sentiment analysisi

web/src/components/Analytics.tsx

@@ -138,6 +138,43 @@ interface DashboardCardsResponse {
   error?: string;
 }
 
+// 添加平台分布API响应接口
+interface PlatformDistributionResponse {
+  success: boolean;
+  data: {
+    platform: string;
+    count: number;
+    percentage: number;
+  }[];
+  metadata: {
+    total: number;
+    event_type: string;
+  };
+  error?: string;
+}
+
+// 添加情感分析API响应接口
+interface SentimentAnalysisResponse {
+  success: boolean;
+  data: {
+    positive: {
+      count: number;
+      percentage: number;
+    };
+    neutral: {
+      count: number;
+      percentage: number;
+    };
+    negative: {
+      count: number;
+      percentage: number;
+    };
+    total: number;
+    average_score: number;
+  };
+  error?: string;
+}
+
 // 添加留言趋势API响应接口
 interface CommentTrendResponse {
   success: boolean;
@@ -220,6 +257,12 @@ const Analytics: React.FC = () => {
   const [cardsLoading, setCardsLoading] = useState(true);
   const [cardsError, setCardsError] = useState<string | null>(null);
   
+  const [platformLoading, setPlatformLoading] = useState(true);
+  const [platformError, setPlatformError] = useState<string | null>(null);
+  const [sentimentLoading, setSentimentLoading] = useState(true);
+  const [sentimentError, setSentimentError] = useState<string | null>(null);
+  const [sentimentScore, setSentimentScore] = useState(0);
+  
   // 获取KOL概览数据
   const fetchKolOverviewData = async () => {
     setKolLoading(true);
@@ -301,21 +344,17 @@ const Analytics: React.FC = () => {
     // 获取留言趋势数据
     fetchCommentTrend();
     
+    // 获取平台分布数据
+    fetchPlatformDistribution();
+    
+    // 获取情感分析数据
+    fetchSentimentAnalysis();
+    
     const fetchAnalyticsData = async () => {
       try {
         setLoading(true);
         
-        // Set default platform distribution data
-        setPlatformData([
-          { name: 'Facebook', value: 35, color: '#1877F2' },
-          { name: 'Twitter', value: 25, color: '#1DA1F2' },
-          { name: 'Instagram', value: 20, color: '#E4405F' },
-          { name: 'LinkedIn', value: 15, color: '#0A66C2' },
-          { name: 'YouTube', value: 5, color: '#FF0000' }
-        ]);
-
-        // Set mock sentiment data
-        setSentimentData({ positive: 65, neutral: 20, negative: 15 });
+        // 删除平台分布的硬编码数据，使用API数据替代
 
         // Set mock status data
         setStatusData([
@@ -999,6 +1038,180 @@ const Analytics: React.FC = () => {
     }
   };
 
+  // 获取平台分布数据
+  const fetchPlatformDistribution = async () => {
+    try {
+      setPlatformLoading(true);
+      setPlatformError(null);
+      
+      // 构建平台分布API URL
+      const url = `http://localhost:4000/api/analytics/platform-distribution?timeRange=${timeRange}`;
+      
+      // 添加项目过滤参数（如果选择了特定项目）
+      const urlWithFilters = selectedProject !== 'all' 
+        ? `${url}&projectId=${selectedProject}` 
+        : url;
+      
+      // 添加平台过滤参数（如果选择了特定平台）
+      const finalUrl = selectedPlatform !== 'all' 
+        ? `${urlWithFilters}&platform=${selectedPlatform}` 
+        : urlWithFilters;
+      
+      console.log('请求平台分布数据URL:', finalUrl);
+      
+      // 添加认证头
+      const authToken = 'eyJhbGciOiJIUzI1NiIsImtpZCI6Inl3blNGYnRBOGtBUnl4UmUiLCJ0eXAiOiJKV1QifQ.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.VuUX2yhqN-FZseKL8fQG91i1cohfRqW2m1Z8CIWhZuk';
+      
+      const response = await fetch(finalUrl, {
+        headers: {
+          'accept': 'application/json',
+          'Authorization': `Bearer ${authToken}`
+        }
+      });
+      
+      if (response.ok) {
+        const result = await response.json() as PlatformDistributionResponse;
+        console.log('成功获取平台分布数据:', result);
+        
+        if (result.success) {
+          // 平台名称规范化并合并相同平台（大小写不同）
+          const platformMap = new Map<string, { count: number; percentage: number; color: string }>();
+          
+          // 为不同平台分配颜色
+          const platformColors: Record<string, string> = {
+            'facebook': '#1877F2',
+            'twitter': '#1DA1F2',
+            'instagram': '#E4405F',
+            'linkedin': '#0A66C2',
+            'youtube': '#FF0000',
+            'tiktok': '#000000',
+            'xiaohongshu': '#FF0000'
+          };
+          
+          // 处理并合并平台数据
+          result.data.forEach((item) => {
+            const platformLower = item.platform.toLowerCase();
+            const existingData = platformMap.get(platformLower);
+            
+            if (existingData) {
+              // 合并相同平台（大小写不同）的数据
+              platformMap.set(platformLower, {
+                count: existingData.count + item.count,
+                percentage: existingData.percentage + item.percentage,
+                color: existingData.color
+              });
+            } else {
+              // 添加新平台数据
+              platformMap.set(platformLower, {
+                count: item.count,
+                percentage: item.percentage,
+                color: platformColors[platformLower] || '#808080' // 默认为灰色
+              });
+            }
+          });
+          
+          // 将处理后的数据转换为AnalyticsData数组
+          const mappedData: AnalyticsData[] = Array.from(platformMap.entries()).map(([name, data]) => ({
+            name: name,
+            value: data.count,
+            percentage: data.percentage,
+            color: data.color
+          }));
+          
+          // 按百分比降序排序
+          mappedData.sort((a, b) => (b.percentage || 0) - (a.percentage || 0));
+          
+          // 更新状态
+          setPlatformData(mappedData);
+          
+          // 如果API返回了模拟数据标志
+          if ('is_mock_data' in result && result.is_mock_data) {
+            console.info('注意: 使用的是模拟平台分布数据');
+          }
+        } else {
+          setPlatformError(result.error || '获取平台分布数据失败');
+          console.error('API调用失败:', result.error || '未知错误');
+        }
+      } else {
+        const errorText = await response.text();
+        setPlatformError(`获取失败 (${response.status}): ${errorText}`);
+        console.error('获取平台分布数据失败，HTTP状态:', response.status, errorText);
+      }
+    } catch (error) {
+      setPlatformError(`获取平台分布数据时发生错误: ${error instanceof Error ? error.message : String(error)}`);
+      console.error('获取平台分布数据时发生错误:', error);
+    } finally {
+      setPlatformLoading(false);
+    }
+  };
+
+  // 获取情感分析数据
+  const fetchSentimentAnalysis = async () => {
+    try {
+      setSentimentLoading(true);
+      setSentimentError(null);
+      
+      // 构建情感分析API URL
+      const url = `http://localhost:4000/api/analytics/sentiment-analysis?timeRange=${timeRange}`;
+      
+      // 添加项目过滤参数（如果选择了特定项目）
+      const urlWithFilters = selectedProject !== 'all' 
+        ? `${url}&projectId=${selectedProject}` 
+        : url;
+      
+      // 添加平台过滤参数（如果选择了特定平台）
+      const finalUrl = selectedPlatform !== 'all' 
+        ? `${urlWithFilters}&platform=${selectedPlatform}` 
+        : urlWithFilters;
+      
+      console.log('请求情感分析数据URL:', finalUrl);
+      
+      // 添加认证头
+      const authToken = 'eyJhbGciOiJIUzI1NiIsImtpZCI6Inl3blNGYnRBOGtBUnl4UmUiLCJ0eXAiOiJKV1QifQ.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.VuUX2yhqN-FZseKL8fQG91i1cohfRqW2m1Z8CIWhZuk';
+      
+      const response = await fetch(finalUrl, {
+        headers: {
+          'accept': 'application/json',
+          'Authorization': `Bearer ${authToken}`
+        }
+      });
+      
+      if (response.ok) {
+        const result = await response.json() as SentimentAnalysisResponse;
+        console.log('成功获取情感分析数据:', result);
+        
+        if (result.success) {
+          // 更新状态
+          setSentimentData({
+            positive: result.data.positive.percentage,
+            neutral: result.data.neutral.percentage,
+            negative: result.data.negative.percentage
+          });
+          
+          // 设置平均情感分数
+          setSentimentScore(result.data.average_score);
+          
+          // 如果API返回了模拟数据标志
+          if ('is_mock_data' in result && result.is_mock_data) {
+            console.info('注意: 使用的是模拟情感分析数据');
+          }
+        } else {
+          setSentimentError(result.error || '获取情感分析数据失败');
+          console.error('API调用失败:', result.error || '未知错误');
+        }
+      } else {
+        const errorText = await response.text();
+        setSentimentError(`获取失败 (${response.status}): ${errorText}`);
+        console.error('获取情感分析数据失败，HTTP状态:', response.status, errorText);
+      }
+    } catch (error) {
+      setSentimentError(`获取情感分析数据时发生错误: ${error instanceof Error ? error.message : String(error)}`);
+      console.error('获取情感分析数据时发生错误:', error);
+    } finally {
+      setSentimentLoading(false);
+    }
+  };
+
   return (
     <div className="flex-1 overflow-auto">
       <div className="p-6">
@@ -1584,6 +1797,22 @@ const Analytics: React.FC = () => {
               {/* 平台分布 */}
               <div className="p-6 bg-white rounded-lg shadow">
                 <h3 className="mb-4 text-lg font-medium text-gray-800">平台分布</h3>
+                {platformLoading ? (
+                  <div className="flex flex-col items-center justify-center h-64">
+                    <div className="w-12 h-12 border-4 border-blue-500 rounded-full border-t-transparent animate-spin"></div>
+                    <p className="mt-4 text-gray-600">加载平台分布数据中...</p>
+                  </div>
+                ) : platformError ? (
+                  <div className="flex flex-col items-center justify-center h-64 p-4 rounded-lg bg-red-50">
+                    <AlertTriangle className="w-10 h-10 mb-2 text-red-500" />
+                    <p className="text-center text-red-600">{platformError}</p>
+                  </div>
+                ) : platformData.length === 0 ? (
+                  <div className="flex flex-col items-center justify-center h-64 p-4 rounded-lg bg-gray-50">
+                    <PieChart className="w-10 h-10 mb-2 text-gray-400" />
+                    <p className="text-center text-gray-600">没有找到平台分布数据</p>
+                  </div>
+                ) : (
                   <div className="space-y-4">
                     {platformData.map((item, index) => (
                       <div key={index}>
@@ -1591,23 +1820,30 @@ const Analytics: React.FC = () => {
                           <div className="flex items-center">
                             {getPlatformIcon(item.name)}
                             <span className="ml-2 text-sm font-medium text-gray-700">
-                            {item.name === 'xiaohongshu' ? '小红书' : item.name}
+                              {item.name === 'xiaohongshu' ? '小红书' : 
+                               item.name === 'youtube' ? 'YouTube' : 
+                               item.name === 'tiktok' ? 'TikTok' : 
+                               item.name.charAt(0).toUpperCase() + item.name.slice(1)}
                             </span>
                           </div>
                           <div className="flex items-center">
                             <span className="mr-2 text-sm text-gray-500">{item.value} 则留言</span>
-                          <span className="text-sm font-medium text-gray-700">{item.percentage}%</span>
+                            <span className="text-sm font-medium text-gray-700">{item.percentage?.toFixed(1)}%</span>
                           </div>
                         </div>
                         <div className="w-full h-2 bg-gray-200 rounded-full">
                           <div 
-                          className={`${getPlatformColor(item.name)} h-2 rounded-full transition-all duration-500 ease-in-out`} 
-                          style={{ width: `${item.percentage}%` }}
+                            className={`h-2 rounded-full transition-all duration-500 ease-in-out`}
+                            style={{ 
+                              width: `${item.percentage}%`, 
+                              backgroundColor: item.color || getPlatformColorHex(item.name) 
+                            }}
                           ></div>
                         </div>
                       </div>
                     ))}
                   </div>
+                )}
               </div>
 
               {/* 审核状态分布 */}
@@ -1656,28 +1892,42 @@ const Analytics: React.FC = () => {
             {/* 情感分析详情 */}
             <div className="p-6 bg-white rounded-lg shadow">
               <h3 className="mb-4 text-lg font-medium text-gray-800">情感分析详情</h3>
+              {sentimentLoading ? (
+                <div className="flex flex-col items-center justify-center h-64">
+                  <div className="w-12 h-12 border-4 border-blue-500 rounded-full border-t-transparent animate-spin"></div>
+                  <p className="mt-4 text-gray-600">加载情感分析数据中...</p>
+                </div>
+              ) : sentimentError ? (
+                <div className="flex flex-col items-center justify-center h-64 p-4 rounded-lg bg-red-50">
+                  <AlertTriangle className="w-10 h-10 mb-2 text-red-500" />
+                  <p className="text-center text-red-600">{sentimentError}</p>
+                </div>
+              ) : (
+                <>
                   <div className="flex justify-center mb-6">
                     <div className="relative w-48 h-12 rounded-lg bg-gradient-to-r from-red-500 via-yellow-400 to-green-500">
                       <div 
                         className="absolute top-0 w-1 h-full transform -translate-x-1/2 bg-black border-2 border-white rounded-full"
-                    style={{ left: `${sentimentData.positive}%` }}
+                        style={{ left: `${sentimentScore * 100}%` }}
                       ></div>
                     </div>
                   </div>
                   <div className="grid grid-cols-3 gap-4 text-center">
                     <div>
                       <p className="text-sm font-medium text-gray-500">负面</p>
-                  <p className="text-lg font-bold text-red-500">{sentimentData.negative}%</p>
+                      <p className="text-lg font-bold text-red-500">{sentimentData.negative.toFixed(1)}%</p>
                     </div>
                     <div>
                       <p className="text-sm font-medium text-gray-500">中性</p>
-                  <p className="text-lg font-bold text-yellow-500">{sentimentData.neutral}%</p>
+                      <p className="text-lg font-bold text-yellow-500">{sentimentData.neutral.toFixed(1)}%</p>
                     </div>
                     <div>
                       <p className="text-sm font-medium text-gray-500">正面</p>
-                  <p className="text-lg font-bold text-green-500">{sentimentData.positive}%</p>
+                      <p className="text-lg font-bold text-green-500">{sentimentData.positive.toFixed(1)}%</p>
                     </div>
                   </div>
+                </>
+              )}
             </div>
 
             {/* 热门文章 */}
@@ -1706,3 +1956,28 @@ const Analytics: React.FC = () => {
 };
 
 export default Analytics;
+
+// 辅助函数：获取平台的十六进制颜色代码
+const getPlatformColorHex = (platform: string): string => {
+  const platformLower = platform.toLowerCase();
+  switch (platformLower) {
+    case 'facebook':
+      return '#1877F2';
+    case 'threads':
+      return '#000000';
+    case 'twitter':
+      return '#1DA1F2';
+    case 'instagram':
+      return '#E4405F';
+    case 'linkedin':
+      return '#0A66C2';
+    case 'xiaohongshu':
+      return '#FF0000';
+    case 'youtube':
+      return '#FF0000';
+    case 'tiktok':
+      return '#000000';
+    default:
+      return '#808080'; // 默认灰色
+  }
+};