Considering only one chlorine case

e61c2594 · aakash.bedi · bba9b1f3 · e61c2594 · e61c2594 · e61c2594
Commit e61c2594 authored Apr 01, 2022 by aakash.bedi
11 changed files
--- a/conf/data.yml
+++ b/conf/data.yml
@@ -124,7 +124,6 @@ parameter:
    - '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.Flow 5'
    - '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'
@@ -140,7 +139,6 @@ model:
    - '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.Flow 5'
    - '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'
@@ -162,9 +160,6 @@ output:
    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.Flow 5_lower: site_114$dept_129$line_326$equipment_3903$tag_6123
-    Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 5_upper: site_114$dept_129$line_326$equipment_3903$tag_6124
-    Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 5_original: site_114$dept_129$line_326$equipment_3903$tag_6125
    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
@@ -190,6 +185,5 @@ device_tag_map:
  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.Flow 5: FI_R7204_5
  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
--- a/conf/profile.csv
+++ b/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 2,19.2,0,1,0.4,0.1,0.3,0.5,0,1,0,1,Golden Batch - CTCMP,latest
+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 1,12.1,139,204,170.7,9.4,156.6,184.8,156,185,156,185,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 2,3.3,171,194,181.3,4.0,175.3,187.3,175,188,175,188,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 3,8.7,4,368,198.1,67.8,96.4,299.8,96,300,96,300,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 4,25.3,50,129,92.1,12.2,73.8,110.3,73,111,73,111,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
-FI_R7204_5,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 5,8.6,17,241,140.4,40.3,79.9,200.9,79,201,79,201,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
-AI_R7204,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,20.6,-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 R7204,7.5,-31,9,3.6,1.0,2.1,5.2,2,6,2,6,Golden Batch - CTCMP,latest
-RATIO,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,2.2,-31,9,3.6,1.0,2.1,5.2,2,6,2,6,Golden Batch - CTCMP,latest
--- a/data/model_op_tags.csv
+++ b/data/model_op_tags.csv
@@ -4,6 +4,5 @@ Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.
 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.Flow 5,Flow 5,ai_yield_Flow 5_lower,ai_yield_Flow 5_upper,ai_yield_Flow 5_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
--- a/gba_ctcmp_lookup.csv
+++ b/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 2,19.2,0,1,0.4,0.1,0.3,0.5,0,1,0,1,Golden Batch - CTCMP,latest,0,1,0.43,Operator to make changes based on recommendations!
+PI_R7204_2,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Pressure 2,19.5,0,1,0.4,0.1,0.3,0.5,0,1,0,1,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 1,12.1,139,204,170.7,9.4,156.6,184.8,156,185,156,185,Golden Batch - CTCMP,latest,165,168,166.54,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 2,3.3,171,194,181.3,4.0,175.3,187.3,175,188,175,188,Golden Batch - CTCMP,latest,186,188,186.81,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 3,8.7,4,368,198.1,67.8,96.4,299.8,96,300,96,300,Golden Batch - CTCMP,latest,96,127,104.17,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 4,25.3,50,129,92.1,12.2,73.8,110.3,73,111,73,111,Golden Batch - CTCMP,latest,87,92,89.45,Operator to make changes based on recommendations!
+FI_R7204_4,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,20.0,50,129,92.1,12.2,73.8,110.3,73,111,73,111,Golden Batch - CTCMP,latest,104,110,106.93,Operator to make changes based on recommendations!
-FI_R7204_5,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 5,8.6,17,241,140.4,40.3,79.9,200.9,79,201,79,201,Golden Batch - CTCMP,latest,171,201,199.57,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!
-AI_R7204,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,20.6,-1,0,-0.9,0.0,-1.0,-0.9,-1,0,-1,0,Golden Batch - CTCMP,latest,-1,0,-0.33,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!
-RATIO,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,2.2,-31,9,3.6,1.0,2.1,5.2,2,6,2,6,Golden Batch - CTCMP,latest,2,4,3.25,Operator to make changes based on recommendations!
--- a/gba_ctcmp_lookup1.csv
+++ b/gba_ctcmp_lookup1.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 2,19.2,0,1,0.4,0.1,0.3,0.5,0,1,0,1,Golden Batch - CTCMP,latest,0,1,0.43,Operator to make changes based on recommendations!
-TI_R7204_3,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 1,12.1,139,204,170.7,9.4,156.6,184.8,156,185,156,185,Golden Batch - CTCMP,latest,165,168,166.54,Operator to make changes based on recommendations!
-TIC_R7204_1,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Temperature 2,3.3,171,194,181.3,4,175.3,187.3,175,188,175,188,Golden Batch - CTCMP,latest,186,188,186.81,Operator to make changes based on recommendations!
-FI_R7204_2,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 3,8.7,4,368,198.1,67.8,96.4,299.8,96,300,96,300,Golden Batch - CTCMP,latest,96,127,104.17,Operator to make changes based on recommendations!
-FI_R7204_4,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,25.3,50,129,92.1,12.2,73.8,110.3,73,111,73,111,Golden Batch - CTCMP,latest,87,92,89.45,Operator to make changes based on recommendations!
-FI_R7204_5,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 5,8.6,17,241,140.4,40.3,79.9,200.9,79,201,79,201,Golden Batch - CTCMP,latest,171,201,199.57,Operator to make changes based on recommendations!
-AI_R7204,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Chlorine,20.6,-1,0,-0.9,0,-1,-0.9,-1,0,-1,0,Golden Batch - CTCMP,latest,-1,0,-0.33,Operator to make changes based on recommendations!
-RATIO,Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Ratio R7204,2.2,-31,9,3.6,1,2.1,5.2,2,6,2,6,Golden Batch - CTCMP,latest,2,4,3.25,Operator to make changes based on recommendations!
--- a/model/ctcmp_v1/MLmodel
+++ b/model/ctcmp_v1/MLmodel
@@ -8,4 +8,4 @@ flavors:
    pickled_model: model.pkl
    serialization_format: cloudpickle
    sklearn_version: 1.0.2
-utc_time_created: '2022-03-31 08:38:33.992936'
+utc_time_created: '2022-04-01 11:06:38.116704'
--- a/model/ctcmp_v1/model.pkl
+++ b/model/ctcmp_v1/model.pkl
--- a/model_feature_importance.csv
+++ b/model_feature_importance.csv
 columns,importances
-Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.Flow 4,25.34742183515991
+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.Chlorine,20.56310571518254
+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.Pressure 2,19.191097470789952
+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 1,12.090429856362187
+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 3,8.715560671364255
+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.Flow 5,8.626076494006318
+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 2,3.259925613054504
+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.Ratio R7204,2.20638234408034
--- a/model_op_tags.csv
+++ b/model_op_tags.csv
@@ -4,6 +4,5 @@ Bharuch-Unit 2.CTCMP.Stage IIA - Chlorination & Neutralization-I.Reactor R-7204.
 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.Flow 5,Flow 5,ai_yield_Flow 5_lower,ai_yield_Flow 5_upper,ai_yield_Flow 5_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
--- a/scripts/core/model_factory/notebooks/.ipynb_checkpoints/data-preprocessing - Copy-checkpoint.ipynb
+++ b/scripts/core/model_factory/notebooks/.ipynb_checkpoints/data-preprocessing - Copy-checkpoint.ipynb
--- a/scripts/core/model_factory/notebooks/data-preprocessing.ipynb
+++ b/scripts/core/model_factory/notebooks/data-preprocessing.ipynb