diff --git a/virtual-patient-graph/src/main/java/com/supervision/service/impl/GraphNebulaServiceImpl.java b/virtual-patient-graph/src/main/java/com/supervision/service/impl/GraphNebulaServiceImpl.java
index 7c423b03..d94e33b5 100644
--- a/virtual-patient-graph/src/main/java/com/supervision/service/impl/GraphNebulaServiceImpl.java
+++ b/virtual-patient-graph/src/main/java/com/supervision/service/impl/GraphNebulaServiceImpl.java
@@ -347,7 +347,9 @@ public class GraphNebulaServiceImpl implements GraphNebulaService {
     private void recursionGenerateSingleId(List<TreeNodeVO> firstNodeList) {
         for (TreeNodeVO treeNodeVO : firstNodeList) {
             String uuid = UuidUtils.generateUuid();
-            treeNodeVO.setGraphId(treeNodeVO.getId());
+            if (StrUtil.isBlank(treeNodeVO.getGraphId())) {
+                treeNodeVO.setGraphId(treeNodeVO.getId());
+            }
             treeNodeVO.setId(uuid);
             if (CollUtil.isNotEmpty(treeNodeVO.getChildren())) {
                 recursionGenerateSingleId(treeNodeVO.getChildren());
diff --git a/virtual-patient-web/src/test/java/com/supervision/AskTemplateIdTest.java b/virtual-patient-web/src/test/java/com/supervision/AskTemplateIdTest.java
index 0433e612..c8b6fea4 100644
--- a/virtual-patient-web/src/test/java/com/supervision/AskTemplateIdTest.java
+++ b/virtual-patient-web/src/test/java/com/supervision/AskTemplateIdTest.java
@@ -1,12 +1,14 @@
 package com.supervision;
 
 import cn.hutool.core.collection.CollUtil;
+import cn.hutool.core.io.FileUtil;
 import cn.hutool.core.map.MapUtil;
 import cn.hutool.core.util.ObjectUtil;
 import cn.hutool.core.util.ReUtil;
 import cn.hutool.http.HttpRequest;
 import cn.hutool.http.HttpResponse;
 import cn.hutool.http.HttpUtil;
+import cn.hutool.json.JSONArray;
 import cn.hutool.json.JSONObject;
 import cn.hutool.json.JSONUtil;
 import cn.hutool.poi.excel.ExcelReader;
@@ -27,9 +29,9 @@ import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.boot.test.context.SpringBootTest;
 import org.springframework.test.context.junit4.SpringJUnit4ClassRunner;
 
-import java.util.HashMap;
-import java.util.List;
-import java.util.Map;
+import java.io.File;
+import java.nio.charset.StandardCharsets;
+import java.util.*;
 import java.util.function.Function;
 import java.util.stream.Collectors;
 
@@ -156,9 +158,10 @@ public class AskTemplateIdTest {
 
     @Test
     public void testRasa() {
+        String medicalId = "1";
         List<CommonDic> aqtList = commonDicService.lambdaQuery().eq(CommonDic::getGroupCode, "AQT").isNotNull(CommonDic::getParentId).ne(CommonDic::getParentId, 179).list();
         Map<Long, CommonDic> dictMap = aqtList.stream().collect(Collectors.toMap(CommonDic::getId, Function.identity()));
-        List<AskPatientAnswer> list = askPatientAnswerService.lambdaQuery().isNotNull(AskPatientAnswer::getQuestion).eq(AskPatientAnswer::getAnswerType, 1).list();
+        List<AskPatientAnswer> list = askPatientAnswerService.lambdaQuery().isNotNull(AskPatientAnswer::getQuestion).eq(AskPatientAnswer::getMedicalId, medicalId).list();
         List<AskTemplateQuestionLibrary> libraryList = askTemplateQuestionLibraryService.list();
         Map<String, AskTemplateQuestionLibrary> libraryMap = libraryList.stream().collect(Collectors.toMap(AskTemplateQuestionLibrary::getId, Function.identity()));
         for (AskPatientAnswer answer : list) {
@@ -169,20 +172,91 @@ public class AskTemplateIdTest {
             if (intent.getName().startsWith("Q")) {
                 String id = intent.getName().split("_")[1];
                 if (!id.equals(answer.getLibraryQuestionId())) {
-                    log.info("问题:{}匹配不正确,走了其他回答,期望ID为:{},实际ID为:{},实际分类为:{},期望分类为:{}", bean.getText(), answer.getLibraryQuestionId(), id,
+                    log.info("问题:{}匹配不正确,走了其他回答,实际分类为:{},期望分类为:{},期望ID为:{},实际ID为:{}",
+                            bean.getText(),
                             dictMap.get(libraryMap.get(id).getDictId()).getNameZhPath(),
-                            dictMap.get(libraryMap.get(answer.getLibraryQuestionId()).getDictId()).getNameZhPath()
+                            dictMap.get(libraryMap.get(answer.getLibraryQuestionId()).getDictId()).getNameZhPath(),
+                            answer.getLibraryQuestionId(),
+                            id
 
                     );
                 }
             } else {
-                log.info("问题:{}匹配不正确,走了默认回答", bean.getText());
+                log.info("问题:{}匹配不正确,走了默认回答,期望分类为:{},期望ID为:{}",
+                        bean.getText(),
+                        dictMap.get(libraryMap.get(answer.getLibraryQuestionId()).getDictId()).getNameZhPath(),
+                        answer.getLibraryQuestionId());
             }
 
         }
 
     }
 
+    /**
+     * 相似度匹配数据清洗
+     */
+    @Test
+    public void similarityMatchingDataCleaning() {
+        List<CommonDic> aqtList = commonDicService.lambdaQuery().eq(CommonDic::getGroupCode, "AQT").isNotNull(CommonDic::getParentId).ne(CommonDic::getParentId, 179).list();
+        Map<String, CommonDic> dictMap = aqtList.stream().collect(Collectors.toMap(CommonDic::getNameZhPath, Function.identity()));
+        List<AskTemplateQuestionLibrary> libraryList = askTemplateQuestionLibraryService.list();
+        Map<Long, AskTemplateQuestionLibrary> libraryMap = libraryList.stream().collect(Collectors.toMap(AskTemplateQuestionLibrary::getDictId, Function.identity()));
+        // 遍历match_result.json文件
+        JSONArray jsonArray = JSONUtil.readJSONArray(FileUtil.file("/Users/flevance/Desktop/知识图谱调优/matching_results.json"), StandardCharsets.UTF_8);
+        // 根据测试问题判断,匹配度最高的问题,是不是包含在question列表内,如果不是,就提示
+        for (Object o : jsonArray) {
+            JSONObject jsonObject = (JSONObject) o;
+            String testQuestion = jsonObject.get("测试问题", String.class);
+            // 测试数据对应的意图
+            String intent = jsonObject.get("对应意图", String.class);
+            JSONArray matchList = jsonObject.get("匹配问题", JSONArray.class);
+            // 如果不为空,找到最大的那一个
+            find:
+            if (CollUtil.isNotEmpty(matchList)) {
+                for (Object o1 : matchList) {
+                    JSONObject matchNode = (JSONObject) o1;
+                    Double similarity = matchNode.get("Similarity", Double.class);
+                    String question = matchNode.get("Question", String.class);
+                    CommonDic dic = dictMap.get(intent);
+                    if (ObjectUtil.isEmpty(dic)) {
+                        log.info("测试问题:{},对应意图:{},期望的意图在数据库中未找到", testQuestion, intent);
+                    }
+                    AskTemplateQuestionLibrary askTemplateQuestionLibrary = libraryMap.get(dic.getId());
+                    if (ObjectUtil.isEmpty(askTemplateQuestionLibrary)) {
+                        log.info("测试问题:{},对应意图:{},期望的意图找到了,但是期望意图对应的知识库数据未找到", testQuestion, intent);
+                    }
+                    Set<String> dataBaseQuestionSet = new HashSet<>(askTemplateQuestionLibrary.getQuestion());
+                    if (!dataBaseQuestionSet.contains(question)) {
+                        log.info("测试问题:{},对应意图:{},实际匹配相似度最高的问题为:{},但并不是实际期待匹配的意图", testQuestion, intent, question);
+                    } else {
+                        break find;
+                    }
+                }
+            }
+
+        }
+    }
+
+    @Test
+    public void testQuestionFromExcel() {
+        ExcelReader reader = ExcelUtil.getReader("/Users/flevance/Desktop/知识图谱调优/副本T训练语料.xlsx");
+        List<List<Object>> read = reader.read(1);
+        ArrayList<Map<String, String>> maps = new ArrayList<>();
+        for (List<Object> objects : read) {
+            Map<String, String> node = new HashMap<>();
+            String s0 = (String) objects.get(0);
+            String s1 = (String) objects.get(1);
+            node.put("类目", s0.trim() + "/" + s1.trim());
+            String s2 = (String) objects.get(2);
+            node.put("测试问题", s2.trim());
+            maps.add(node);
+        }
+        JSONArray objects = JSONUtil.parseArray(maps);
+        String stringPretty = objects.toStringPretty();
+        File file = FileUtil.newFile("/Users/flevance/Desktop/知识图谱调优/副本T训练语料.json");
+        FileUtil.writeUtf8String(stringPretty, file);
+    }
+
     @Data
     private static class GptParam {
         private List<GptMessage> messages;