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				@@ -7,7 +7,14 @@ import com.alibaba.fastjson.JSONObject; 
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				 import com.ctrip.framework.apollo.spring.annotation.ApolloJsonValue; 
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				 import com.google.common.collect.Lists; 
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				 import com.tzld.longarticle.recommend.server.common.enums.AccountBusinessTypeEnum; 
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				+import com.tzld.longarticle.recommend.server.mapper.aigc.AigcBaseMapper; 
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				+import com.tzld.longarticle.recommend.server.mapper.longArticle.LongArticleBaseMapper; 
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				 import com.tzld.longarticle.recommend.server.model.entity.aigc.*; 
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				+import com.tzld.longarticle.recommend.server.model.entity.crawler.AccountAvgInfo; 
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				+import com.tzld.longarticle.recommend.server.model.entity.crawler.Article; 
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				+import com.tzld.longarticle.recommend.server.model.entity.crawler.ArticleDetailInfo; 
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				+import com.tzld.longarticle.recommend.server.model.entity.crawler.PublishSortLog; 
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				+import com.tzld.longarticle.recommend.server.model.entity.longArticle.DatastatSortStrategy; 
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				 import com.tzld.longarticle.recommend.server.model.param.MiniprogramTaskParam; 
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				 import com.tzld.longarticle.recommend.server.model.param.PublishContentParam; 
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				 import com.tzld.longarticle.recommend.server.model.vo.IntermediateIndicatorsExport; 
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				@@ -18,13 +25,6 @@ import com.tzld.longarticle.recommend.server.repository.crawler.AccountAvgInfoRe 
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				 import com.tzld.longarticle.recommend.server.repository.crawler.ArticleDetailInfoRepository; 
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				 import com.tzld.longarticle.recommend.server.repository.crawler.ArticleRepository; 
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				 import com.tzld.longarticle.recommend.server.repository.crawler.PublishSortLogRepository; 
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				-import com.tzld.longarticle.recommend.server.model.entity.crawler.AccountAvgInfo; 
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				-import com.tzld.longarticle.recommend.server.model.entity.crawler.Article; 
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				-import com.tzld.longarticle.recommend.server.model.entity.crawler.ArticleDetailInfo; 
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				-import com.tzld.longarticle.recommend.server.model.entity.crawler.PublishSortLog; 
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				-import com.tzld.longarticle.recommend.server.model.entity.longArticle.DatastatSortStrategy; 
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				-import com.tzld.longarticle.recommend.server.mapper.aigc.AigcBaseMapper; 
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				-import com.tzld.longarticle.recommend.server.mapper.longArticle.LongArticleBaseMapper; 
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				 import com.tzld.longarticle.recommend.server.util.DateUtils; 
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				 import com.tzld.longarticle.recommend.server.util.MapBuilder; 
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				 import com.tzld.longarticle.recommend.server.util.feishu.FeiShu; 
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				@@ -174,9 +174,11 @@ public class DataDashboardService { 
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				         for (List<PublishContentParam> partitions : Lists.partition(publishContentParamList, 1000)) { 
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				             publishContents.addAll(aigcBaseMapper.getPublishContentByTitle(partitions)); 
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				         } 
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				-        Map<String, Map<String, PublishContent>> publishContentMap = publishContents.stream().collect( 
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				+        Map<String, Map<String, Map<Long, PublishContent>>> publishContentMap = publishContents.stream() 
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				+                .sorted(Comparator.comparingLong(PublishContent::getPublishTimestamp)).collect( 
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				                 Collectors.groupingBy(PublishContent::getPublishAccountId, 
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				-                        Collectors.toMap(PublishContent::getTitle, o -> o, (existing, replacement) -> existing))); 
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				+                Collectors.groupingBy(PublishContent::getTitle, 
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				+                        Collectors.toMap(PublishContent::getPublishTimestamp, o -> o, (existing, replacement) -> replacement)))); 
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				         // 获取发布内容排版 
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				         List<String> publishContentIds = publishContents.stream().map(PublishContent::getId).collect(Collectors.toList()); 
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				         List<PublishContentLayout> publishContentLayoutList = new ArrayList<>(); 
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				@@ -365,11 +367,27 @@ public class DataDashboardService { 
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				             result.add(obj); 
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				             // aigc 数据 
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				             PublishAccount publishAccount = publishAccountMap.get(article.getGhId()); 
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				-            Map<String, PublishContent> titleContentMap = publishContentMap.get(publishAccount.getId()); 
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				+            Map<String, Map<Long, PublishContent>> titleContentMap = publishContentMap.get(publishAccount.getId()); 
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				             if (Objects.isNull(titleContentMap)) { 
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				                 continue; 
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				             } 
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				-            PublishContent publishContent = titleContentMap.get(article.getTitle()); 
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				+            Map<Long, PublishContent> publishTimeContentMap = titleContentMap.get(article.getTitle()); 
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				+            if (Objects.isNull(publishTimeContentMap) || publishTimeContentMap.isEmpty()) { 
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				+                continue; 
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				+            } 
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				+            PublishContent publishContent = null; 
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				+            for (Map.Entry<Long, PublishContent> entry : publishTimeContentMap.entrySet()) { 
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				+                String publishTime = DateUtils.timestampToYMDStr(entry.getKey() / 1000, "yyyyMMdd"); 
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				+                if (publishTime.equals(date)) { 
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				+                    if (Objects.nonNull(publishContent)) { 
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				+                        if (publishContent.getPublishTimestamp() < entry.getValue().getPublishTimestamp()) { 
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				+                            publishContent = entry.getValue(); 
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				+                        } 
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				+                    } else { 
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				+                        publishContent = entry.getValue(); 
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				+                    } 
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				+                } 
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				+            } 
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				             if (Objects.isNull(publishContent)) { 
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				                 continue; 
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				             } 
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