Update app.py

app.py

@@ -175,11 +175,11 @@ encoder_list = [
     'EngNts', 'EngMikly','EngBlk', 'EngWht', 'EngOpen','EngPav',
     'Change_cts_value', 'Change_shape_value', 'Change_quality_value', 'Change_color_value',
     'Change_cut_value', 'Change_Blk_Eng_to_Mkbl_value', 'Change_Wht_Eng_to_Mkbl_value',
-    'Change_Open_Eng_to_Mkbl_value', 'Change_Pav_Eng_to_Mkbl_value', 'Change_Blk_Eng_to_Grd_value',
-    'Change_Wht_Eng_to_Grd_value', 'Change_Open_Eng_to_Grd_value', 'Change_Pav_Eng_to_Grd_value',
-    'Change_Blk_Eng_to_ByGrd_value', 'Change_Wht_Eng_to_ByGrd_value', 'Change_Open_Eng_to_ByGrd_value',
-    'Change_Pav_Eng_to_ByGrd_value', 'Change_Blk_Eng_to_Gia_value', 'Change_Wht_Eng_to_Gia_value',
-    'Change_Open_Eng_to_Gia_value', 'Change_Pav_Eng_to_Gia_value'
+    'Change_Open_Eng_to_Mkbl_value', 'Change_Pav_Eng_to_Mkbl_value_2', 'Change_Blk_Eng_to_Grd_value_2',
+    'Change_Wht_Eng_to_Grd_value_2', 'Change_Open_Eng_to_Grd_value_2', 'Change_Pav_Eng_to_Grd_value_2',
+    'Change_Blk_Eng_to_ByGrd_value_2', 'Change_Wht_Eng_to_ByGrd_value_2', 'Change_Open_Eng_to_ByGrd_value_2',
+    'Change_Pav_Eng_to_ByGrd_value_2', 'Change_Blk_Eng_to_Gia_value_2', 'Change_Wht_Eng_to_Gia_value_2',
+    'Change_Open_Eng_to_Gia_value_2', 'Change_Pav_Eng_to_Gia_value_2'
 ]
 
 # Load label encoders using pathlib for cleaner path management.
@@ -290,19 +290,19 @@ def process_dataframe(df):
         
             # for model BLK CODE
             df_pred_0 = df_pred.copy()
-            df_pred_0['Change_Blk_Eng_to_Mkbl_value'] = pd.DataFrame(blk_change.predict(df_pred), columns=["Change_Blk_Eng_to_Mkbl_value"])
+            df_pred_0['Change_Blk_Eng_to_Mkbl_value_2'] = pd.DataFrame(blk_change.predict(df_pred), columns=["Change_Blk_Eng_to_Mkbl_value_2"])
             print(df_pred_0.columns)
             
             # for model WHT CODE
-            df_pred_0['Change_Wht_Eng_to_Mkbl_value'] = pd.DataFrame(wht_change.predict(df_pred), columns=["Change_Wht_Eng_to_Mkbl_value"])
+            df_pred_0['Change_Wht_Eng_to_Mkbl_value_2'] = pd.DataFrame(wht_change.predict(df_pred), columns=["Change_Wht_Eng_to_Mkbl_value_2"])
             print(df_pred_0.columns)
 
             # for model PAV CODE (need change)
-            df_pred_0['Change_Pav_Eng_to_Mkbl_value'] = pd.DataFrame(pav_change.predict(df_pred), columns=["Change_Pav_Eng_to_Mkbl_value"])
+            df_pred_0['Change_Pav_Eng_to_Mkbl_value_2'] = pd.DataFrame(pav_change.predict(df_pred), columns=["Change_Pav_Eng_to_Mkbl_value_2"])
             print(df_pred_0.columns)
 
             # for model OPEN CODE  (need change)
-            df_pred_0['Change_Open_Eng_to_Mkbl_value'] = pd.DataFrame(open_change.predict(df_pred), columns=["Change_Open_Eng_to_Mkbl_value"])
+            df_pred_0['Change_Open_Eng_to_Mkbl_value_2'] = pd.DataFrame(open_change.predict(df_pred), columns=["Change_Open_Eng_to_Mkbl_value_2"])
             print(df_pred_0.columns)
 
             # for model SHP CODE (need change)
@@ -329,13 +329,13 @@ def process_dataframe(df):
                         'EngNts', 'EngMikly','EngBlk', 'EngWht', 'EngOpen','EngPav',
                         'Change_shape_value','Change_quality_value', 'Change_color_value', 'Change_cut_value',
                         #'Change_cts_value',
-                        'Change_Blk_Eng_to_Mkbl_value', 
-                        'Change_Wht_Eng_to_Mkbl_value',
-                        'Change_Open_Eng_to_Mkbl_value',
-                        'Change_Pav_Eng_to_Mkbl_value', 
-                        #'Change_Blk_Eng_to_Grd_value','Change_Wht_Eng_to_Grd_value', 'Change_Open_Eng_to_Grd_value', 'Change_Pav_Eng_to_Grd_value',
-                        #'Change_Blk_Eng_to_ByGrd_value', 'Change_Wht_Eng_to_ByGrd_value', 'Change_Open_Eng_to_ByGrd_value', 'Change_Pav_Eng_to_ByGrd_value', 
-                        #'Change_Blk_Eng_to_Gia_value', 'Change_Wht_Eng_to_Gia_value', 'Change_Open_Eng_to_Gia_value', 'Change_Pav_Eng_to_Gia_value'
+                        'Change_Blk_Eng_to_Mkbl_value_2', 
+                        'Change_Wht_Eng_to_Mkbl_value_2',
+                        'Change_Open_Eng_to_Mkbl_value_2',
+                        'Change_Pav_Eng_to_Mkbl_value_2', 
+                        #'Change_Blk_Eng_to_Grd_value_2','Change_Wht_Eng_to_Grd_value_2', 'Change_Open_Eng_to_Grd_value_2', 'Change_Pav_Eng_to_Grd_value_2',
+                        #'Change_Blk_Eng_to_ByGrd_value_2', 'Change_Wht_Eng_to_ByGrd_value_2', 'Change_Open_Eng_to_ByGrd_value_2', 'Change_Pav_Eng_to_ByGrd_value_2', 
+                        #'Change_Blk_Eng_to_Gia_value_2', 'Change_Wht_Eng_to_Gia_value_2', 'Change_Open_Eng_to_Gia_value_2', 'Change_Pav_Eng_to_Gia_value_2'
                        ]:
                 
                 try: