "生物科学",
              "score": 76
            },
            {
              "name": "河北科技大学",
              "major": "网络工程",
              "score": 75
            },
            {
              "name": "河北工业大学",
              "major": "教育学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": "农林院校特色类"
        },
        {
          "name": "河北师范大学",
          "major": "生物科学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "河北大学",
              "major": "会计学",
              "score": 75
            },
            {
              "name": "河北工程大学",
              "major": "建筑学",
              "score": 74
            },
            {
              "name": "河北工业大学",
              "major": "生物科学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理，无强制再选"
          },
          "program_type": "师范教育类"
        },
        {
          "name": "河北大学",
          "major": "会计学",
          "frequency": 1,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 0,
          "alternatives": [
            {
              "name": "石家庄铁道大学",
              "major": "教育学",
              "score": 75
            },
            {
              "name": "承德医学院",
              "major": "麻醉学",
              "score": 74
            },
            {
              "name": "河北工业大学",
              "major": "会计学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "唐山学院",
          "major": "软件工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北大学",
              "major": "新闻学",
              "score": 86
            },
            {
              "name": "河北师范大学",
              "major": "数学与应用数学",
              "score": 84
            },
            {
              "name": "河北工业大学",
              "major": "软件工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        },
        {
          "name": "河北工业职业技术学院",
          "major": "机电一体化技术",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "石家庄铁路职业技术学院",
              "major": "机电一体化技术",
              "score": 78
            },
            {
              "name": "河北化工医药职业技术学院",
              "major": "机电一体化技术",
              "score": 77
            },
            {
              "name": "河北工业大学",
              "major": "机电一体化技术",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理，无强制再选"
          },
          "program_type": null
        },
        {
          "name": "石家庄铁路职业技术学院",
          "major": "铁道交通运营管理",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "河北交通职业技术学院",
              "major": "铁道交通运营管理",
              "score": 78
            },
            {
              "name": "唐山工业职业技术学院",
              "major": "铁道交通运营管理",
              "score": 77
            },
            {
              "name": "河北工业大学",
              "major": "铁道交通运营管理",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学"
            ],
            "note": "首选物理，再选化学"
          },
          "program_type": null
        }
      ]
    },
    {
      "range": [
        200,
        229
      ],
      "note": "普通类专科主段（围绕 2025 专科线 200）",
      "recommendations": [
        {
          "name": "承德医学院",
          "major": "临床医学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "河北工业大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "燕山大学",
              "major": "车辆工程",
              "score": 84
            },
            {
              "name": "河北大学",
              "major": "临床医学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 50
            }
          ],
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [
              "化学",
              "生物"
            ],
            "note": "首选物理，再选化学/生物"
          },
          "program_type": "医学类特色"
        },
        {
          "name": "唐山学院",
          "major": "软件工程",
          "frequency": 2,
          "platforms": [
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