diff --git a/src/services/ztStaticService.js b/src/services/ztStaticService.js
index ebd18e42..62bf0472 100644
--- a/src/services/ztStaticService.js
+++ b/src/services/ztStaticService.js
@@ -69,7 +69,35 @@ export const fetchDailyAnalysis = async (date) => {
       throw new Error(`HTTP ${response.status}`);
     }
 
-    const data = await response.json();
+    const rawData = await response.json();
+
+    // 转换数据结构：将 stock_codes 替换为完整的 stocks 对象数组
+    // 创建股票代码到股票对象的映射
+    const stockMap = {};
+    (rawData.stocks || []).forEach(stock => {
+      stockMap[stock.scode] = stock;
+    });
+
+    // 转换 sector_data 中的 stock_codes 为 stocks
+    const transformedSectorData = {};
+    if (rawData.sector_data) {
+      Object.entries(rawData.sector_data).forEach(([sectorName, sectorInfo]) => {
+        const stockCodes = sectorInfo.stock_codes || [];
+        const stocks = stockCodes
+          .map(code => stockMap[code])
+          .filter(Boolean);  // 过滤掉未找到的股票
+
+        transformedSectorData[sectorName] = {
+          count: sectorInfo.count,
+          stocks: stocks,
+        };
+      });
+    }
+
+    const data = {
+      ...rawData,
+      sector_data: transformedSectorData,
+    };
 
     // 缓存结果
     cache.daily.set(date, data);