Update ReadMe.md

ReadMe.md

@@ -26,32 +26,58 @@ The classification task was divided into 16 classes and further into four binary
 #  AdaBoost classifier best performance hyper parameter details
 
 IE:  Intoversion (I) - extroversion (E)
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 Best AUC Score: 0.803667 
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 Accuracy: 0.7285539643730353
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 [[2229    0]
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  [ 634    0]]
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 {'abc__learning_rate': 0.1, 'abc__n_estimators': 500}
 
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 NS: Intuition (N) - Sensing (S) ...
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 Best AUC Score: 0.6727666369367796
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 Accuracy: 0.8046946929265
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 [[2431   32]
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  [ 384   16]]
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 {'abc__learning_rate': 0.1, 'abc__n_estimators': 300}
 
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 FT: Feeling (F) - Thinking (T) ...
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 Best AUC Score: 0.75395340936081
-Accuracy: 0.72895568376202319 
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+Accuracy: 0.72895568376202319
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 [[1199  355]
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  [ 421  888]]
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 {'abc__learning_rate': 0.01, 'abc__n_estimators': 500}
 
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 JP: Judging (J) -  Perceiving (P) ...
 
 Best AUC Score: 0.6638994402640133
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 Accuracy: 0.6521131680055885
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 [[ 252  867]
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  [ 129 1615]]
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 {'abc__learning_rate': 0.1, 'abc__n_estimators': 500}
 
 
@@ -59,66 +85,118 @@ Accuracy: 0.6521131680055885
 #  XGBoost classifier best performance hyper parameter details
 
 Intoversion - extroversion
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 Best AUC Score: 0.677028682166271
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 Accuracy: 0.7785539643730353
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 [[2229    0]
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  [ 634    0]]
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 {'xgb__n_estimators': 200, 'xgb__max_depth': 6, 'xgb__learning_rate': 0.01, 'xgb__gamma': 0.2, 'xgb__colsample_bytree': 0.1}
 
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 NS: Intuition (N) - Sensing (S) ...
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 Best AUC Score: 0.6527666346929265
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 Accuracy: 0.854697869367796
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 [[2431   32]
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  [ 384   16]]
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 {'xgb__n_estimators': 150, 'xgb__max_depth': 3, 'xgb__learning_rate': 0.3, 'xgb__gamma': 0.2, 'xgb__colsample_bytree': 0.2}
 
 
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 FT: Feeling (F) - Thinking (T) ...
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 Best AUC Score: 0.8139538376202319
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 Accuracy: 0.728955640936081
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 [[1199  355]
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  [ 421  888]]
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 {'xgb__n_estimators': 150, 'xgb__max_depth': 4, 'xgb__learning_rate': 0.1, 'xgb__gamma': 0.1, 'xgb__colsample_bytree': 0.1}
 
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 JP: Judging (J) - Perceiving (P) ...
 
 Best AUC Score: 0.6638994402640133
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 Accuracy: 0.6521131680055885
+
 [[ 252  867]
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  [ 129 1615]]
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 {'xgb__n_estimators': 50, 'xgb__max_depth': 3, 'xgb__learning_rate': 0.1, 'xgb__gamma': 0.0, 'xgb__colsample_bytree': 0.2}
 
 
 #  SGDClassifier best performance hyper parameter details
 
-sgd
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 IE: Introversion (I) - Extroversion (E) ...
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 Fitting 10 folds for each of 10 candidates, totalling 100 fits
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 Best AUC Score: 0.5292548647534668
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 Accuracy: 0.7740132727907789
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 [[2216    0]
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  [ 647    0]]
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 {'sgd__alpha': 0.0009265019438562898, 'sgd__loss': 'modified_huber', 'sgd__penalty': 'l1'}
 
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 NS: Intuition (N)  Sensing (S) ...
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 Fitting 10 folds for each of 10 candidates, totalling 100 fits
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 Best AUC Score: 0.5426211797685075
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 Accuracy: 0.857492141110723
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 [[2455    1]
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  [ 407    0]]
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 {'sgd__alpha': 0.0011441798336083461, 'sgd__loss': 'modified_huber', 'sgd__penalty': 'l2'}
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 FT: Feeling (F) - Thinking (T) ...
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 Fitting 10 folds for each of 10 candidates, totalling 100 fits
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 Best AUC Score: 0.5
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 Accuracy: 0.5312609151239958
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 [[1521    0]
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  [1342    0]]
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 {'sgd__alpha': 0.0019410296620838965, 'sgd__loss': 'hinge', 'sgd__penalty': 'l1'}
 
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 JP: Judging (J)  Perceiving (P) ...
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 Fitting 10 folds for each of 10 candidates, totalling 100 fits
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 Best AUC Score: 0.4989554047081358
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 Accuracy: 0.5302130632203982
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 [[ 336  814]
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  [ 531 1182]]
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 {'sgd__alpha': 0.0004231316730058021, 'sgd__loss': 'modified_huber', 'sgd__penalty': 'none'}