diff --git a/main_juxiting.py b/main_juxiting.py
index a6371e9..2e50c57 100644
--- a/main_juxiting.py
+++ b/main_juxiting.py
@@ -117,20 +117,21 @@ def predict_main():
         None
     """
     end_time = global_config['end_time']
+    signature = BinanceAPI(APPID, SECRET)
+    etadata = EtaReader(signature=signature,
+                        classifylisturl=global_config['classifylisturl'],
+                        classifyidlisturl=global_config['classifyidlisturl'],
+                        edbcodedataurl=global_config['edbcodedataurl'],
+                        edbcodelist=global_config['edbcodelist'],
+                        edbdatapushurl=global_config['edbdatapushurl'],
+                        edbdeleteurl=global_config['edbdeleteurl'],
+                        edbbusinessurl=global_config['edbbusinessurl'],
+                        classifyId=global_config['ClassifyId'],
+                        )
     # 获取数据
     if is_eta:
         logger.info('从eta获取数据...')
-        signature = BinanceAPI(APPID, SECRET)
-        etadata = EtaReader(signature=signature,
-                            classifylisturl=global_config['classifylisturl'],
-                            classifyidlisturl=global_config['classifyidlisturl'],
-                            edbcodedataurl=global_config['edbcodedataurl'],
-                            edbcodelist=global_config['edbcodelist'],
-                            edbdatapushurl=global_config['edbdatapushurl'],
-                            edbdeleteurl=global_config['edbdeleteurl'],
-                            edbbusinessurl=global_config['edbbusinessurl'],
-                            classifyId=global_config['ClassifyId'],
-                            )
+        
         df_zhibiaoshuju, df_zhibiaoliebiao = etadata.get_eta_api_pp_data(
             data_set=data_set, dataset=dataset)  # 原始数据，未处理
 
@@ -330,7 +331,7 @@ def predict_main():
              test_size=global_config['test_size'],
              settings=global_config['settings'],
              now=now,
-             etadata=global_config['etadata'],
+             etadata=etadata,
              modelsindex=global_config['modelsindex'],
              data=data,
              is_eta=global_config['is_eta'],
diff --git a/main_juxiting_yuedu.py b/main_juxiting_yuedu.py
index cd7ff96..18fa96e 100644
--- a/main_juxiting_yuedu.py
+++ b/main_juxiting_yuedu.py
@@ -117,20 +117,21 @@ def predict_main():
         None
     """
     end_time = global_config['end_time']
+    signature = BinanceAPI(APPID, SECRET)
+    etadata = EtaReader(signature=signature,
+                        classifylisturl=global_config['classifylisturl'],
+                        classifyidlisturl=global_config['classifyidlisturl'],
+                        edbcodedataurl=global_config['edbcodedataurl'],
+                        edbcodelist=global_config['edbcodelist'],
+                        edbdatapushurl=global_config['edbdatapushurl'],
+                        edbdeleteurl=global_config['edbdeleteurl'],
+                        edbbusinessurl=global_config['edbbusinessurl'],
+                        classifyId=global_config['ClassifyId'],
+                        )
     # 获取数据
     if is_eta:
         logger.info('从eta获取数据...')
-        signature = BinanceAPI(APPID, SECRET)
-        etadata = EtaReader(signature=signature,
-                            classifylisturl=global_config['classifylisturl'],
-                            classifyidlisturl=global_config['classifyidlisturl'],
-                            edbcodedataurl=global_config['edbcodedataurl'],
-                            edbcodelist=global_config['edbcodelist'],
-                            edbdatapushurl=global_config['edbdatapushurl'],
-                            edbdeleteurl=global_config['edbdeleteurl'],
-                            edbbusinessurl=global_config['edbbusinessurl'],
-                            classifyId=global_config['ClassifyId'],
-                            )
+        
         df_zhibiaoshuju, df_zhibiaoliebiao = etadata.get_eta_api_pp_data(
             data_set=data_set, dataset=dataset)  # 原始数据，未处理
 
@@ -330,7 +331,7 @@ def predict_main():
              test_size=global_config['test_size'],
              settings=global_config['settings'],
              now=now,
-             etadata=global_config['etadata'],
+             etadata=etadata,
              modelsindex=global_config['modelsindex'],
              data=data,
              is_eta=global_config['is_eta'],
diff --git a/main_juxiting_zhoudu.py b/main_juxiting_zhoudu.py
index 92844e9..8fbe322 100644
--- a/main_juxiting_zhoudu.py
+++ b/main_juxiting_zhoudu.py
@@ -117,20 +117,21 @@ def predict_main():
         None
     """
     end_time = global_config['end_time']
+    signature = BinanceAPI(APPID, SECRET)
+    etadata = EtaReader(signature=signature,
+                        classifylisturl=global_config['classifylisturl'],
+                        classifyidlisturl=global_config['classifyidlisturl'],
+                        edbcodedataurl=global_config['edbcodedataurl'],
+                        edbcodelist=global_config['edbcodelist'],
+                        edbdatapushurl=global_config['edbdatapushurl'],
+                        edbdeleteurl=global_config['edbdeleteurl'],
+                        edbbusinessurl=global_config['edbbusinessurl'],
+                        classifyId=global_config['ClassifyId'],
+                        )
     # 获取数据
     if is_eta:
         logger.info('从eta获取数据...')
-        signature = BinanceAPI(APPID, SECRET)
-        etadata = EtaReader(signature=signature,
-                            classifylisturl=global_config['classifylisturl'],
-                            classifyidlisturl=global_config['classifyidlisturl'],
-                            edbcodedataurl=global_config['edbcodedataurl'],
-                            edbcodelist=global_config['edbcodelist'],
-                            edbdatapushurl=global_config['edbdatapushurl'],
-                            edbdeleteurl=global_config['edbdeleteurl'],
-                            edbbusinessurl=global_config['edbbusinessurl'],
-                            classifyId=global_config['ClassifyId'],
-                            )
+        
         df_zhibiaoshuju, df_zhibiaoliebiao = etadata.get_eta_api_pp_data(
             data_set=data_set, dataset=dataset)  # 原始数据，未处理
 
@@ -330,7 +331,7 @@ def predict_main():
              test_size=global_config['test_size'],
              settings=global_config['settings'],
              now=now,
-             etadata=global_config['etadata'],
+             etadata=etadata,
              modelsindex=global_config['modelsindex'],
              data=data,
              is_eta=global_config['is_eta'],
diff --git a/main_yuanyou.py b/main_yuanyou.py
index e158092..2f9e4ef 100644
--- a/main_yuanyou.py
+++ b/main_yuanyou.py
@@ -120,20 +120,21 @@ def predict_main():
         None
     """
     end_time = global_config['end_time']
+    signature = BinanceAPI(APPID, SECRET)
+    etadata = EtaReader(signature=signature,
+                        classifylisturl=global_config['classifylisturl'],
+                        classifyidlisturl=global_config['classifyidlisturl'],
+                        edbcodedataurl=global_config['edbcodedataurl'],
+                        edbcodelist=global_config['edbcodelist'],
+                        edbdatapushurl=global_config['edbdatapushurl'],
+                        edbdeleteurl=global_config['edbdeleteurl'],
+                        edbbusinessurl=global_config['edbbusinessurl'],
+                        classifyId=global_config['ClassifyId'],
+                        )
     # 获取数据
     if is_eta:
         logger.info('从eta获取数据...')
-        signature = BinanceAPI(APPID, SECRET)
-        etadata = EtaReader(signature=signature,
-                            classifylisturl=global_config['classifylisturl'],
-                            classifyidlisturl=global_config['classifyidlisturl'],
-                            edbcodedataurl=global_config['edbcodedataurl'],
-                            edbcodelist=global_config['edbcodelist'],
-                            edbdatapushurl=global_config['edbdatapushurl'],
-                            edbdeleteurl=global_config['edbdeleteurl'],
-                            edbbusinessurl=global_config['edbbusinessurl'],
-                            classifyId=global_config['ClassifyId'],
-                            )
+        
         df_zhibiaoshuju, df_zhibiaoliebiao = etadata.get_eta_api_yuanyou_data(
             data_set=data_set, dataset=dataset)  # 原始数据，未处理
 
@@ -333,7 +334,7 @@ def predict_main():
              test_size=global_config['test_size'],
              settings=global_config['settings'],
              now=now,
-             etadata=global_config['etadata'],
+             etadata=etadata,
              modelsindex=global_config['modelsindex'],
              data=data,
              is_eta=global_config['is_eta'],
diff --git a/main_yuanyou_yuedu.py b/main_yuanyou_yuedu.py
index ba468a8..9b57366 100644
--- a/main_yuanyou_yuedu.py
+++ b/main_yuanyou_yuedu.py
@@ -189,20 +189,21 @@ def predict_main():
         None
     """
     end_time = global_config['end_time']
+    signature = BinanceAPI(APPID, SECRET)
+    etadata = EtaReader(signature=signature,
+                        classifylisturl=global_config['classifylisturl'],
+                        classifyidlisturl=global_config['classifyidlisturl'],
+                        edbcodedataurl=global_config['edbcodedataurl'],
+                        edbcodelist=global_config['edbcodelist'],
+                        edbdatapushurl=global_config['edbdatapushurl'],
+                        edbdeleteurl=global_config['edbdeleteurl'],
+                        edbbusinessurl=global_config['edbbusinessurl'],
+                        classifyId=global_config['ClassifyId'],
+                        )
     # 获取数据
     if is_eta:
         logger.info('从eta获取数据...')
-        signature = BinanceAPI(APPID, SECRET)
-        etadata = EtaReader(signature=signature,
-                            classifylisturl=global_config['classifylisturl'],
-                            classifyidlisturl=global_config['classifyidlisturl'],
-                            edbcodedataurl=global_config['edbcodedataurl'],
-                            edbcodelist=global_config['edbcodelist'],
-                            edbdatapushurl=global_config['edbdatapushurl'],
-                            edbdeleteurl=global_config['edbdeleteurl'],
-                            edbbusinessurl=global_config['edbbusinessurl'],
-                            classifyId=global_config['ClassifyId'],
-                            )
+        
         df_zhibiaoshuju, df_zhibiaoliebiao = etadata.get_eta_api_yuanyou_data(
             data_set=data_set, dataset=dataset)  # 原始数据，未处理
 
@@ -402,7 +403,7 @@ def predict_main():
              test_size=global_config['test_size'],
              settings=global_config['settings'],
              now=now,
-             etadata=global_config['etadata'],
+             etadata=etadata,
              modelsindex=global_config['modelsindex'],
              data=data,
              is_eta=global_config['is_eta'],
diff --git a/main_yuanyou_zhoudu.py b/main_yuanyou_zhoudu.py
index a131597..6d38deb 100644
--- a/main_yuanyou_zhoudu.py
+++ b/main_yuanyou_zhoudu.py
@@ -173,20 +173,22 @@ def predict_main():
         None
     """
     end_time = global_config['end_time']
+
+    signature = BinanceAPI(APPID, SECRET)
+    etadata = EtaReader(signature=signature,
+                        classifylisturl=global_config['classifylisturl'],
+                        classifyidlisturl=global_config['classifyidlisturl'],
+                        edbcodedataurl=global_config['edbcodedataurl'],
+                        edbcodelist=global_config['edbcodelist'],
+                        edbdatapushurl=global_config['edbdatapushurl'],
+                        edbdeleteurl=global_config['edbdeleteurl'],
+                        edbbusinessurl=global_config['edbbusinessurl'],
+                        classifyId=global_config['ClassifyId'],
+                        )
     # 获取数据
     if is_eta:
         logger.info('从eta获取数据...')
-        signature = BinanceAPI(APPID, SECRET)
-        etadata = EtaReader(signature=signature,
-                            classifylisturl=global_config['classifylisturl'],
-                            classifyidlisturl=global_config['classifyidlisturl'],
-                            edbcodedataurl=global_config['edbcodedataurl'],
-                            edbcodelist=global_config['edbcodelist'],
-                            edbdatapushurl=global_config['edbdatapushurl'],
-                            edbdeleteurl=global_config['edbdeleteurl'],
-                            edbbusinessurl=global_config['edbbusinessurl'],
-                            classifyId=global_config['ClassifyId'],
-                            )
+        
         df_zhibiaoshuju, df_zhibiaoliebiao = etadata.get_eta_api_yuanyou_data(
             data_set=data_set, dataset=dataset)  # 原始数据，未处理
 
@@ -386,7 +388,7 @@ def predict_main():
              test_size=global_config['test_size'],
              settings=global_config['settings'],
              now=now,
-             etadata=global_config['etadata'],
+             etadata=etadata,
              modelsindex=global_config['modelsindex'],
              data=data,
              is_eta=global_config['is_eta'],