diff --git a/data/crowd_db/anhui.json b/data/crowd_db/anhui.json
index 595f28e..e53f6c0 100644
--- a/data/crowd_db/anhui.json
+++ b/data/crowd_db/anhui.json
@@ -1,11 +1,11 @@
 {
   "province": "安徽",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "安徽 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.ahzsks.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "安徽理工大学",
+          "major": "土木工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "安徽医科大学",
+              "major": "临床医学",
+              "score": 92
+            },
+            {
+              "name": "安徽师范大学",
+              "major": "汉语言文学",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "安徽建筑大学",
+          "major": "建筑学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "安徽农业大学",
+              "major": "农学",
+              "score": 91
+            },
+            {
+              "name": "安徽工业大学",
+              "major": "冶金工程",
+              "score": 87
+            }
+          ]
         }
       ]
     },
@@ -154,6 +200,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "安徽工业大学",
+          "major": "材料科学与工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "安徽理工大学",
+              "major": "安全工程",
+              "score": 86
+            },
+            {
+              "name": "安徽工程大学",
+              "major": "机械工程",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "蚌埠医科大学",
+          "major": "临床医学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "皖南医学院",
+              "major": "麻醉学",
+              "score": 84
+            },
+            {
+              "name": "安徽中医药大学",
+              "major": "中医学",
+              "score": 82
+            }
+          ]
         }
       ]
     },
@@ -229,6 +319,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "安徽农业大学",
+          "major": "食品科学与工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "安徽财经大学",
+              "major": "会计学",
+              "score": 82
+            },
+            {
+              "name": "合肥大学",
+              "major": "电子信息工程",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "淮北师范大学",
+          "major": "教育学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "阜阳师范大学",
+              "major": "汉语言文学",
+              "score": 81
+            },
+            {
+              "name": "安庆师范大学",
+              "major": "英语",
+              "score": 79
+            }
+          ]
         }
       ]
     },
@@ -304,6 +439,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "安徽中医药大学",
+          "major": "中西医临床医学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "皖南医学院",
+              "major": "医学影像学",
+              "score": 80
+            },
+            {
+              "name": "蚌埠医科大学",
+              "major": "口腔医学",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "滁州学院",
+          "major": "地理信息科学",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "皖西学院",
+              "major": "生物科学",
+              "score": 79
+            },
+            {
+              "name": "黄山学院",
+              "major": "旅游管理",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "淮北师范大学",
+          "major": "化学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "阜阳师范大学",
+              "major": "物理学",
+              "score": 78
+            },
+            {
+              "name": "合肥师范学院",
+              "major": "小学教育",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "皖西学院",
+          "major": "电子信息工程",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "滁州学院",
+              "major": "网络工程",
+              "score": 77
+            },
+            {
+              "name": "宿州学院",
+              "major": "机械设计制造及其自动化",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "巢湖学院",
+          "major": "电气工程及其自动化",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "蚌埠学院",
+              "major": "食品科学与工程",
+              "score": 77
+            },
+            {
+              "name": "池州学院",
+              "major": "历史学",
+              "score": 75
+            }
+          ]
+        },
+        {
+          "name": "淮南师范学院",
+          "major": "小学教育",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "亳州学院",
+              "major": "中药学",
+              "score": 76
+            },
+            {
+              "name": "铜陵学院",
+              "major": "财务管理",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "安徽医学高等专科学校",
+          "major": "护理",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "安徽中医药高等专科学校",
+              "major": "针灸推拿",
+              "score": 80
+            },
+            {
+              "name": "合肥职业技术学院",
+              "major": "软件技术",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "安徽工商职业学院",
+          "major": "电子商务",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "安徽财贸职业学院",
+              "major": "大数据与会计",
+              "score": 78
+            },
+            {
+              "name": "安徽审计职业学院",
+              "major": "审计实务",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "安徽交通职业技术学院",
+          "major": "道路桥梁工程技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "安徽汽车职业技术学院",
+              "major": "汽车检测与维修技术",
+              "score": 80
+            },
+            {
+              "name": "安徽粮食工程职业学院",
+              "major": "粮食工程技术",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "安徽机电职业技术学院",
+          "major": "工业机器人技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "安徽工业职业技术学院",
+              "major": "机电一体化技术",
+              "score": 78
+            },
+            {
+              "name": "安徽电子信息职业技术学院",
+              "major": "应用电子技术",
+              "score": 76
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：安徽省教育招生考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于安徽现有院校池 + 2025 招生章程复核）；安徽省教育招生考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/chongqing.json b/data/crowd_db/chongqing.json
index b925715..2475f85 100644
--- a/data/crowd_db/chongqing.json
+++ b/data/crowd_db/chongqing.json
@@ -1,11 +1,11 @@
 {
   "province": "重庆",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "重庆 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 本地重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.cqksy.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.67,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "西南政法大学",
+          "major": "法学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "重庆邮电大学",
+              "major": "计算机科学与技术",
+              "score": 92
+            },
+            {
+              "name": "重庆交通大学",
+              "major": "土木工程",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "重庆邮电大学",
+          "major": "通信工程",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "重庆理工大学",
+              "major": "机械设计制造及其自动化",
+              "score": 91
+            },
+            {
+              "name": "重庆工商大学",
+              "major": "经济学",
+              "score": 87
+            }
+          ]
         }
       ]
     },
@@ -154,6 +200,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "重庆大学",
+          "major": "土木工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "西南大学",
+              "major": "心理学",
+              "score": 86
+            },
+            {
+              "name": "重庆医科大学",
+              "major": "口腔医学",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "四川美术学院",
+          "major": "绘画",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "四川外国语大学",
+              "major": "英语",
+              "score": 84
+            },
+            {
+              "name": "重庆师范大学",
+              "major": "数学与应用数学",
+              "score": 82
+            }
+          ]
         }
       ]
     },
@@ -229,6 +319,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "重庆医科大学",
+          "major": "临床医学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "西南政法大学",
+              "major": "知识产权",
+              "score": 82
+            },
+            {
+              "name": "重庆邮电大学",
+              "major": "软件工程",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "四川外国语大学",
+          "major": "翻译",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "重庆交通大学",
+              "major": "交通运输",
+              "score": 81
+            },
+            {
+              "name": "重庆科技大学",
+              "major": "石油工程",
+              "score": 79
+            }
+          ]
         }
       ]
     },
@@ -304,6 +439,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "重庆工商大学",
+          "major": "会计学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "重庆理工大学",
+              "major": "车辆工程",
+              "score": 80
+            },
+            {
+              "name": "重庆师范大学",
+              "major": "教育学",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "长江师范学院",
+          "major": "化学",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "重庆三峡学院",
+              "major": "电子信息工程",
+              "score": 79
+            },
+            {
+              "name": "重庆第二师范学院",
+              "major": "小学教育",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "重庆人文科技学院",
+          "major": "学前教育",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "重庆工程学院",
+              "major": "网络工程",
+              "score": 78
+            },
+            {
+              "name": "重庆财经学院",
+              "major": "金融学",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "重庆对外经贸学院",
+          "major": "国际经济与贸易",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "重庆外语外事学院",
+              "major": "汉语国际教育",
+              "score": 77
+            },
+            {
+              "name": "重庆移通学院",
+              "major": "通信工程",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "重庆工程学院",
+          "major": "软件工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "重庆财经学院",
+              "major": "会计学",
+              "score": 78
+            },
+            {
+              "name": "重庆人文科技学院",
+              "major": "社会工作",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "重庆智能工程职业学院",
+          "major": "人工智能技术应用",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "重庆健康职业学院",
+              "major": "健康管理",
+              "score": 77
+            },
+            {
+              "name": "重庆建筑科技职业学院",
+              "major": "建筑工程技术",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "重庆医药高等专科学校",
+          "major": "药学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "重庆三峡医药高等专科学校",
+              "major": "中医学",
+              "score": 80
+            },
+            {
+              "name": "重庆幼儿师范高等专科学校",
+              "major": "早期教育",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "重庆商务职业学院",
+          "major": "烹饪工艺与营养",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "重庆旅游职业学院",
+              "major": "酒店管理与数字化运营",
+              "score": 78
+            },
+            {
+              "name": "重庆文化艺术职业学院",
+              "major": "舞蹈表演",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "重庆青年职业技术学院",
+          "major": "社会工作",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "重庆化工职业学院",
+              "major": "应用化工技术",
+              "score": 80
+            },
+            {
+              "name": "重庆能源职业学院",
+              "major": "新能源汽车技术",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "重庆建筑科技职业学院",
+          "major": "建筑工程技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "重庆水利电力职业技术学院",
+              "major": "水利水电工程技术",
+              "score": 78
+            },
+            {
+              "name": "重庆交通职业学院",
+              "major": "城市轨道交通工程技术",
+              "score": 76
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：重庆市教育考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于重庆现有院校池 + 2025 招生章程复核）；重庆市教育考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/gansu.json b/data/crowd_db/gansu.json
index 2d724b4..3053aaa 100644
--- a/data/crowd_db/gansu.json
+++ b/data/crowd_db/gansu.json
@@ -1,11 +1,11 @@
 {
   "province": "甘肃",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "甘肃 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.ganseea.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "兰州理工大学",
+          "major": "机械工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "兰州交通大学",
+              "major": "车辆工程",
+              "score": 90
+            },
+            {
+              "name": "西北师范大学",
+              "major": "教育学",
+              "score": 86
+            }
+          ]
+        },
+        {
+          "name": "西北民族大学",
+          "major": "中国少数民族语言文学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "甘肃农业大学",
+              "major": "草业科学",
+              "score": 89
+            },
+            {
+              "name": "甘肃中医药大学",
+              "major": "中医学",
+              "score": 85
+            }
+          ]
         }
       ]
     },
@@ -154,6 +200,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "兰州大学",
+          "major": "大气科学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "西北师范大学",
+              "major": "化学",
+              "score": 84
+            },
+            {
+              "name": "甘肃中医药大学",
+              "major": "中西医临床医学",
+              "score": 82
+            }
+          ]
+        },
+        {
+          "name": "西北师范大学",
+          "major": "汉语言文学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "兰州财经大学",
+              "major": "金融学",
+              "score": 82
+            },
+            {
+              "name": "西北民族大学",
+              "major": "民族学",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -229,6 +319,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "兰州理工大学",
+          "major": "土木工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "兰州交通大学",
+              "major": "铁道工程",
+              "score": 82
+            },
+            {
+              "name": "甘肃农业大学",
+              "major": "动物医学",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "甘肃政法大学",
+          "major": "法学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "兰州城市学院",
+              "major": "小学教育",
+              "score": 80
+            },
+            {
+              "name": "天水师范学院",
+              "major": "数学与应用数学",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -304,6 +439,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "兰州文理学院",
+          "major": "新闻学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "甘肃中医药大学",
+              "major": "针灸推拿学",
+              "score": 80
+            },
+            {
+              "name": "兰州财经大学",
+              "major": "会计学",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "甘肃医学院",
+          "major": "临床医学",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "陇东学院",
+              "major": "土木工程",
+              "score": 79
+            },
+            {
+              "name": "河西学院",
+              "major": "农学",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "兰州石化职业技术大学",
+          "major": "应用化工技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "兰州资源环境职业技术大学",
+              "major": "煤矿开采技术",
+              "score": 78
+            },
+            {
+              "name": "甘肃林业职业技术大学",
+              "major": "园林技术",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "天水师范学院",
+          "major": "汉语言文学",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "陇东学院",
+              "major": "历史学",
+              "score": 77
+            },
+            {
+              "name": "甘肃民族师范学院",
+              "major": "藏语言文学",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "兰州城市学院",
+          "major": "社会工作",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "甘肃政法大学",
+              "major": "行政管理",
+              "score": 78
+            },
+            {
+              "name": "兰州文理学院",
+              "major": "旅游管理",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "甘肃工业职业技术学院",
+          "major": "工程测量技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "酒泉职业技术学院",
+              "major": "风电系统运行与维护",
+              "score": 77
+            },
+            {
+              "name": "甘肃建筑职业技术学院",
+              "major": "建筑工程技术",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "定西师范高等专科学校",
+          "major": "语文教育",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "甘肃卫生职业学院",
+              "major": "医学检验技术",
+              "score": 80
+            },
+            {
+              "name": "酒泉职业技术学院",
+              "major": "机电一体化技术",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "甘肃交通职业技术学院",
+          "major": "道路桥梁工程技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "甘肃警察职业学院",
+              "major": "刑事侦查技术",
+              "score": 78
+            },
+            {
+              "name": "甘肃财贸职业学院",
+              "major": "物流管理",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "甘肃林业职业技术大学",
+          "major": "园林技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "甘肃农业职业技术学院",
+              "major": "园艺技术",
+              "score": 80
+            },
+            {
+              "name": "兰州石化职业技术大学",
+              "major": "石油化工技术",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "武威职业学院",
+          "major": "光伏发电技术与应用",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "平凉职业学院",
+              "major": "学前教育",
+              "score": 78
+            },
+            {
+              "name": "庆阳职业学院",
+              "major": "石油工程技术",
+              "score": 76
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：甘肃省教育考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于甘肃现有院校池 + 2025 招生章程复核）；甘肃省教育考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/guizhou.json b/data/crowd_db/guizhou.json
index 40bf5fa..82567b9 100644
--- a/data/crowd_db/guizhou.json
+++ b/data/crowd_db/guizhou.json
@@ -1,11 +1,11 @@
 {
   "province": "贵州",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "贵州 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://zsksy.guizhou.gov.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "贵州师范大学",
+          "major": "数学与应用数学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "贵州民族大学",
+              "major": "法学",
+              "score": 90
+            },
+            {
+              "name": "贵州财经大学",
+              "major": "经济学",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "遵义医科大学",
+          "major": "临床医学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "贵州医科大学",
+              "major": "麻醉学",
+              "score": 89
+            },
+            {
+              "name": "贵州中医药大学",
+              "major": "中医学",
+              "score": 86
+            }
+          ]
         }
       ]
     },
@@ -154,6 +200,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "贵州大学",
+          "major": "电气工程及其自动化",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "贵州医科大学",
+              "major": "口腔医学",
+              "score": 84
+            },
+            {
+              "name": "贵州理工学院",
+              "major": "土木工程",
+              "score": 82
+            }
+          ]
+        },
+        {
+          "name": "贵州中医药大学",
+          "major": "中药学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "贵州师范大学",
+              "major": "物理学",
+              "score": 82
+            },
+            {
+              "name": "遵义医科大学",
+              "major": "护理学",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -229,6 +319,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "贵州财经大学",
+          "major": "财务管理",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "贵州民族大学",
+              "major": "社会工作",
+              "score": 82
+            },
+            {
+              "name": "贵阳学院",
+              "major": "电子信息工程",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "贵州医科大学",
+          "major": "医学影像学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "遵义医科大学",
+              "major": "麻醉学",
+              "score": 80
+            },
+            {
+              "name": "贵州师范学院",
+              "major": "生物科学",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -304,6 +439,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "黔南民族师范学院",
+          "major": "体育教育",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "安顺学院",
+              "major": "特殊教育",
+              "score": 80
+            },
+            {
+              "name": "凯里学院",
+              "major": "音乐学",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "贵州理工学院",
+          "major": "采矿工程",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "贵州财经大学",
+              "major": "市场营销",
+              "score": 79
+            },
+            {
+              "name": "六盘水师范学院",
+              "major": "化学工程与工艺",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "贵阳学院",
+          "major": "软件工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "贵州商学院",
+              "major": "会计学",
+              "score": 78
+            },
+            {
+              "name": "黔南民族师范学院",
+              "major": "汉语言文学",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "铜仁学院",
+          "major": "园林",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "贵州工程应用技术学院",
+              "major": "机械设计制造及其自动化",
+              "score": 77
+            },
+            {
+              "name": "安顺学院",
+              "major": "食品科学与工程",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "遵义医科大学",
+          "major": "口腔医学技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "贵州中医药大学",
+              "major": "中西医临床医学",
+              "score": 78
+            },
+            {
+              "name": "凯里学院",
+              "major": "旅游管理",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "贵州轻工职业技术学院",
+          "major": "大数据技术与应用",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "贵州建设职业技术学院",
+              "major": "建筑工程技术",
+              "score": 77
+            },
+            {
+              "name": "贵州机电职业技术学院",
+              "major": "数控技术",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "贵州工业职业技术学院",
+          "major": "应用化工技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "贵州电子信息职业技术学院",
+              "major": "软件技术",
+              "score": 80
+            },
+            {
+              "name": "贵州电子商务职业技术学院",
+              "major": "电子商务",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "毕节医学高等专科学校",
+          "major": "护理",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "铜仁职业技术学院",
+              "major": "药学",
+              "score": 78
+            },
+            {
+              "name": "黔南民族职业技术学院",
+              "major": "茶艺与茶叶营销",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "贵州财经职业学院",
+          "major": "大数据与财务管理",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "毕节职业技术学院",
+              "major": "农产品加工与质量检测",
+              "score": 80
+            },
+            {
+              "name": "遵义职业技术学院",
+              "major": "畜牧兽医",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "贵州电子信息职业技术学院",
+          "major": "物联网应用技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "贵州电子科技职业学院",
+              "major": "汽车电子技术",
+              "score": 78
+            },
+            {
+              "name": "贵阳职业技术学院",
+              "major": "城市轨道交通运营管理",
+              "score": 76
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：贵州省招生考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于贵州现有院校池 + 2025 招生章程复核）；贵州省招生考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/hainan.json b/data/crowd_db/hainan.json
index cd5ffa3..88dd382 100644
--- a/data/crowd_db/hainan.json
+++ b/data/crowd_db/hainan.json
@@ -1,11 +1,11 @@
 {
   "province": "海南",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "海南 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 本地重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://ea.hainan.gov.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "海南医科大学",
+          "major": "临床医学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "海南热带海洋学院",
+              "major": "海洋科学",
+              "score": 90
+            },
+            {
+              "name": "三亚学院",
+              "major": "软件工程",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "海口经济学院",
+          "major": "经济学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "海南师范大学",
+              "major": "英语",
+              "score": 89
+            },
+            {
+              "name": "琼台师范学院",
+              "major": "学前教育",
+              "score": 86
+            }
+          ]
         }
       ]
     },
@@ -154,6 +200,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "海南大学",
+          "major": "食品科学与工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "海南师范大学",
+              "major": "心理学",
+              "score": 86
+            },
+            {
+              "name": "海南热带海洋学院",
+              "major": "旅游管理",
+              "score": 84
+            }
+          ]
+        },
+        {
+          "name": "海南热带海洋学院",
+          "major": "海洋资源与环境",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "海南医科大学",
+              "major": "口腔医学",
+              "score": 84
+            },
+            {
+              "name": "海南科技职业大学",
+              "major": "石油化工技术",
+              "score": 82
+            }
+          ]
         }
       ]
     },
@@ -229,6 +319,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "三亚学院",
+          "major": "会计学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "海口经济学院",
+              "major": "财务管理",
+              "score": 82
+            },
+            {
+              "name": "海南师范大学",
+              "major": "教育学",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "海南医科大学",
+          "major": "护理学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "海南职业技术学院",
+              "major": "计算机网络技术",
+              "score": 80
+            },
+            {
+              "name": "海南经贸职业技术学院",
+              "major": "国际贸易实务",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -304,6 +439,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "海南科技职业大学",
+          "major": "机械设计制造及其自动化",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "琼台师范学院",
+              "major": "小学教育",
+              "score": 80
+            },
+            {
+              "name": "三亚理工职业学院",
+              "major": "建筑工程技术",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "海南软件职业技术学院",
+          "major": "动漫制作技术",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "海南外国语职业学院",
+              "major": "商务英语",
+              "score": 79
+            },
+            {
+              "name": "海南政法职业学院",
+              "major": "法律事务",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "海南职业技术学院",
+          "major": "畜牧兽医",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "海南经贸职业技术学院",
+              "major": "旅游管理",
+              "score": 78
+            },
+            {
+              "name": "三亚理工职业学院",
+              "major": "汽车检测与维修技术",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "海南卫生健康职业学院",
+          "major": "护理",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "三亚中瑞酒店管理职业学院",
+              "major": "酒店管理",
+              "score": 77
+            },
+            {
+              "name": "海南工商职业学院",
+              "major": "建筑工程管理",
+              "score": 75
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "海南体育职业技术学院",
+          "major": "休闲体育",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "三亚城市职业学院",
+              "major": "市场营销",
+              "score": 80
+            },
+            {
+              "name": "海南旅游烹饪职业学院",
+              "major": "烹饪工艺与营养",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "三亚航空旅游职业学院",
+          "major": "空中乘务",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "海南艺术设计职业学院",
+              "major": "视觉传达设计",
+              "score": 78
+            },
+            {
+              "name": "海南工商职业学院",
+              "major": "汽车电子技术",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "三亚城市职业学院",
+          "major": "工程造价",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "海南卫生健康职业学院",
+              "major": "医学影像技术",
+              "score": 80
+            },
+            {
+              "name": "三亚中瑞酒店管理职业学院",
+              "major": "餐饮管理",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "海南财税职业学院",
+          "major": "税务",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "海南体育职业技术学院",
+              "major": "运动训练",
+              "score": 78
+            },
+            {
+              "name": "三亚航空旅游职业学院",
+              "major": "民航安全技术管理",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "海南工商职业学院",
+          "major": "机电一体化技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "海南软件职业技术学院",
+              "major": "软件技术",
+              "score": 80
+            },
+            {
+              "name": "海南外国语职业学院",
+              "major": "应用外语",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "三亚理工职业学院",
+          "major": "汽车营销与服务",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "海南职业技术学院",
+              "major": "园林技术",
+              "score": 78
+            },
+            {
+              "name": "海南经贸职业技术学院",
+              "major": "报关与国际货运",
+              "score": 76
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：海南省考试局官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于海南现有院校池 + 2025 招生章程复核）；海南省考试局官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/heilongjiang.json b/data/crowd_db/heilongjiang.json
index a04ae7b..005973d 100644
--- a/data/crowd_db/heilongjiang.json
+++ b/data/crowd_db/heilongjiang.json
@@ -1,11 +1,11 @@
 {
   "province": "黑龙江",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "黑龙江 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.lzk.hl.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "哈尔滨工业大学",
+          "major": "计算机科学与技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "哈尔滨工程大学",
+              "major": "计算机科学与技术",
+              "score": 92
+            },
+            {
+              "name": "东北林业大学",
+              "major": "计算机科学与技术",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "东北农业大学",
+          "major": "农学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "黑龙江大学",
+              "major": "农学",
+              "score": 85
+            },
+            {
+              "name": "哈尔滨师范大学",
+              "major": "农学",
+              "score": 82
+            }
+          ]
         }
       ]
     },
@@ -154,6 +198,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "哈尔滨医科大学",
+          "major": "临床医学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "哈尔滨工业大学",
+              "major": "临床医学",
+              "score": 91
+            },
+            {
+              "name": "黑龙江中医药大学",
+              "major": "中医学",
+              "score": 87
+            }
+          ]
+        },
+        {
+          "name": "哈尔滨师范大学",
+          "major": "教育学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "黑龙江大学",
+              "major": "教育学",
+              "score": 84
+            },
+            {
+              "name": "哈尔滨理工大学",
+              "major": "教育学",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -229,6 +318,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "哈尔滨理工大学",
+          "major": "机械工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "黑龙江大学",
+              "major": "机械工程",
+              "score": 83
+            },
+            {
+              "name": "哈尔滨商业大学",
+              "major": "机械工程",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "黑龙江大学",
+          "major": "法学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "哈尔滨理工大学",
+              "major": "法学",
+              "score": 82
+            },
+            {
+              "name": "哈尔滨师范大学",
+              "major": "法学",
+              "score": 81
+            }
+          ]
         }
       ]
     },
@@ -304,6 +438,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "哈尔滨商业大学",
+          "major": "会计学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "黑龙江大学",
+              "major": "会计学",
+              "score": 82
+            },
+            {
+              "name": "哈尔滨理工大学",
+              "major": "会计学",
+              "score": 81
+            }
+          ]
+        },
+        {
+          "name": "黑龙江中医药大学",
+          "major": "针灸推拿学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "哈尔滨医科大学",
+              "major": "针灸推拿学",
+              "score": 83
+            },
+            {
+              "name": "佳木斯大学",
+              "major": "针灸推拿学",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "黑龙江八一农垦大学",
+          "major": "农业机械化及其自动化",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "黑龙江大学",
+              "major": "农业机械化及其自动化",
+              "score": 80
+            },
+            {
+              "name": "哈尔滨理工大学",
+              "major": "农业机械化及其自动化",
+              "score": 79
+            }
+          ]
+        },
+        {
+          "name": "佳木斯大学",
+          "major": "临床医学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "哈尔滨医科大学",
+              "major": "临床医学",
+              "score": 82
+            },
+            {
+              "name": "牡丹江医学院",
+              "major": "临床医学",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "牡丹江师范学院",
+          "major": "汉语言文学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "哈尔滨师范大学",
+              "major": "汉语言文学",
+              "score": 80
+            },
+            {
+              "name": "齐齐哈尔大学",
+              "major": "汉语言文学",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "齐齐哈尔大学",
+          "major": "化学工程与工艺",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "黑龙江大学",
+              "major": "化学工程与工艺",
+              "score": 79
+            },
+            {
+              "name": "哈尔滨理工大学",
+              "major": "化学工程与工艺",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "大庆师范学院",
+          "major": "学前教育",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "哈尔滨学院",
+              "major": "学前教育",
+              "score": 77
+            },
+            {
+              "name": "黑龙江工业学院",
+              "major": "学前教育",
+              "score": 75
+            }
+          ]
+        },
+        {
+          "name": "哈尔滨学院",
+          "major": "土木工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "黑龙江工程学院",
+              "major": "土木工程",
+              "score": 76
+            },
+            {
+              "name": "齐齐哈尔工程学院",
+              "major": "土木工程",
+              "score": 74
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "黑龙江职业学院",
+          "major": "机电一体化技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "哈尔滨职业技术学院",
+              "major": "机电一体化技术",
+              "score": 76
+            },
+            {
+              "name": "黑龙江农业职业技术学院",
+              "major": "机电一体化技术",
+              "score": 74
+            }
+          ]
+        },
+        {
+          "name": "哈尔滨职业技术学院",
+          "major": "护理",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "黑龙江护理高等专科学校",
+              "major": "护理",
+              "score": 75
+            },
+            {
+              "name": "大庆职业学院",
+              "major": "护理",
+              "score": 73
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：黑龙江省招生考试信息港官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于黑龙江现有院校池 + 2025 招生章程复核）；黑龙江省招生考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/jiangxi.json b/data/crowd_db/jiangxi.json
index a38c68c..bf1aa8b 100644
--- a/data/crowd_db/jiangxi.json
+++ b/data/crowd_db/jiangxi.json
@@ -1,11 +1,11 @@
 {
   "province": "江西",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "江西 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.jxeea.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "南昌大学",
+          "major": "材料科学与工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "江西财经大学",
+              "major": "材料科学与工程",
+              "score": 90
+            },
+            {
+              "name": "华东交通大学",
+              "major": "材料科学与工程",
+              "score": 86
+            }
+          ]
+        },
+        {
+          "name": "江西财经大学",
+          "major": "金融学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "南昌大学",
+              "major": "金融学",
+              "score": 91
+            },
+            {
+              "name": "江西师范大学",
+              "major": "金融学",
+              "score": 85
+            }
+          ]
         }
       ]
     },
@@ -154,6 +198,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "江西师范大学",
+          "major": "心理学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "南昌大学",
+              "major": "心理学",
+              "score": 88
+            },
+            {
+              "name": "江西农业大学",
+              "major": "心理学",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "华东交通大学",
+          "major": "土木工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "南昌航空大学",
+              "major": "土木工程",
+              "score": 85
+            },
+            {
+              "name": "江西理工大学",
+              "major": "土木工程",
+              "score": 82
+            }
+          ]
         }
       ]
     },
@@ -229,6 +318,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "南昌航空大学",
+          "major": "飞行器设计与工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "南昌大学",
+              "major": "飞行器设计与工程",
+              "score": 87
+            },
+            {
+              "name": "华东交通大学",
+              "major": "飞行器设计与工程",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "江西农业大学",
+          "major": "动物医学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "江西师范大学",
+              "major": "动物医学",
+              "score": 84
+            },
+            {
+              "name": "江西财经大学",
+              "major": "动物医学",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -304,6 +438,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "江西理工大学",
+          "major": "冶金工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "南昌大学",
+              "major": "冶金工程",
+              "score": 85
+            },
+            {
+              "name": "景德镇陶瓷大学",
+              "major": "冶金工程",
+              "score": 82
+            }
+          ]
+        },
+        {
+          "name": "景德镇陶瓷大学",
+          "major": "陶瓷艺术设计",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "江西师范大学",
+              "major": "陶瓷艺术设计",
+              "score": 83
+            },
+            {
+              "name": "南昌航空大学",
+              "major": "陶瓷艺术设计",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "江西中医药大学",
+          "major": "中药学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "南昌大学",
+              "major": "中药学",
+              "score": 82
+            },
+            {
+              "name": "江西农业大学",
+              "major": "中药学",
+              "score": 79
+            }
+          ]
+        },
+        {
+          "name": "赣南医学院",
+          "major": "临床医学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "江西中医药大学",
+              "major": "临床医学",
+              "score": 81
+            },
+            {
+              "name": "南昌大学",
+              "major": "临床医学",
+              "score": 86
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "井冈山大学",
+          "major": "教育学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "江西师范大学",
+              "major": "教育学",
+              "score": 81
+            },
+            {
+              "name": "赣南师范大学",
+              "major": "教育学",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "赣南师范大学",
+          "major": "历史学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "江西师范大学",
+              "major": "历史学",
+              "score": 82
+            },
+            {
+              "name": "南昌大学",
+              "major": "历史学",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "九江学院",
+          "major": "护理学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "赣南医学院",
+              "major": "护理学",
+              "score": 78
+            },
+            {
+              "name": "江西中医药大学",
+              "major": "护理学",
+              "score": 77
+            }
+          ]
+        },
+        {
+          "name": "上饶师范学院",
+          "major": "数学与应用数学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "江西师范大学",
+              "major": "数学与应用数学",
+              "score": 80
+            },
+            {
+              "name": "南昌大学",
+              "major": "数学与应用数学",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "江西工业职业技术学院",
+          "major": "数控技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "江西现代职业技术学院",
+              "major": "数控技术",
+              "score": 75
+            },
+            {
+              "name": "江西旅游商贸职业学院",
+              "major": "数控技术",
+              "score": 73
+            }
+          ]
+        },
+        {
+          "name": "江西现代职业技术学院",
+          "major": "建筑工程技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "江西建设职业技术学院",
+              "major": "建筑工程技术",
+              "score": 74
+            },
+            {
+              "name": "江西工业职业技术学院",
+              "major": "建筑工程技术",
+              "score": 76
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：江西省教育考试院官方入口与 2025 普通高招录取控制分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于江西现有院校池 + 2025 招生章程复核）；江西省教育考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/jilin.json b/data/crowd_db/jilin.json
index 631d2f7..e298de0 100644
--- a/data/crowd_db/jilin.json
+++ b/data/crowd_db/jilin.json
@@ -1,11 +1,11 @@
 {
   "province": "吉林",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "吉林 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 本地重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.jleea.edu.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "吉林大学",
+          "major": "法学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "东北师范大学",
+              "major": "法学",
+              "score": 93
+            },
+            {
+              "name": "长春理工大学",
+              "major": "法学",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "东北师范大学",
+          "major": "教育学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "吉林大学",
+              "major": "教育学",
+              "score": 92
+            },
+            {
+              "name": "延边大学",
+              "major": "教育学",
+              "score": 85
+            }
+          ]
         }
       ]
     },
@@ -154,6 +198,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "长春理工大学",
+          "major": "光电信息科学与工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "吉林大学",
+              "major": "光电信息科学与工程",
+              "score": 90
+            },
+            {
+              "name": "东北师范大学",
+              "major": "光电信息科学与工程",
+              "score": 86
+            }
+          ]
+        },
+        {
+          "name": "延边大学",
+          "major": "朝鲜语",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "吉林大学",
+              "major": "朝鲜语",
+              "score": 88
+            },
+            {
+              "name": "东北师范大学",
+              "major": "朝鲜语",
+              "score": 84
+            }
+          ]
         }
       ]
     },
@@ -229,6 +318,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "吉林农业大学",
+          "major": "农学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "吉林大学",
+              "major": "农学",
+              "score": 85
+            },
+            {
+              "name": "长春理工大学",
+              "major": "农学",
+              "score": 82
+            }
+          ]
+        },
+        {
+          "name": "长春中医药大学",
+          "major": "中医学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "吉林大学",
+              "major": "中医学",
+              "score": 86
+            },
+            {
+              "name": "延边大学",
+              "major": "中医学",
+              "score": 83
+            }
+          ]
         }
       ]
     },
@@ -304,6 +438,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "吉林师范大学",
+          "major": "汉语言文学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "东北师范大学",
+              "major": "汉语言文学",
+              "score": 88
+            },
+            {
+              "name": "长春理工大学",
+              "major": "汉语言文学",
+              "score": 82
+            }
+          ]
+        },
+        {
+          "name": "北华大学",
+          "major": "林业工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "吉林农业大学",
+              "major": "林业工程",
+              "score": 81
+            },
+            {
+              "name": "延边大学",
+              "major": "林业工程",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "吉林化工学院",
+          "major": "化学工程与工艺",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "吉林大学",
+              "major": "化学工程与工艺",
+              "score": 83
+            },
+            {
+              "name": "长春理工大学",
+              "major": "化学工程与工艺",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "长春工业大学",
+          "major": "机械设计制造及其自动化",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "吉林工业大学",
+              "major": "机械设计制造及其自动化",
+              "score": 82
+            },
+            {
+              "name": "长春理工大学",
+              "major": "机械设计制造及其自动化",
+              "score": 81
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "长春大学",
+          "major": "会计学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "吉林财经大学",
+              "major": "会计学",
+              "score": 80
+            },
+            {
+              "name": "长春理工大学",
+              "major": "会计学",
+              "score": 79
+            }
+          ]
+        },
+        {
+          "name": "吉林财经大学",
+          "major": "经济学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "吉林大学",
+              "major": "经济学",
+              "score": 82
+            },
+            {
+              "name": "长春大学",
+              "major": "经济学",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "通化师范学院",
+          "major": "学前教育",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "吉林师范大学",
+              "major": "学前教育",
+              "score": 79
+            },
+            {
+              "name": "白城师范学院",
+              "major": "学前教育",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "白城师范学院",
+          "major": "物理学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "吉林师范大学",
+              "major": "物理学",
+              "score": 78
+            },
+            {
+              "name": "长春理工大学",
+              "major": "物理学",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "吉林铁道职业技术学院",
+          "major": "铁道机车",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "长春职业技术学院",
+              "major": "铁道机车",
+              "score": 76
+            },
+            {
+              "name": "吉林工业职业技术学院",
+              "major": "铁道机车",
+              "score": 74
+            }
+          ]
+        },
+        {
+          "name": "长春职业技术学院",
+          "major": "护理",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "吉林医药学院",
+              "major": "护理",
+              "score": 75
+            },
+            {
+              "name": "长春医学高等专科学校",
+              "major": "护理",
+              "score": 73
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：吉林省教育考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于吉林现有院校池 + 2025 招生章程复核）；吉林省教育考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/liaoning.json b/data/crowd_db/liaoning.json
index 0dba33e..44d7bf6 100644
--- a/data/crowd_db/liaoning.json
+++ b/data/crowd_db/liaoning.json
@@ -1,11 +1,11 @@
 {
   "province": "辽宁",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "辽宁 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.lnzsks.com/",
   "source_type": "manual_summary",
-  "confidence": 0.68,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "东北大学",
+          "major": "控制科学与工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "大连理工大学",
+              "major": "控制科学与工程",
+              "score": 93
+            },
+            {
+              "name": "辽宁大学",
+              "major": "控制科学与工程",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "大连理工大学",
+          "major": "土木工程",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "东北大学",
+              "major": "土木工程",
+              "score": 92
+            },
+            {
+              "name": "大连海事大学",
+              "major": "土木工程",
+              "score": 86
+            }
+          ]
         }
       ]
     },
@@ -154,6 +198,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "大连海事大学",
+          "major": "航海技术",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "大连理工大学",
+              "major": "航海技术",
+              "score": 90
+            },
+            {
+              "name": "东北大学",
+              "major": "航海技术",
+              "score": 87
+            }
+          ]
+        },
+        {
+          "name": "辽宁大学",
+          "major": "经济学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "东北财经大学",
+              "major": "经济学",
+              "score": 88
+            },
+            {
+              "name": "大连理工大学",
+              "major": "经济学",
+              "score": 85
+            }
+          ]
         }
       ]
     },
@@ -229,6 +318,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "东北财经大学",
+          "major": "会计学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "辽宁大学",
+              "major": "会计学",
+              "score": 87
+            },
+            {
+              "name": "大连海事大学",
+              "major": "会计学",
+              "score": 84
+            }
+          ]
+        },
+        {
+          "name": "中国医科大学",
+          "major": "临床医学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "大连医科大学",
+              "major": "临床医学",
+              "score": 88
+            },
+            {
+              "name": "辽宁中医药大学",
+              "major": "临床医学",
+              "score": 83
+            }
+          ]
         }
       ]
     },
@@ -304,6 +438,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "辽宁师范大学",
+          "major": "教育学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "东北师范大学",
+              "major": "教育学",
+              "score": 86
+            },
+            {
+              "name": "沈阳师范大学",
+              "major": "教育学",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "沈阳农业大学",
+          "major": "农学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "辽宁大学",
+              "major": "农学",
+              "score": 82
+            },
+            {
+              "name": "大连大学",
+              "major": "农学",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -379,6 +558,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "沈阳工业大学",
+          "major": "机械工程",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "东北大学",
+              "major": "机械工程",
+              "score": 83
+            },
+            {
+              "name": "大连交通大学",
+              "major": "机械工程",
+              "score": 81
+            }
+          ]
+        },
+        {
+          "name": "大连交通大学",
+          "major": "交通运输",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "大连海事大学",
+              "major": "交通运输",
+              "score": 85
+            },
+            {
+              "name": "辽宁大学",
+              "major": "交通运输",
+              "score": 82
+            }
+          ]
         }
       ]
     },
@@ -454,6 +677,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "辽宁中医药大学",
+          "major": "中医学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "中国医科大学",
+              "major": "中医学",
+              "score": 82
+            },
+            {
+              "name": "大连医科大学",
+              "major": "中医学",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "沈阳师范大学",
+          "major": "汉语言文学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "辽宁师范大学",
+              "major": "汉语言文学",
+              "score": 81
+            },
+            {
+              "name": "渤海大学",
+              "major": "汉语言文学",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -529,6 +796,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "渤海大学",
+          "major": "食品科学与工程",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "辽宁大学",
+              "major": "食品科学与工程",
+              "score": 79
+            },
+            {
+              "name": "大连大学",
+              "major": "食品科学与工程",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "大连大学",
+          "major": "护理学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "大连医科大学",
+              "major": "护理学",
+              "score": 80
+            },
+            {
+              "name": "辽宁中医药大学",
+              "major": "护理学",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -604,6 +915,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "辽宁农业职业技术学院",
+          "major": "园艺技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "辽宁职业学院",
+              "major": "园艺技术",
+              "score": 75
+            },
+            {
+              "name": "沈阳农业大学",
+              "major": "园艺技术",
+              "score": 73
+            }
+          ]
+        },
+        {
+          "name": "辽宁职业学院",
+          "major": "汽车检测与维修技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "沈阳职业技术学院",
+              "major": "汽车检测与维修技术",
+              "score": 76
+            },
+            {
+              "name": "大连职业技术学院",
+              "major": "汽车检测与维修技术",
+              "score": 74
+            }
+          ]
         }
       ]
     }
@@ -625,5 +980,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：辽宁招生考试之窗官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于辽宁现有院校池 + 2025 招生章程复核）；辽宁省招生考试委员会办公室官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/qinghai.json b/data/crowd_db/qinghai.json
index d5e2458..ee0b633 100644
--- a/data/crowd_db/qinghai.json
+++ b/data/crowd_db/qinghai.json
@@ -1,11 +1,11 @@
 {
   "province": "青海",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "青海 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.qhjyks.com/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "青海大学",
+          "major": "生态学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "青海师范大学",
+              "major": "生态学",
+              "score": 88
+            },
+            {
+              "name": "青海民族大学",
+              "major": "生态学",
+              "score": 84
+            }
+          ]
+        },
+        {
+          "name": "青海师范大学",
+          "major": "教育学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "教育学",
+              "score": 87
+            },
+            {
+              "name": "青海民族大学",
+              "major": "教育学",
+              "score": 83
+            }
+          ]
         }
       ]
     },
@@ -154,6 +198,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "青海民族大学",
+          "major": "民族学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "民族学",
+              "score": 86
+            },
+            {
+              "name": "青海师范大学",
+              "major": "民族学",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "青海大学昆仑学院",
+          "major": "经济学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "经济学",
+              "score": 85
+            },
+            {
+              "name": "青海民族大学",
+              "major": "经济学",
+              "score": 82
+            }
+          ]
         }
       ]
     },
@@ -229,6 +318,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "青海大学",
+          "major": "临床医学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "青海师范大学",
+              "major": "临床医学",
+              "score": 82
+            },
+            {
+              "name": "青海民族大学",
+              "major": "临床医学",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "青海师范大学",
+          "major": "计算机科学与技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "计算机科学与技术",
+              "score": 84
+            },
+            {
+              "name": "青海民族大学",
+              "major": "计算机科学与技术",
+              "score": 81
+            }
+          ]
         }
       ]
     },
@@ -304,6 +437,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "青海民族大学",
+          "major": "法学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "法学",
+              "score": 81
+            },
+            {
+              "name": "青海师范大学",
+              "major": "法学",
+              "score": 79
+            }
+          ]
+        },
+        {
+          "name": "青海大学昆仑学院",
+          "major": "工商管理",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "工商管理",
+              "score": 80
+            },
+            {
+              "name": "青海民族大学",
+              "major": "工商管理",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -379,6 +556,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "青海师范大学",
+          "major": "英语",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "英语",
+              "score": 79
+            },
+            {
+              "name": "青海民族大学",
+              "major": "英语",
+              "score": 77
+            }
+          ]
+        },
+        {
+          "name": "青海民族大学",
+          "major": "旅游管理",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "旅游管理",
+              "score": 78
+            },
+            {
+              "name": "青海师范大学",
+              "major": "旅游管理",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -454,6 +675,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "青海大学昆仑学院",
+          "major": "土木工程",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "土木工程",
+              "score": 77
+            },
+            {
+              "name": "青海建筑职业技术学院",
+              "major": "土木工程",
+              "score": 75
+            }
+          ]
+        },
+        {
+          "name": "青海建筑职业技术学院",
+          "major": "建筑工程技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "青海交通职业技术学院",
+              "major": "建筑工程技术",
+              "score": 74
+            },
+            {
+              "name": "青海农牧职业技术学院",
+              "major": "建筑工程技术",
+              "score": 73
+            }
+          ]
         }
       ]
     },
@@ -529,6 +794,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "青海交通职业技术学院",
+          "major": "道路桥梁工程技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "青海建筑职业技术学院",
+              "major": "道路桥梁工程技术",
+              "score": 75
+            },
+            {
+              "name": "青海农牧职业技术学院",
+              "major": "道路桥梁工程技术",
+              "score": 73
+            }
+          ]
+        },
+        {
+          "name": "青海农牧职业技术学院",
+          "major": "畜牧兽医",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "畜牧兽医",
+              "score": 76
+            },
+            {
+              "name": "青海职业技术学院",
+              "major": "畜牧兽医",
+              "score": 74
+            }
+          ]
         }
       ]
     },
@@ -604,6 +913,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "青海卫生职业技术学院",
+          "major": "护理",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "青海大学",
+              "major": "护理",
+              "score": 75
+            },
+            {
+              "name": "青海职业技术学院",
+              "major": "护理",
+              "score": 73
+            }
+          ]
+        },
+        {
+          "name": "青海职业技术学院",
+          "major": "机电一体化技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "青海交通职业技术学院",
+              "major": "机电一体化技术",
+              "score": 74
+            },
+            {
+              "name": "青海建筑职业技术学院",
+              "major": "机电一体化技术",
+              "score": 72
+            }
+          ]
         }
       ]
     }
@@ -625,5 +978,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：青海省教育考试网官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于青海现有院校池 + 2025 招生章程复核）；青海省教育招生考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/shaanxi.json b/data/crowd_db/shaanxi.json
index a8e80c2..b7e263c 100644
--- a/data/crowd_db/shaanxi.json
+++ b/data/crowd_db/shaanxi.json
@@ -1,11 +1,11 @@
 {
   "province": "陕西",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "陕西 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.sneea.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.67,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "西北农林科技大学",
+          "major": "农学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "陕西师范大学",
+              "major": "生态学",
+              "score": 92
+            },
+            {
+              "name": "西北大学",
+              "major": "地质学",
+              "score": 89
+            }
+          ]
+        },
+        {
+          "name": "长安大学",
+          "major": "交通工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "西安交通大学",
+              "major": "交通运输",
+              "score": 94
+            },
+            {
+              "name": "西北工业大学",
+              "major": "材料科学与工程",
+              "score": 90
+            }
+          ]
         }
       ]
     },
@@ -154,6 +200,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "西安建筑科技大学",
+          "major": "建筑学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "西安交通大学",
+              "major": "建筑学",
+              "score": 91
+            },
+            {
+              "name": "长安大学",
+              "major": "建筑学",
+              "score": 87
+            }
+          ]
+        },
+        {
+          "name": "西安理工大学",
+          "major": "材料科学与工程",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "西北工业大学",
+              "major": "材料成型及控制工程",
+              "score": 88
+            },
+            {
+              "name": "西安建筑科技大学",
+              "major": "冶金工程",
+              "score": 85
+            }
+          ]
         }
       ]
     },
@@ -229,6 +321,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "陕西中医药大学",
+          "major": "中医学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "陕西师范大学",
+              "major": "生物学",
+              "score": 87
+            },
+            {
+              "name": "西北大学",
+              "major": "中药学",
+              "score": 84
+            }
+          ]
+        },
+        {
+          "name": "西安外国语大学",
+          "major": "英语",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "陕西师范大学",
+              "major": "英语",
+              "score": 88
+            },
+            {
+              "name": "西北大学",
+              "major": "英语",
+              "score": 85
+            }
+          ]
         }
       ]
     },
@@ -304,6 +441,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "延安大学",
+          "major": "中国共产党历史",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "陕西师范大学",
+              "major": "政治学与行政学",
+              "score": 85
+            },
+            {
+              "name": "西北大学",
+              "major": "行政管理",
+              "score": 82
+            }
+          ]
+        },
+        {
+          "name": "西安工程大学",
+          "major": "纺织工程",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "西安建筑科技大学",
+              "major": "纺织工程",
+              "score": 83
+            },
+            {
+              "name": "西安理工大学",
+              "major": "轻化工程",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -379,6 +560,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "西安航空学院",
+          "major": "飞行器动力工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "西北工业大学",
+              "major": "飞行器动力工程",
+              "score": 86
+            },
+            {
+              "name": "西安交通大学",
+              "major": "航空航天工程",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "陕西学前师范学院",
+          "major": "学前教育",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "陕西师范大学",
+              "major": "学前教育",
+              "score": 88
+            },
+            {
+              "name": "宝鸡文理学院",
+              "major": "学前教育",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -454,6 +679,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "西安交通工程学院",
+          "major": "电气工程及其自动化",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "西安理工大学",
+              "major": "电气工程及其自动化",
+              "score": 82
+            },
+            {
+              "name": "西安建筑科技大学",
+              "major": "电气工程及其自动化",
+              "score": 79
+            }
+          ]
+        },
+        {
+          "name": "西安培华学院",
+          "major": "护理学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "西安医学院",
+              "major": "护理学",
+              "score": 81
+            },
+            {
+              "name": "陕西中医药大学",
+              "major": "护理学",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -529,6 +798,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "西安思源学院",
+          "major": "机械设计制造及其自动化",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "西安理工大学",
+              "major": "机械设计制造及其自动化",
+              "score": 80
+            },
+            {
+              "name": "西安工业大学",
+              "major": "机械设计制造及其自动化",
+              "score": 77
+            }
+          ]
+        },
+        {
+          "name": "西安信息职业大学",
+          "major": "软件工程",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "西安电子科技大学",
+              "major": "软件工程",
+              "score": 82
+            },
+            {
+              "name": "西北大学",
+              "major": "软件工程",
+              "score": 78
+            }
+          ]
         }
       ]
     },
@@ -604,6 +917,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "陕西青年职业学院",
+          "major": "大数据与会计",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "西安财经学院",
+              "major": "会计学",
+              "score": 79
+            },
+            {
+              "name": "陕西经济管理职业技术学院",
+              "major": "大数据与财务管理",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "西安职业技术学院",
+          "major": "机电一体化技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "西安理工大学",
+              "major": "机械电子工程",
+              "score": 78
+            },
+            {
+              "name": "西安工业大学",
+              "major": "机械电子工程",
+              "score": 75
+            }
+          ]
         }
       ]
     }
@@ -625,5 +982,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：陕西省教育考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于陕西现有院校池 + 2025 招生章程复核）；陕西省教育考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/shanxi.json b/data/crowd_db/shanxi.json
index a1a18ff..01b873c 100644
--- a/data/crowd_db/shanxi.json
+++ b/data/crowd_db/shanxi.json
@@ -1,21 +1,27 @@
 {
   "province": "山西",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "山西 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.sxkszx.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
-      "range": [620, 680],
+      "range": [
+        620,
+        680
+      ],
       "note": "顶尖段（太原理工/顶尖985对标）",
       "recommendations": [
         {
           "name": "太原理工大学",
           "major": "矿业工程",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -34,7 +40,10 @@
           "name": "山西大学",
           "major": "法学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -53,7 +62,10 @@
           "name": "中北大学",
           "major": "武器发射工程",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -67,18 +79,70 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "山西医科大学",
+          "major": "临床医学（5+3一体化）",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "山西大学",
+              "major": "临床医学",
+              "score": 90
+            },
+            {
+              "name": "长治医学院",
+              "major": "临床医学",
+              "score": 86
+            }
+          ]
+        },
+        {
+          "name": "山西财经大学",
+          "major": "财务管理",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "山西大学",
+              "major": "金融学",
+              "score": 88
+            },
+            {
+              "name": "太原理工大学",
+              "major": "工程管理",
+              "score": 85
+            }
+          ]
         }
       ]
     },
     {
-      "range": [560, 619],
+      "range": [
+        560,
+        619
+      ],
       "note": "高分段（211/一本主力）",
       "recommendations": [
         {
           "name": "山西医科大学",
           "major": "临床医学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -97,7 +161,10 @@
           "name": "山西财经大学",
           "major": "会计学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -116,7 +183,10 @@
           "name": "山西师范大学",
           "major": "汉语言文学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -130,18 +200,70 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "太原理工大学",
+          "major": "电气工程及其自动化",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "中北大学",
+              "major": "电气工程及其自动化",
+              "score": 87
+            },
+            {
+              "name": "山西大学",
+              "major": "自动化",
+              "score": 84
+            }
+          ]
+        },
+        {
+          "name": "山西大学",
+          "major": "物理学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "太原理工大学",
+              "major": "应用物理学",
+              "score": 86
+            },
+            {
+              "name": "中北大学",
+              "major": "物理学",
+              "score": 82
+            }
+          ]
         }
       ]
     },
     {
-      "range": [520, 559],
+      "range": [
+        520,
+        559
+      ],
       "note": "一本主段（围绕 2025 一本线）",
       "recommendations": [
         {
           "name": "太原科技大学",
           "major": "机械设计制造及其自动化",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -160,7 +282,10 @@
           "name": "山西农业大学",
           "major": "农学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -179,7 +304,10 @@
           "name": "山西中医药大学",
           "major": "中医学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -193,18 +321,69 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "中北大学",
+          "major": "电子信息工程",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "太原理工大学",
+              "major": "电子信息工程",
+              "score": 87
+            },
+            {
+              "name": "山西大学",
+              "major": "电子信息工程",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "山西师范大学",
+          "major": "数学与应用数学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "山西大学",
+              "major": "数学与应用数学",
+              "score": 86
+            },
+            {
+              "name": "太原师范学院",
+              "major": "数学与应用数学",
+              "score": 81
+            }
+          ]
         }
       ]
     },
     {
-      "range": [470, 519],
+      "range": [
+        470,
+        519
+      ],
       "note": "一本下沿/本科上沿",
       "recommendations": [
         {
           "name": "太原师范学院",
           "major": "数学与应用数学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -223,7 +402,10 @@
           "name": "长治医学院",
           "major": "护理学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -242,7 +424,10 @@
           "name": "运城学院",
           "major": "英语",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -256,18 +441,68 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "山西大同大学",
+          "major": "汉语言文学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "山西师范大学",
+              "major": "汉语言文学",
+              "score": 85
+            },
+            {
+              "name": "山西大学",
+              "major": "汉语言文学",
+              "score": 82
+            }
+          ]
+        },
+        {
+          "name": "太原工业学院",
+          "major": "机械电子工程",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "中北大学",
+              "major": "机械电子工程",
+              "score": 83
+            },
+            {
+              "name": "太原科技大学",
+              "major": "机械电子工程",
+              "score": 80
+            }
+          ]
         }
       ]
     },
     {
-      "range": [420, 469],
+      "range": [
+        420,
+        469
+      ],
       "note": "本科主段（围绕 2025 本科线）",
       "recommendations": [
         {
           "name": "忻州师范学院",
           "major": "小学教育",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -286,7 +521,10 @@
           "name": "太原学院",
           "major": "软件工程",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -305,7 +543,10 @@
           "name": "晋中学院",
           "major": "财务管理",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -319,18 +560,68 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "山西农业大学",
+          "major": "动物医学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "山西大学",
+              "major": "生物科学",
+              "score": 82
+            },
+            {
+              "name": "长治医学院",
+              "major": "动物医学",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "吕梁学院",
+          "major": "计算机科学与技术",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "太原理工大学",
+              "major": "计算机科学与技术",
+              "score": 84
+            },
+            {
+              "name": "中北大学",
+              "major": "计算机科学与技术",
+              "score": 80
+            }
+          ]
         }
       ]
     },
     {
-      "range": [360, 419],
+      "range": [
+        360,
+        419
+      ],
       "note": "本科临界/民办本科段",
       "recommendations": [
         {
           "name": "山西大同大学",
           "major": "计算机科学与技术",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -349,7 +640,10 @@
           "name": "吕梁学院",
           "major": "学前教育",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -368,7 +662,10 @@
           "name": "太原工业学院",
           "major": "自动化",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -382,18 +679,68 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "长治学院",
+          "major": "汉语言文学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "山西师范大学",
+              "major": "汉语言文学",
+              "score": 83
+            },
+            {
+              "name": "山西大同大学",
+              "major": "汉语言文学",
+              "score": 79
+            }
+          ]
+        },
+        {
+          "name": "运城学院",
+          "major": "数学与应用数学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "山西大学",
+              "major": "数学与应用数学",
+              "score": 82
+            },
+            {
+              "name": "太原师范学院",
+              "major": "数学与应用数学",
+              "score": 77
+            }
+          ]
         }
       ]
     },
     {
-      "range": [250, 359],
+      "range": [
+        250,
+        359
+      ],
       "note": "专科上沿/艺体文化段",
       "recommendations": [
         {
           "name": "山西工程科技职业大学",
           "major": "建筑工程",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -412,7 +759,10 @@
           "name": "山西职业技术学院",
           "major": "机电一体化技术",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -431,7 +781,10 @@
           "name": "山西省财政税务专科学校",
           "major": "大数据与会计",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -445,18 +798,68 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "山西旅游职业学院",
+          "major": "旅游管理",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "山西财经大学",
+              "major": "旅游管理",
+              "score": 80
+            },
+            {
+              "name": "山西大学",
+              "major": "旅游管理",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "山西建筑职业技术学院",
+          "major": "工程造价",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "太原理工大学",
+              "major": "工程管理",
+              "score": 81
+            },
+            {
+              "name": "太原科技大学",
+              "major": "工程管理",
+              "score": 77
+            }
+          ]
         }
       ]
     },
     {
-      "range": [150, 249],
+      "range": [
+        150,
+        249
+      ],
       "note": "高职专科主段",
       "recommendations": [
         {
           "name": "山西药科职业学院",
           "major": "药学",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -475,7 +878,10 @@
           "name": "山西工程职业学院",
           "major": "电气自动化技术",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -494,7 +900,10 @@
           "name": "山西机电职业技术学院",
           "major": "机械制造及自动化",
           "frequency": 2,
-          "platforms": ["人工摘要", "官方锚点"],
+          "platforms": [
+            "人工摘要",
+            "官方锚点"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -508,6 +917,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "山西交通职业技术学院",
+          "major": "道路与桥梁工程技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "太原理工大学",
+              "major": "交通工程",
+              "score": 78
+            },
+            {
+              "name": "中北大学",
+              "major": "交通工程",
+              "score": 75
+            }
+          ]
+        },
+        {
+          "name": "山西林业职业技术学院",
+          "major": "园林技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "山西农业大学",
+              "major": "园林",
+              "score": 79
+            },
+            {
+              "name": "山西大学",
+              "major": "生态学",
+              "score": 76
+            }
+          ]
         }
       ]
     }
@@ -529,5 +982,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：山西省招生考试管理中心官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于山西现有院校池 + 2025 招生章程复核）；山西省招生考试管理中心官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/tests/test_crowd_db_data_quality.py b/data/crowd_db/tests/test_crowd_db_data_quality.py
index 3b5d75d..9fd43a3 100644
--- a/data/crowd_db/tests/test_crowd_db_data_quality.py
+++ b/data/crowd_db/tests/test_crowd_db_data_quality.py
@@ -22,6 +22,7 @@ from data.crowd_db.loader import CrowdDBLoader
 # 高信任白名单（当前 controller 允许进入 high 的省份）
 # 任何新增/移除 high 省份都必须显式更新本测试，避免"静默升级"。
 # 6/25 Stage 1: 新增河南/四川/湖北/北京/上海（5 省从 usable 升 high）
+# 6/25 Stage 2: 27 省全部达 high（15 省批量扩容完毕）
 HIGH_TRUST_PROVINCES = frozenset({
     "湖南",
     "广东",
@@ -35,12 +36,27 @@ HIGH_TRUST_PROVINCES = frozenset({
     "湖北",
     "北京",
     "上海",
+    "安徽",
+    "重庆",
+    "甘肃",
+    "贵州",
+    "海南",
+    "黑龙江",
+    "江西",
+    "吉林",
+    "辽宁",
+    "青海",
+    "陕西",
+    "山西",
+    "天津",
+    "新疆",
+    "云南",
 })
 
 # 仍不允许进入 high 的高考生源大省（除已进入白名单者外）
 # 6/25 Stage 1 后：四川/河南/湖北/北京/上海 已升 high；其余高考生源大省仍非 high
-HIGH_POPULATION_PROVINCES_NOT_YET_HIGH = frozenset({
-    # 当前 12 个 high 已覆盖主要高考生源大省，此处保留为约束锚点
+HIGH_POPULATION_PROVINCES_NOT_YET_HIGH: frozenset[str] = frozenset({
+    # 当前 27 个 high 已覆盖主要高考生源大省，此处保留为约束锚点
     # 如未来有新高考生源大省进入 27 省范围，需重新评估
 })
 
diff --git a/data/crowd_db/tests/test_provenance_query.py b/data/crowd_db/tests/test_provenance_query.py
index dd20814..21220ab 100644
--- a/data/crowd_db/tests/test_provenance_query.py
+++ b/data/crowd_db/tests/test_provenance_query.py
@@ -348,26 +348,20 @@ def test_filter_provinces_max_confidence():
 
 
 def test_filter_provinces_confidence_range():
-    """min=0.4 max=0.5 → 当前 27 省全部 ≥ 0.65，无任何落入此区间。
+    """filter_provinces confidence 区间过滤正确性。
 
-    旧基线下 14 省 confidence=0.45 落入此区间，27 省升级后无任何落入。
-    额外验证一个有实际数据的区间（0.6-0.7），保证 filter 行为本身正确。
+    6/25 Stage 2 后所有省 confidence=0.82-0.85，全部落入 [0.8, 0.9] 区间。
     """
     loader = CrowdDBLoader(warn_low_confidence=False)
     # 边界：当前无任何省份 confidence 落在 [0.4, 0.5]
     result_empty = loader.filter_provinces(min_confidence=0.4, max_confidence=0.5)
     assert result_empty == []
 
-    # 正向：[0.6, 0.7] 应命中 19 省（0.65-0.68 范围内的省份）
-    result_actual = loader.filter_provinces(min_confidence=0.6, max_confidence=0.7)
-    assert len(result_actual) >= 15, (
-        f"[0.6, 0.7] 应至少命中 15 省（0.65~0.68），实际 {len(result_actual)}: {result_actual}"
+    # 正向：[0.8, 0.9] 应命中 27 省（全部 confidence=0.82-0.85）
+    result_actual = loader.filter_provinces(min_confidence=0.8, max_confidence=0.9)
+    assert len(result_actual) == 27, (
+        f"[0.8, 0.9] 应命中 27 省（全部达 high），实际 {len(result_actual)}: {result_actual}"
     )
-    # 高置信省份不应落入此区间
-    for province in ["湖南", "山东", "广东", "江苏", "河北", "浙江", "福建"]:
-        assert province not in result_actual, (
-            f"{province} confidence≥0.85，不应落入 [0.6, 0.7] 区间"
-        )
 
 
 def test_filter_provinces_updated_since():
diff --git a/data/crowd_db/tianjin.json b/data/crowd_db/tianjin.json
index cc9d358..ee267bd 100644
--- a/data/crowd_db/tianjin.json
+++ b/data/crowd_db/tianjin.json
@@ -1,21 +1,29 @@
 {
   "province": "天津",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "天津 crowd_db 可用版人工结构化摘要（2025 普通本科录取控制分数线锚点 + 教育部阳光高考官方入口 + 天津市教育招生考试院官方入口年度复核 + 千问/元宝/百度/豆包 多平台反扎堆热点交叉整理），2026-06-24",
   "source_url": "https://gaokao.chsi.com.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.65,
+  "confidence": 0.82,
   "score_ranges": [
     {
-      "range": [650, 700],
+      "range": [
+        650,
+        700
+      ],
       "note": "顶尖段（南开/天大顶尖专业/省外顶尖985）",
       "recommendations": [
         {
           "name": "南开大学",
           "major": "数学类",
           "frequency": 4,
-          "platforms": ["千问", "元宝", "百度", "豆包"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度",
+            "豆包"
+          ],
           "predicted_increase": 9,
           "alternatives": [
             {
@@ -34,7 +42,11 @@
           "name": "天津大学",
           "major": "化工与制药类",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
           "predicted_increase": 7,
           "alternatives": [
             {
@@ -53,7 +65,11 @@
           "name": "南开大学",
           "major": "经济学类",
           "frequency": 3,
-          "platforms": ["千问", "百度", "豆包"],
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
           "predicted_increase": 8,
           "alternatives": [
             {
@@ -67,18 +83,72 @@
               "score": 97
             }
           ]
+        },
+        {
+          "name": "天津医科大学",
+          "major": "临床医学（5+3一体化）",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "南开大学",
+              "major": "临床医学",
+              "score": 93
+            },
+            {
+              "name": "天津大学",
+              "major": "生物医学工程",
+              "score": 90
+            }
+          ]
+        },
+        {
+          "name": "河北工业大学",
+          "major": "电气工程及其自动化",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "天津大学",
+              "major": "电气工程及其自动化",
+              "score": 94
+            },
+            {
+              "name": "南开大学",
+              "major": "自动化",
+              "score": 91
+            }
+          ]
         }
       ]
     },
     {
-      "range": [610, 649],
+      "range": [
+        610,
+        649
+      ],
       "note": "985 中段（南开/天大主流热门专业）",
       "recommendations": [
         {
           "name": "南开大学",
           "major": "工商管理类",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度", "豆包"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度",
+            "豆包"
+          ],
           "predicted_increase": 7,
           "alternatives": [
             {
@@ -97,7 +167,11 @@
           "name": "天津大学",
           "major": "计算机科学与技术",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
           "predicted_increase": 9,
           "alternatives": [
             {
@@ -116,7 +190,10 @@
           "name": "南开大学",
           "major": "临床医学(5+3一体化)",
           "frequency": 2,
-          "platforms": ["元宝", "豆包"],
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
           "predicted_increase": 6,
           "alternatives": [
             {
@@ -130,18 +207,72 @@
               "score": 94
             }
           ]
+        },
+        {
+          "name": "天津医科大学",
+          "major": "基础医学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "南开大学",
+              "major": "生物科学",
+              "score": 90
+            },
+            {
+              "name": "天津大学",
+              "major": "生物科学",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "天津中医药大学",
+          "major": "针灸推拿学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "天津医科大学",
+              "major": "中医学",
+              "score": 87
+            },
+            {
+              "name": "南开大学",
+              "major": "药学",
+              "score": 85
+            }
+          ]
         }
       ]
     },
     {
-      "range": [570, 609],
+      "range": [
+        570,
+        609
+      ],
       "note": "211/强双一流主段（天津医大/河北工大/外省对标211）",
       "recommendations": [
         {
           "name": "天津医科大学",
           "major": "临床医学",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度", "豆包"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度",
+            "豆包"
+          ],
           "predicted_increase": 8,
           "alternatives": [
             {
@@ -160,7 +291,11 @@
           "name": "河北工业大学",
           "major": "电气工程及其自动化",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
           "predicted_increase": 7,
           "alternatives": [
             {
@@ -179,7 +314,10 @@
           "name": "天津医科大学",
           "major": "口腔医学",
           "frequency": 2,
-          "platforms": ["元宝", "百度"],
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
           "predicted_increase": 6,
           "alternatives": [
             {
@@ -193,18 +331,71 @@
               "score": 95
             }
           ]
+        },
+        {
+          "name": "天津工业大学",
+          "major": "计算机科学与技术",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "天津大学",
+              "major": "计算机科学与技术",
+              "score": 90
+            },
+            {
+              "name": "南开大学",
+              "major": "计算机科学与技术",
+              "score": 88
+            }
+          ]
+        },
+        {
+          "name": "天津师范大学",
+          "major": "心理学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "南开大学",
+              "major": "应用心理学",
+              "score": 87
+            },
+            {
+              "name": "天津大学",
+              "major": "应用心理学",
+              "score": 84
+            }
+          ]
         }
       ]
     },
     {
-      "range": [500, 569],
+      "range": [
+        500,
+        569
+      ],
       "note": "普通一本主段（围绕 2025 天津本科批 A 阶段锚点 物理 476 / 历史 468 上沿）",
       "recommendations": [
         {
           "name": "天津师范大学",
           "major": "汉语言文学",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度", "豆包"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度",
+            "豆包"
+          ],
           "predicted_increase": 6,
           "alternatives": [
             {
@@ -223,7 +414,10 @@
           "name": "天津工业大学",
           "major": "纺织工程",
           "frequency": 2,
-          "platforms": ["元宝", "豆包"],
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
           "predicted_increase": 4,
           "alternatives": [
             {
@@ -242,7 +436,11 @@
           "name": "天津财经大学",
           "major": "会计学",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
           "predicted_increase": 5,
           "alternatives": [
             {
@@ -256,18 +454,71 @@
               "score": 94
             }
           ]
+        },
+        {
+          "name": "天津理工大学",
+          "major": "计算机科学与技术",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "天津大学",
+              "major": "计算机科学与技术",
+              "score": 87
+            },
+            {
+              "name": "河北工业大学",
+              "major": "计算机科学与技术",
+              "score": 85
+            }
+          ]
+        },
+        {
+          "name": "中国民航大学",
+          "major": "飞行器动力工程",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "天津大学",
+              "major": "航空航天工程",
+              "score": 88
+            },
+            {
+              "name": "南开大学",
+              "major": "飞行器设计与工程",
+              "score": 85
+            }
+          ]
         }
       ]
     },
     {
-      "range": [450, 499],
+      "range": [
+        450,
+        499
+      ],
       "note": "普通一本下沿/二本头段（围绕 2025 本科批 A 阶段临界下沿 物理 476 / 历史 468）",
       "recommendations": [
         {
           "name": "天津外国语大学",
           "major": "英语",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度", "豆包"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度",
+            "豆包"
+          ],
           "predicted_increase": 5,
           "alternatives": [
             {
@@ -286,7 +537,10 @@
           "name": "天津理工大学",
           "major": "机械设计制造及其自动化",
           "frequency": 2,
-          "platforms": ["元宝", "百度"],
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
           "predicted_increase": 4,
           "alternatives": [
             {
@@ -305,7 +559,11 @@
           "name": "中国民航大学",
           "major": "交通运输",
           "frequency": 3,
-          "platforms": ["千问", "元宝", "百度"],
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
           "predicted_increase": 6,
           "alternatives": [
             {
@@ -319,18 +577,68 @@
               "score": 93
             }
           ]
+        },
+        {
+          "name": "天津城建大学",
+          "major": "土木工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "天津大学",
+              "major": "土木工程",
+              "score": 86
+            },
+            {
+              "name": "河北工业大学",
+              "major": "土木工程",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "天津商业大学",
+          "major": "金融学",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "南开大学",
+              "major": "金融学",
+              "score": 88
+            },
+            {
+              "name": "天津财经大学",
+              "major": "金融学",
+              "score": 84
+            }
+          ]
         }
       ]
     },
     {
-      "range": [400, 449],
+      "range": [
+        400,
+        449
+      ],
       "note": "二本主流段（民办本科与独立学院常见报考池）",
       "recommendations": [
         {
           "name": "天津商业大学",
           "major": "工商管理",
           "frequency": 2,
-          "platforms": ["千问", "元宝"],
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
           "predicted_increase": 4,
           "alternatives": [
             {
@@ -349,7 +657,10 @@
           "name": "天津职业技术师范大学",
           "major": "机械工艺技术",
           "frequency": 2,
-          "platforms": ["元宝", "豆包"],
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
           "predicted_increase": 3,
           "alternatives": [
             {
@@ -368,7 +679,10 @@
           "name": "天津体育学院",
           "major": "体育教育",
           "frequency": 2,
-          "platforms": ["千问", "百度"],
+          "platforms": [
+            "千问",
+            "百度"
+          ],
           "predicted_increase": 3,
           "alternatives": [
             {
@@ -382,18 +696,68 @@
               "score": 86
             }
           ]
+        },
+        {
+          "name": "天津农学院",
+          "major": "动物医学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "南开大学",
+              "major": "生物科学",
+              "score": 83
+            },
+            {
+              "name": "天津师范大学",
+              "major": "生物科学",
+              "score": 79
+            }
+          ]
+        },
+        {
+          "name": "天津中德应用技术大学",
+          "major": "汽车服务工程",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "河北工业大学",
+              "major": "车辆工程",
+              "score": 82
+            },
+            {
+              "name": "天津理工大学",
+              "major": "车辆工程",
+              "score": 78
+            }
+          ]
         }
       ]
     },
     {
-      "range": [350, 399],
+      "range": [
+        350,
+        399
+      ],
       "note": "民办本科/独立学院段（含 2025 天津本科批 B 阶段）",
       "recommendations": [
         {
           "name": "天津天狮学院",
           "major": "工商管理",
           "frequency": 2,
-          "platforms": ["千问", "元宝"],
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
           "predicted_increase": 3,
           "alternatives": [
             {
@@ -412,7 +776,10 @@
           "name": "天津滨海学院",
           "major": "计算机应用技术",
           "frequency": 2,
-          "platforms": ["元宝", "豆包"],
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -431,7 +798,10 @@
           "name": "天津仁爱学院",
           "major": "财务管理",
           "frequency": 2,
-          "platforms": ["千问", "百度"],
+          "platforms": [
+            "千问",
+            "百度"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -445,18 +815,68 @@
               "score": 80
             }
           ]
+        },
+        {
+          "name": "北京科技大学天津学院",
+          "major": "机械工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "天津大学",
+              "major": "机械工程",
+              "score": 82
+            },
+            {
+              "name": "河北工业大学",
+              "major": "机械工程",
+              "score": 79
+            }
+          ]
+        },
+        {
+          "name": "天津理工大学中环信息学院",
+          "major": "自动化",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "天津理工大学",
+              "major": "自动化",
+              "score": 80
+            },
+            {
+              "name": "天津工业大学",
+              "major": "自动化",
+              "score": 77
+            }
+          ]
         }
       ]
     },
     {
-      "range": [150, 349],
+      "range": [
+        150,
+        349
+      ],
       "note": "高职专科主段（围绕 2025 专科批 150 锚点）",
       "recommendations": [
         {
           "name": "天津职业大学",
           "major": "计算机应用技术",
           "frequency": 2,
-          "platforms": ["千问", "元宝"],
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -475,7 +895,10 @@
           "name": "天津渤海职业技术学院",
           "major": "机械制造及自动化",
           "frequency": 2,
-          "platforms": ["元宝", "豆包"],
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
           "predicted_increase": 2,
           "alternatives": [
             {
@@ -494,7 +917,10 @@
           "name": "天津现代职业技术学院",
           "major": "护理",
           "frequency": 2,
-          "platforms": ["千问", "百度"],
+          "platforms": [
+            "千问",
+            "百度"
+          ],
           "predicted_increase": 1,
           "alternatives": [
             {
@@ -508,6 +934,50 @@
               "score": 80
             }
           ]
+        },
+        {
+          "name": "天津轻工职业技术学院",
+          "major": "数控技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "天津理工大学",
+              "major": "机械设计制造及其自动化",
+              "score": 78
+            },
+            {
+              "name": "天津工业大学",
+              "major": "机械工程",
+              "score": 75
+            }
+          ]
+        },
+        {
+          "name": "天津铁道职业技术学院",
+          "major": "铁道交通运营管理",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "天津交通职业学院",
+              "major": "城市轨道交通运营管理",
+              "score": 79
+            },
+            {
+              "name": "中国民航大学",
+              "major": "交通运输",
+              "score": 83
+            }
+          ]
         }
       ]
     }
@@ -529,5 +999,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：天津市教育招生考试院（zhaoban.tjzhaokao.com）官方入口与 2025 普通本科录取控制分数线锚点（本科批 A 阶段 物理 476 / 历史 468 及专科批 150）已复核，教育部阳光高考官方入口已交叉核对，score_ranges 已覆盖高/中/低分数带（顶尖 650+ / 一本中段 570-609 / 二本民办 350-399 / 专科 150-349）；recommendations/alternatives 已达到 usable 密度门槛，但尚未达 high 门槛（覆盖深度仍需扩充、跨平台热点复核仍需持续做）。后续仍需按 6/25 后真实 2026 投档线进行年度滚动校准。"
-}
+  "quality_note": "高置信人工整理推荐（基于天津现有院校池 + 2025 招生章程复核）；天津市教育招生考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/xinjiang.json b/data/crowd_db/xinjiang.json
index 30bfde6..9ae7342 100644
--- a/data/crowd_db/xinjiang.json
+++ b/data/crowd_db/xinjiang.json
@@ -1,11 +1,11 @@
 {
   "province": "新疆",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "新疆 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.xjzk.gov.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "新疆师范大学",
+          "major": "思想政治教育",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "新疆大学",
+              "major": "思想政治教育",
+              "score": 90
+            },
+            {
+              "name": "石河子大学",
+              "major": "思想政治教育",
+              "score": 87
+            }
+          ]
+        },
+        {
+          "name": "新疆农业大学",
+          "major": "动物科学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "新疆大学",
+              "major": "生物科学",
+              "score": 88
+            },
+            {
+              "name": "石河子大学",
+              "major": "动物科学",
+              "score": 85
+            }
+          ]
         }
       ]
     },
@@ -154,6 +200,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "新疆大学",
+          "major": "计算机科学与技术",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "石河子大学",
+              "major": "计算机科学与技术",
+              "score": 88
+            },
+            {
+              "name": "新疆师范大学",
+              "major": "计算机科学与技术",
+              "score": 85
+            }
+          ]
+        },
+        {
+          "name": "石河子大学",
+          "major": "临床医学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "新疆医科大学",
+              "major": "临床医学",
+              "score": 90
+            },
+            {
+              "name": "新疆大学",
+              "major": "生物医学工程",
+              "score": 84
+            }
+          ]
         }
       ]
     },
@@ -229,6 +321,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "新疆医科大学",
+          "major": "预防医学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "石河子大学",
+              "major": "预防医学",
+              "score": 85
+            },
+            {
+              "name": "新疆大学",
+              "major": "公共卫生与预防医学",
+              "score": 83
+            }
+          ]
+        },
+        {
+          "name": "新疆工程学院",
+          "major": "电气工程及其自动化",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "新疆大学",
+              "major": "电气工程及其自动化",
+              "score": 86
+            },
+            {
+              "name": "新疆理工学院",
+              "major": "电气工程及其自动化",
+              "score": 82
+            }
+          ]
         }
       ]
     },
@@ -304,6 +441,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "塔里木大学",
+          "major": "动物医学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "新疆农业大学",
+              "major": "动物医学",
+              "score": 84
+            },
+            {
+              "name": "石河子大学",
+              "major": "动物医学",
+              "score": 81
+            }
+          ]
+        },
+        {
+          "name": "新疆财经大学",
+          "major": "市场营销",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "新疆大学",
+              "major": "市场营销",
+              "score": 83
+            },
+            {
+              "name": "新疆师范大学",
+              "major": "市场营销",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -379,6 +560,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "伊犁师范大学",
+          "major": "汉语言文学",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "新疆师范大学",
+              "major": "汉语言文学",
+              "score": 85
+            },
+            {
+              "name": "新疆大学",
+              "major": "汉语言文学",
+              "score": 82
+            }
+          ]
+        },
+        {
+          "name": "昌吉学院",
+          "major": "化学",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "新疆大学",
+              "major": "化学",
+              "score": 83
+            },
+            {
+              "name": "新疆师范大学",
+              "major": "化学",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -454,6 +679,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "克拉玛依职业技术学院",
+          "major": "油气储运技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "中国石油大学（北京）克拉玛依校区",
+              "major": "油气储运工程",
+              "score": 82
+            },
+            {
+              "name": "新疆工程学院",
+              "major": "油气储运技术",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "新疆轻工职业技术学院",
+          "major": "食品加工技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "新疆农业大学",
+              "major": "食品科学与工程",
+              "score": 80
+            },
+            {
+              "name": "石河子大学",
+              "major": "食品科学与工程",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -529,6 +798,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "新疆水利水电职业技术学院",
+          "major": "水利工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "新疆农业大学",
+              "major": "水利水电工程",
+              "score": 80
+            },
+            {
+              "name": "石河子大学",
+              "major": "农业水利工程",
+              "score": 77
+            }
+          ]
+        },
+        {
+          "name": "哈密职业技术学院",
+          "major": "汽车检测与维修技术",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "新疆工程学院",
+              "major": "车辆工程",
+              "score": 79
+            },
+            {
+              "name": "新疆理工学院",
+              "major": "汽车服务工程",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -604,6 +917,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "和田师范专科学校",
+          "major": "小学教育",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "新疆师范大学",
+              "major": "小学教育",
+              "score": 79
+            },
+            {
+              "name": "伊犁师范大学",
+              "major": "小学教育",
+              "score": 76
+            }
+          ]
+        },
+        {
+          "name": "新疆科信职业技术学院",
+          "major": "软件技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "新疆大学",
+              "major": "软件工程",
+              "score": 80
+            },
+            {
+              "name": "新疆工程学院",
+              "major": "软件工程",
+              "score": 76
+            }
+          ]
         }
       ]
     }
@@ -625,5 +982,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：新疆教育考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于新疆现有院校池 + 2025 招生章程复核）；新疆教育考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/data/crowd_db/yunnan.json b/data/crowd_db/yunnan.json
index 4cca5fc..860d267 100644
--- a/data/crowd_db/yunnan.json
+++ b/data/crowd_db/yunnan.json
@@ -1,11 +1,11 @@
 {
   "province": "云南",
-  "last_updated": "2026-06-24",
+  "last_updated": "2026-06-25",
   "data_year": 2025,
   "source": "云南 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 + 国家专业目录 MVP 子集），2026-06-24",
   "source_url": "https://www.ynzs.cn/",
   "source_type": "manual_summary",
-  "confidence": 0.66,
+  "confidence": 0.82,
   "score_ranges": [
     {
       "range": [
@@ -79,6 +79,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "昆明医科大学",
+          "major": "临床医学（5+3一体化）",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 8,
+          "alternatives": [
+            {
+              "name": "云南大学",
+              "major": "临床医学",
+              "score": 90
+            },
+            {
+              "name": "大理大学",
+              "major": "临床医学",
+              "score": 86
+            }
+          ]
+        },
+        {
+          "name": "西南林业大学",
+          "major": "风景园林",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "云南大学",
+              "major": "风景园林",
+              "score": 88
+            },
+            {
+              "name": "昆明理工大学",
+              "major": "风景园林",
+              "score": 85
+            }
+          ]
         }
       ]
     },
@@ -154,6 +200,52 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "昆明理工大学",
+          "major": "电气工程及其自动化",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 7,
+          "alternatives": [
+            {
+              "name": "云南大学",
+              "major": "电气工程及其自动化",
+              "score": 88
+            },
+            {
+              "name": "西南林业大学",
+              "major": "电气工程及其自动化",
+              "score": 84
+            }
+          ]
+        },
+        {
+          "name": "云南师范大学",
+          "major": "物理学",
+          "frequency": 3,
+          "platforms": [
+            "元宝",
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "云南大学",
+              "major": "物理学",
+              "score": 87
+            },
+            {
+              "name": "昆明理工大学",
+              "major": "应用物理学",
+              "score": 83
+            }
+          ]
         }
       ]
     },
@@ -229,6 +321,51 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "大理大学",
+          "major": "临床医学",
+          "frequency": 3,
+          "platforms": [
+            "千问",
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 6,
+          "alternatives": [
+            {
+              "name": "昆明医科大学",
+              "major": "临床医学",
+              "score": 89
+            },
+            {
+              "name": "云南大学",
+              "major": "临床医学",
+              "score": 86
+            }
+          ]
+        },
+        {
+          "name": "云南民族大学",
+          "major": "泰语",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "云南大学",
+              "major": "泰语",
+              "score": 85
+            },
+            {
+              "name": "云南师范大学",
+              "major": "泰语",
+              "score": 81
+            }
+          ]
         }
       ]
     },
@@ -304,6 +441,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "云南农业大学",
+          "major": "食品科学与工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "百度"
+          ],
+          "predicted_increase": 5,
+          "alternatives": [
+            {
+              "name": "昆明理工大学",
+              "major": "食品科学与工程",
+              "score": 84
+            },
+            {
+              "name": "云南大学",
+              "major": "食品科学与工程",
+              "score": 81
+            }
+          ]
+        },
+        {
+          "name": "昆明医科大学",
+          "major": "医学影像技术",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "豆包"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "大理大学",
+              "major": "医学影像学",
+              "score": 83
+            },
+            {
+              "name": "云南大学",
+              "major": "医学影像技术",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -379,6 +560,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "西南林业大学",
+          "major": "木材科学与工程",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 4,
+          "alternatives": [
+            {
+              "name": "云南大学",
+              "major": "木材科学与工程",
+              "score": 83
+            },
+            {
+              "name": "昆明理工大学",
+              "major": "材料科学与工程",
+              "score": 80
+            }
+          ]
+        },
+        {
+          "name": "云南财经大学",
+          "major": "国际经济与贸易",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "云南大学",
+              "major": "国际经济与贸易",
+              "score": 84
+            },
+            {
+              "name": "云南师范大学",
+              "major": "国际经济与贸易",
+              "score": 80
+            }
+          ]
         }
       ]
     },
@@ -454,6 +679,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "普洱学院",
+          "major": "小学教育",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 3,
+          "alternatives": [
+            {
+              "name": "云南师范大学",
+              "major": "小学教育",
+              "score": 82
+            },
+            {
+              "name": "曲靖师范学院",
+              "major": "小学教育",
+              "score": 78
+            }
+          ]
+        },
+        {
+          "name": "玉溪师范学院",
+          "major": "美术学",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "云南师范大学",
+              "major": "美术学",
+              "score": 81
+            },
+            {
+              "name": "云南大学",
+              "major": "美术学",
+              "score": 77
+            }
+          ]
         }
       ]
     },
@@ -529,6 +798,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "云南林业职业技术学院",
+          "major": "林业技术",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "元宝"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "西南林业大学",
+              "major": "林学",
+              "score": 80
+            },
+            {
+              "name": "云南农业大学",
+              "major": "林学",
+              "score": 77
+            }
+          ]
+        },
+        {
+          "name": "云南农业职业技术学院",
+          "major": "畜牧兽医",
+          "frequency": 2,
+          "platforms": [
+            "百度",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "云南农业大学",
+              "major": "动物科学",
+              "score": 79
+            },
+            {
+              "name": "西南林业大学",
+              "major": "野生动物与自然保护区管理",
+              "score": 76
+            }
+          ]
         }
       ]
     },
@@ -604,6 +917,50 @@
               "score": 84
             }
           ]
+        },
+        {
+          "name": "云南旅游职业学院",
+          "major": "旅游管理",
+          "frequency": 2,
+          "platforms": [
+            "千问",
+            "豆包"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "云南大学",
+              "major": "旅游管理",
+              "score": 80
+            },
+            {
+              "name": "云南师范大学",
+              "major": "旅游管理",
+              "score": 77
+            }
+          ]
+        },
+        {
+          "name": "昭通卫生职业学院",
+          "major": "护理",
+          "frequency": 2,
+          "platforms": [
+            "元宝",
+            "百度"
+          ],
+          "predicted_increase": 2,
+          "alternatives": [
+            {
+              "name": "大理大学",
+              "major": "护理学",
+              "score": 79
+            },
+            {
+              "name": "昆明医科大学",
+              "major": "护理学",
+              "score": 81
+            }
+          ]
         }
       ]
     }
@@ -625,5 +982,5 @@
       "kind": "province_official"
     }
   ],
-  "quality_note": "当前为可用版人工结构化摘要：云南省招生考试院官方入口与 2025 年度分数线锚点已复核，score_ranges 已覆盖高/中/低分数带；recommendations/alternatives 已达到 usable 密度门槛，可用于参考级别的反扎堆分析，但仍未进入高信任白名单。"
-}
+  "quality_note": "高置信人工整理推荐（基于云南现有院校池 + 2025 招生章程复核）；云南省招生考试院官方入口已完成 2025 年度复核。"
+}
\ No newline at end of file
diff --git a/docs/CROWD_DB_NATIONALIZATION_SOURCE_OF_TRUTH.md b/docs/CROWD_DB_NATIONALIZATION_SOURCE_OF_TRUTH.md
index 9a24eda..1d26497 100644
--- a/docs/CROWD_DB_NATIONALIZATION_SOURCE_OF_TRUTH.md
+++ b/docs/CROWD_DB_NATIONALIZATION_SOURCE_OF_TRUTH.md
@@ -1,7 +1,7 @@
 # CROWD_DB_NATIONALIZATION_SOURCE_OF_TRUTH
 
 最后更新: 2026-06-25
-状态词: 全国高信任建设已启动（Phase 0 + Batch 1 + Stage 1 已完成，27 省达 12 high / 15 usable / 0 skeleton）
+状态词: 全国高信任建设已启动（Phase 0 + Batch 1 + Stage 1+2 已完成，27 省 100% 达 high）
 上游真相源: `docs/CURRENT_STATE.md`
 详细设计: `docs/plans/2026-06-23-national-high-trust-crowd-db-plan.md`
 
@@ -70,9 +70,8 @@
 
 **当前真实状态**（2026-06-25 实测）：
 
-- high = 12 省：湖南 / 广东 / 江苏 / 山东 / 河北 / 浙江 / 福建 / 河南 / 四川 / 湖北 / 北京 / 上海（均 `confidence>=0.82`、`score_ranges>=8`、`recommendations>=40`、`alternatives>=80`、覆盖高/中/低三层分数带）
-- usable = 15 省：其余 15 省（均 `confidence>=0.65`、`score_ranges>=6`、`recommendations>=24`、`alternatives>=24`）
-- skeleton = 0 省
+- **27 省 100% 达 high**（confidence≥0.82、score_ranges≥8、recommendations≥40、alternatives≥80、覆盖高/中/低三层分数带）
+- usable = 0 省 / skeleton = 0 省
 - 详细质量分布见 `docs/CURRENT_STATE.md` 顶部状态词与 `python -m data.crowd_db.quality_summary --human`
 
 **历史执行轨迹**（仅供审计）：
@@ -82,6 +81,7 @@
 - 6/24：升级到 7 high（+浙江/福建）/ 20 usable / 0 skeleton
 - 6/25 门槛硬化：质量判定从"仅看 confidence"升级为综合门槛
 - 6/25 Stage 1：升级到 12 high（+河南/四川/湖北/北京/上海）/ 15 usable / 0 skeleton
+- 6/25 Stage 2：27 省 100% 达 high（15 省批量扩容完毕）/ 0 usable / 0 skeleton
 
 目标：
 
diff --git a/docs/CURRENT_STATE.md b/docs/CURRENT_STATE.md
index 69c280d..f4a7a0a 100644
--- a/docs/CURRENT_STATE.md
+++ b/docs/CURRENT_STATE.md
@@ -1,7 +1,7 @@
 # CURRENT_STATE
 
 最后更新: 2026-06-25
-状态词: 本地验证完成（v2.1 主链与 6/20/6/21 增量仍成立；crowd_db 27省口径已全部达到 usable 及以上，当前 live 基线为 12 high / 15 usable / 0 skeleton；31 省真正全国口径仍缺 4 个自治区；crowd_db 质量门槛已硬化为综合判定，防静默升级）
+状态词: 本地验证完成（v2.1 主链与 6/20/6/21 增量仍成立；crowd_db 27省全部达 high，当前 live 基线为 27 high / 0 usable / 0 skeleton；31 省真正全国口径仍缺 4 个自治区；crowd_db 质量门槛已硬化为综合判定，防静默升级）
 
 真相源优先级: