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				@@ -16,6 +16,7 @@ import com.tzld.longarticle.recommend.server.repository.crawler.PublishSortLogRe 
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				 import com.tzld.longarticle.recommend.server.service.RecommendService; 
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				 import com.tzld.longarticle.recommend.server.service.recall.RecallService; 
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				 import com.tzld.longarticle.recommend.server.util.DateUtils; 
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				+import lombok.extern.slf4j.Slf4j; 
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				 import org.apache.poi.ss.usermodel.Cell; 
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				 import org.apache.poi.ss.usermodel.Row; 
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				 import org.apache.poi.ss.usermodel.Sheet; 
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				@@ -25,12 +26,16 @@ import org.junit.jupiter.api.Test; 
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				 import org.springframework.boot.test.context.SpringBootTest; 
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				 import javax.annotation.Resource; 
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				+import java.io.File; 
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				 import java.io.FileOutputStream; 
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				 import java.io.IOException; 
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				+import java.nio.charset.StandardCharsets; 
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				+import java.nio.file.Files; 
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				 import java.util.*; 
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				 import java.util.stream.Collectors; 
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				 @SpringBootTest(classes = Application.class) 
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				+@Slf4j 
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				 public class RecommendTest { 
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				     @Resource 
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				@@ -257,22 +262,12 @@ public class RecommendTest { 
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				     @Test 
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				     public void exportScoreData() { 
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				-        List<String> ghIds = Lists.newArrayList("gh_e24da99dc899", 
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				-                "gh_183d80deffb8", 
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				-                "gh_be8c29139989", 
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				-                "gh_c69776baf2cd", 
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				-                "gh_b15de7c99912", 
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				-                "gh_1d887d61088c", 
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				-                "gh_3ed305b5817f", 
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				-                "gh_3e91f0624545", 
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				-                "gh_30816d8adb52", 
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				-                "gh_970460d9ccec", 
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				-                "gh_749271f1ccd5" 
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				-        ); 
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				-        List<PublishSortLog> sortLogList = publishSortLogRepository.findByGhIdInAndDateStrGreaterThanEqual(ghIds, "20240907"); 
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				+        List<String> strategies = Arrays.asList("ArticleRankV11", "ArticleRankV12"); 
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				+        List<PublishSortLog> sortLogList = publishSortLogRepository.findByStrategyInAndDateStrGreaterThanEqual(strategies, "20240928"); 
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				         sortLogList = sortLogList.stream().filter(o -> o.getIndex() == 1).collect(Collectors.toList()); 
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				         sortLogList.sort(Comparator.comparing(PublishSortLog::getGhId).thenComparing(PublishSortLog::getDateStr)); 
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				-        List<Article> articleList = articleRepository.getByGhIdInAndUpdateTimeGreaterThanAndTypeEquals(ghIds, 1725638400L, "9"); 
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				+        List<String> ghIds = sortLogList.stream().map(PublishSortLog::getGhId).distinct().collect(Collectors.toList()); 
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				+        List<Article> articleList = articleRepository.getByGhIdInAndUpdateTimeGreaterThanAndTypeEquals(ghIds, 1727452800L, "9"); 
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				         articleList = articleList.stream().filter(o -> o.getItemIndex() == 1).collect(Collectors.toList()); 
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				         Map<String, Map<String, Article>> articleMap = articleList.stream().collect(Collectors.groupingBy(Article::getGhId, Collectors.toMap( 
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				                 o -> DateUtils.timestampToYMDStr(o.getUpdateTime(),"yyyyMMdd"), o -> o, 
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				@@ -406,4 +401,126 @@ public class RecommendTest { 
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				         } 
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				     } 
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				+    @Test 
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				+    public void exportFromAliyunLog() { 
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				+ 
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				+        String folderPath = "/Users/wangyunpeng/Downloads/longarticle-recommend-server-test_info-log_20241014_150245.json"; 
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				+ 
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				+        File file = new File(folderPath); 
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				+ 
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				+        Workbook workbook = new XSSFWorkbook(); 
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				+        Sheet sheet = workbook.createSheet("ExampleSheet"); 
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				+        int rowNum = 0; 
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				+        // 创建标题行 
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				+        Row titleRow = sheet.createRow(rowNum); 
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				+        Cell titleCell = titleRow.createCell(0); 
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				+        titleCell.setCellValue("日期"); 
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				+        titleCell = titleRow.createCell(1); 
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				+        titleCell.setCellValue("账号名称"); 
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				+        titleCell = titleRow.createCell(2); 
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				+        titleCell.setCellValue("id"); 
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				+        titleCell = titleRow.createCell(3); 
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				+        titleCell.setCellValue("标题"); 
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				+        titleCell = titleRow.createCell(4); 
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				+        titleCell.setCellValue("策略"); 
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				+        titleCell = titleRow.createCell(5); 
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				+        titleCell.setCellValue("得分"); 
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				+        titleCell = titleRow.createCell(6); 
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				+        titleCell.setCellValue("HisFissionFansRateRateStrategy"); 
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				+        titleCell = titleRow.createCell(7); 
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				+        titleCell.setCellValue("HisFissionAvgReadRateRateStrategy"); 
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				+        titleCell = titleRow.createCell(8); 
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				+        titleCell.setCellValue("PublishTimesStrategy"); 
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				+        titleCell = titleRow.createCell(9); 
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				+        titleCell.setCellValue("ViewCountRateCorrelationStrategy"); 
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				+        titleCell = titleRow.createCell(10); 
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				+        titleCell.setCellValue("HisFissionAvgReadSumRateStrategy"); 
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				+        titleCell = titleRow.createCell(11); 
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				+        titleCell.setCellValue("HisFissionAvgReadRateCorrelationRateStrategy"); 
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				+        titleCell = titleRow.createCell(12); 
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				+        titleCell.setCellValue("HisFissionFansSumRateStrategy"); 
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				+        titleCell = titleRow.createCell(13); 
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				+        titleCell.setCellValue("SimilarityStrategy"); 
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				+        titleCell = titleRow.createCell(14); 
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				+        titleCell.setCellValue("ViewCountStrategy"); 
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				+        titleCell = titleRow.createCell(15); 
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				+        titleCell.setCellValue("ViewCountRateStrategy"); 
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				+        titleCell = titleRow.createCell(16); 
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				+        titleCell.setCellValue("HisFissionDeWeightAvgReadSumRateStrategy"); 
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				+        try { 
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				+            String content = new String(Files.readAllBytes(file.toPath()), StandardCharsets.UTF_8); 
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				+            JSONArray jsonArray = JSONArray.parseArray(content); 
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				+            for (Object o : jsonArray) { 
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				+                JSONObject jsonObject = (JSONObject) o; 
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				+                Long time = jsonObject.getLong("__time__"); 
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				+                String message = jsonObject.getString("message"); 
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				+                int index = message.indexOf("["); 
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				+                String info = message.substring(0, index); 
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				+                String strategy = info.substring(0, info.indexOf(" ")); 
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				+                String accountName = info.substring(info.indexOf(" ")).replace("账号名称 ", "") 
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				+                        .replace(" 头条评分结果", ""); 
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				+                String json = message.substring(index); 
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				+                JSONArray scoreArray = JSONArray.parseArray(json); 
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				+                for (Object scoreJSON : scoreArray) { 
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				+                    JSONObject scoreObject = (JSONObject) scoreJSON; 
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				+                    String id = scoreObject.getString("id"); 
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				+                    String title = scoreObject.getString("title"); 
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				+                    String score = scoreObject.getString("score"); 
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				+                    String scoreMapStr = scoreObject.getString("scoreMap"); 
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				+                    rowNum++; 
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				+                    Row row = sheet.createRow(rowNum); 
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				+                    Cell cell = row.createCell(0); 
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				+                    cell.setCellValue(DateUtils.timestampToYMDStr(time, "yyyyMMdd")); 
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				+                    cell = row.createCell(1); 
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				+                    cell.setCellValue(accountName); 
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				+                    cell = row.createCell(2); 
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				+                    cell.setCellValue(id); 
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				+                    cell = row.createCell(3); 
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				+                    cell.setCellValue(title); 
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				+                    cell = row.createCell(4); 
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				+                    cell.setCellValue(strategy); 
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				+                    cell = row.createCell(5); 
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				+                    cell.setCellValue(score); 
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				+                    cell = row.createCell(6); 
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				+                    JSONObject scoreMap = JSONObject.parseObject(scoreMapStr); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionFansRateRateStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(7); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionAvgReadRateRateStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(8); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("PublishTimesStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(9); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("ViewCountRateCorrelationStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(10); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionAvgReadSumRateStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(11); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionAvgReadRateCorrelationRateStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(12); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionFansSumRateStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(13); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("SimilarityStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(14); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("ViewCountStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(15); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("ViewCountRateStrategy")).orElse(0.0))); 
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				+                    cell = row.createCell(16); 
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				+                    cell.setCellValue(String.format("%.3f", Optional.of(scoreMap.getDoubleValue("HisFissionDeWeightAvgReadSumRateStrategy")).orElse(0.0))); 
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				+                } 
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				+            } 
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				+ 
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				+            try (FileOutputStream outputStream = new FileOutputStream("/Users/wangyunpeng/Downloads/example.xlsx")) { 
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				+                workbook.write(outputStream); 
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				+            } catch (IOException e) { 
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				+                e.printStackTrace(); 
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				+            } finally { 
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				+                try { 
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				+                    workbook.close(); 
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				+                } catch (IOException e) { 
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				+                    e.printStackTrace(); 
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				+                } 
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				+            } 
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				+        } catch (Exception e) { 
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				+            log.error("readFileError fileName:{}", file.getName(), e); 
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				+        } 
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				+    } 
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				+ 
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				 } 
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