Combined fresh and recycled chlorine (Flow3 and Flow5)

app.py

@@ -45,6 +45,9 @@ def recommend_best_parameters():
                                   payload="live_query",
                                   absolute_time=absolute_time)
     df_input = live_data_puller.get_data()
+    df_input["Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow"] = \
+        df_input["Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3"] + \
+        df_input["Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 5"]
     data_dict = df_input.to_dict(orient="records")
     logger.debug("Input Data Received")
     optimizer = ParameterOptimization()

conf/data.yml

@@ -122,10 +122,10 @@ parameter:
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2'
-    - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204'
+    - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow'
 
   non_controllable_params:
   feed_input:
@@ -137,10 +137,10 @@ model:
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2'
-    - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine'
     - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204'
+    - 'Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow'
 
 
 output:
@@ -157,15 +157,18 @@ output:
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2_original: site_114$dept_129$line_326$equipment_3903$tag_6117
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1_upper: site_114$dept_129$line_326$equipment_3903$tag_6118
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1_original: site_114$dept_129$line_326$equipment_3903$tag_6119
-    Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3_lower: site_114$dept_129$line_326$equipment_3903$tag_6120
-    Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3_upper: site_114$dept_129$line_326$equipment_3903$tag_6121
-    Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3_original: site_114$dept_129$line_326$equipment_3903$tag_6122
+
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204_lower: site_114$dept_129$line_326$equipment_3903$tag_6126
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204_upper: site_114$dept_129$line_326$equipment_3903$tag_6127
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204_original: site_114$dept_129$line_326$equipment_3903$tag_6128
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine_lower: site_114$dept_129$line_326$equipment_3903$tag_6133
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine_upper: site_114$dept_129$line_326$equipment_3903$tag_6134
     Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine_original: site_114$dept_129$line_326$equipment_3903$tag_6135
+
+    Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow_lower: site_114$dept_129$line_326$equipment_3903$tag_6188
+    Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow_upper: site_114$dept_129$line_326$equipment_3903$tag_6189
+    Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow_original: site_114$dept_129$line_326$equipment_3903$tag_6190
+
     ai_yield_pure CTCMP_predicted: site_114$dept_129$line_326$equipment_3903$tag_6081
     ai_yield_pure CTCMP_live: site_114$dept_129$line_326$equipment_3903$tag_6082
     ai_yield_pure CTCMP_delta: site_114$dept_129$line_326$equipment_3903$tag_6083
@@ -183,7 +186,8 @@ device_tag_map:
   Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2: PI_R7204_2
   Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1: TI_R7204_3
   Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2: TIC_R7204_1
-  Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3: FI_R7204_2
   Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4: FI_R7204_4
   Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine: AI_R7204
   Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204: RATIO
+  Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow: Total_chlorine_flow
+

conf/profile.csv

 device_tag,column,importances,min,max,mean,std_dev,range_min,range_max,golden_batch_minimum,golden_batch_maximum,operating_min,operating_max,module,model_version
-PI_R7204_2,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,19.5,0,1,0.4,0.1,0.3,0.5,0,1,0,1,Golden Batch - CTCMP,latest
-TI_R7204_3,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,17.3,139,204,170.7,9.4,156.6,184.8,156,185,156,185,Golden Batch - CTCMP,latest
-TIC_R7204_1,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,6.7,171,194,181.3,4.0,175.3,187.3,175,188,175,188,Golden Batch - CTCMP,latest
-FI_R7204_2,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3,10.6,4,368,198.1,67.8,96.4,299.8,96,300,96,300,Golden Batch - CTCMP,latest
-FI_R7204_4,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,20.0,50,129,92.1,12.2,73.8,110.3,73,111,73,111,Golden Batch - CTCMP,latest
-AI_R7204,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,18.3,-1,0,-0.9,0.0,-1.0,-0.9,-1,0,-1,0,Golden Batch - CTCMP,latest
-RATIO,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,7.5,-31,9,3.6,1.0,2.1,5.2,2,6,2,6,Golden Batch - CTCMP,latest
+PI_R7204_2,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,19.9,0,1,0.4,0.1,0.3,0.5,0,1,0,1,Golden Batch - CTCMP,latest
+TI_R7204_3,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,13.6,139,204,170.7,9.4,156.6,184.8,156,185,156,185,Golden Batch - CTCMP,latest
+TIC_R7204_1,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,7.7,171,194,181.3,4.0,175.3,187.3,175,188,175,188,Golden Batch - CTCMP,latest
+FI_R7204_4,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,23.4,50,132,92.1,12.2,73.8,110.4,73,111,73,111,Golden Batch - CTCMP,latest
+AI_R7204,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,23.6,-1,0,-0.9,0.0,-1.0,-0.9,-1,0,-1,0,Golden Batch - CTCMP,latest
+RATIO,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,5.2,-31,9,3.6,1.0,2.1,5.2,2,6,2,6,Golden Batch - CTCMP,latest
+Total_chlorine_flow,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow,6.6,176,504,338.8,61.3,246.8,430.7,246,431,246,431,Golden Batch - CTCMP,latest

data/model_op_tags.csv

@@ -2,7 +2,7 @@ parameters,raw_parameter,lower_parameter,upper_parameter,original_parameter
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,Pressure 2,ai_yield_Pressure 2_lower,ai_yield_Pressure 2_upper,ai_yield_Pressure 2_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,Temperature 1,ai_yield_Temperature 1_lower,ai_yield_Temperature 1_upper,ai_yield_Temperature 1_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,Temperature 2,ai_yield_Temperature 2_lower,ai_yield_Temperature 2_upper,ai_yield_Temperature 2_original
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3,Flow 3,ai_yield_Flow 3_lower,ai_yield_Flow 3_upper,ai_yield_Flow 3_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,Flow 4,ai_yield_Flow 4_lower,ai_yield_Flow 4_upper,ai_yield_Flow 4_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,Chlorine,ai_yield_Chlorine_lower,ai_yield_Chlorine_upper,ai_yield_Chlorine_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,Ratio R7204,ai_yield_Ratio R7204_lower,ai_yield_Ratio R7204_upper,ai_yield_Ratio R7204_original
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow,total_chlorine_flow,ai_yield_total_chlorine_flow_lower,ai_yield_total_chlorine_flow_upper,ai_yield_total_chlorine_flow_original

gba_ctcmp_lookup.csv

 device_tag,column,importances,min,max,mean,std_dev,range_min,range_max,golden_batch_minimum,golden_batch_maximum,operating_min,operating_max,module,model_version,rec_lower,rec_upper,rec_original,rec_status
-PI_R7204_2,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,19.5,0,1,0.4,0.1,0.3,0.5,0,1,0,1,Golden Batch - CTCMP,latest,0,1,0.18,Operator to make changes based on recommendations!
-TI_R7204_3,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,17.3,139,204,170.7,9.4,156.6,184.8,156,185,156,185,Golden Batch - CTCMP,latest,163,166,164.48,Operator to make changes based on recommendations!
-TIC_R7204_1,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,6.7,171,194,181.3,4.0,175.3,187.3,175,188,175,188,Golden Batch - CTCMP,latest,182,184,183.06,Operator to make changes based on recommendations!
-FI_R7204_2,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3,10.6,4,368,198.1,67.8,96.4,299.8,96,300,96,300,Golden Batch - CTCMP,latest,120,187,153.63,Operator to make changes based on recommendations!
-FI_R7204_4,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,20.0,50,129,92.1,12.2,73.8,110.3,73,111,73,111,Golden Batch - CTCMP,latest,104,110,106.93,Operator to make changes based on recommendations!
-AI_R7204,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,18.3,-1,0,-0.9,0.0,-1.0,-0.9,-1,0,-1,0,Golden Batch - CTCMP,latest,-1,0,-0.27,Operator to make changes based on recommendations!
-RATIO,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,7.5,-31,9,3.6,1.0,2.1,5.2,2,6,2,6,Golden Batch - CTCMP,latest,2,3,2.47,Operator to make changes based on recommendations!
+PI_R7204_2,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,19.9,0,1,0.4,0.1,0.3,0.5,0,1,0,1,Golden Batch - CTCMP,latest,0,1,0.86,Operator to make changes based on recommendations!
+TI_R7204_3,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,13.6,139,204,170.7,9.4,156.6,184.8,156,185,156,185,Golden Batch - CTCMP,latest,156,158,157.12,Operator to make changes based on recommendations!
+TIC_R7204_1,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,7.7,171,194,181.3,4.0,175.3,187.3,175,188,175,188,Golden Batch - CTCMP,latest,178,179,178.45,Operator to make changes based on recommendations!
+FI_R7204_4,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,23.4,50,132,92.1,12.2,73.8,110.4,73,111,73,111,Golden Batch - CTCMP,latest,94,100,97.26,Operator to make changes based on recommendations!
+AI_R7204,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,23.6,-1,0,-0.9,0.0,-1.0,-0.9,-1,0,-1,0,Golden Batch - CTCMP,latest,-1,0,-0.35,Operator to make changes based on recommendations!
+RATIO,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,5.2,-31,9,3.6,1.0,2.1,5.2,2,6,2,6,Golden Batch - CTCMP,latest,4,6,5.13,Operator to make changes based on recommendations!
+Total_chlorine_flow,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow,6.6,176,504,338.8,61.3,246.8,430.7,246,431,246,431,Golden Batch - CTCMP,latest,284,315,299.43,Operator to make changes based on recommendations!

model/ctcmp_v1/MLmodel

@@ -8,4 +8,4 @@ flavors:
     pickled_model: model.pkl
     serialization_format: cloudpickle
     sklearn_version: 1.0.2
-utc_time_created: '2022-04-01 11:06:38.116704'
+utc_time_created: '2022-04-01 13:25:13.915906'

model_feature_importance.csv

 columns,importances
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,20.002199624637772
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,19.45567319952463
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,18.328209400206166
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,17.338848844060458
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3,10.61456898440429
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,7.519136525495125
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,6.7413634216715685
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,23.632421959724507
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,23.423285986493656
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,19.918392741179996
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,13.568402594194668
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,7.731348379468145
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow,6.572745533790961
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,5.153402805148073

model_op_tags.csv

@@ -2,7 +2,7 @@ parameters,raw_parameter,lower_parameter,upper_parameter,original_parameter
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,Pressure 2,ai_yield_Pressure 2_lower,ai_yield_Pressure 2_upper,ai_yield_Pressure 2_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,Temperature 1,ai_yield_Temperature 1_lower,ai_yield_Temperature 1_upper,ai_yield_Temperature 1_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,Temperature 2,ai_yield_Temperature 2_lower,ai_yield_Temperature 2_upper,ai_yield_Temperature 2_original
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3,Flow 3,ai_yield_Flow 3_lower,ai_yield_Flow 3_upper,ai_yield_Flow 3_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,Flow 4,ai_yield_Flow 4_lower,ai_yield_Flow 4_upper,ai_yield_Flow 4_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,Chlorine,ai_yield_Chlorine_lower,ai_yield_Chlorine_upper,ai_yield_Chlorine_original
 Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,Ratio R7204,ai_yield_Ratio R7204_lower,ai_yield_Ratio R7204_upper,ai_yield_Ratio R7204_original
+Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.total_chlorine_flow,total_chlorine_flow,ai_yield_total_chlorine_flow_lower,ai_yield_total_chlorine_flow_upper,ai_yield_total_chlorine_flow_original

scripts/core/recommender/parameter_optimizer.py

@@ -241,8 +241,8 @@ class ParameterOptimization(object):
         df_updated_recommendation.to_csv("{}.csv".format(OUTPUT_DATA["tables"]["lookup"]), index=False)
         full_profile_data = "conf/profile.csv"
         df_full_profile = pd.read_csv(full_profile_data)
-        df_updated_recommendation.to_sql(OUTPUT_DATA["tables"]["lookup"], engine, if_exists="replace")
-        df_full_profile.to_sql(OUTPUT_DATA["tables"]["profile"], engine, if_exists="replace")
+        # df_updated_recommendation.to_sql(OUTPUT_DATA["tables"]["lookup"], engine, if_exists="replace")
+        # df_full_profile.to_sql(OUTPUT_DATA["tables"]["profile"], engine, if_exists="replace")
 
     def find_optimum(self, data_dict, add_predict, controllable=False):
         logger.info("Finding optimum data for the last received live data.")