Update ReadMe.md

ReadMe.md

@@ -25,14 +25,14 @@ The classification task was divided into 16 classes and further into four binary
  
 #  AdaBoost classifier best performance hyper parameter details
 
-Intoversion - extroversion
+IE:  Intoversion (I) - extroversion (E)
 Best AUC Score: 0.803667 
 Accuracy: 0.7285539643730353
 [[2229    0]
  [ 634    0]]
 {'abc__learning_rate': 0.1, 'abc__n_estimators': 500}
 
-NS: Intuition (N) – Sensing (S) ...
+NS: Intuition (N) - Sensing (S) ...
 Best AUC Score: 0.6727666369367796
 Accuracy: 0.8046946929265
 [[2431   32]
@@ -46,7 +46,7 @@ Accuracy: 0.72895568376202319
  [ 421  888]]
 {'abc__learning_rate': 0.01, 'abc__n_estimators': 500}
 
-JP: Judging (J) – Perceiving (P) ...
+JP: Judging (J) -  Perceiving (P) ...
 
 Best AUC Score: 0.6638994402640133
 Accuracy: 0.6521131680055885
@@ -65,7 +65,7 @@ Accuracy: 0.7785539643730353
  [ 634    0]]
 {'xgb__n_estimators': 200, 'xgb__max_depth': 6, 'xgb__learning_rate': 0.01, 'xgb__gamma': 0.2, 'xgb__colsample_bytree': 0.1}
 
-NS: Intuition (N) – Sensing (S) ...
+NS: Intuition (N) - Sensing (S) ...
 Best AUC Score: 0.6527666346929265
 Accuracy: 0.854697869367796
 [[2431   32]
@@ -80,7 +80,7 @@ Accuracy: 0.728955640936081
  [ 421  888]]
 {'xgb__n_estimators': 150, 'xgb__max_depth': 4, 'xgb__learning_rate': 0.1, 'xgb__gamma': 0.1, 'xgb__colsample_bytree': 0.1}
 
-JP: Judging (J) – Perceiving (P) ...
+JP: Judging (J) - Perceiving (P) ...
 
 Best AUC Score: 0.6638994402640133
 Accuracy: 0.6521131680055885
@@ -100,7 +100,7 @@ Accuracy: 0.7740132727907789
  [ 647    0]]
 {'sgd__alpha': 0.0009265019438562898, 'sgd__loss': 'modified_huber', 'sgd__penalty': 'l1'}
 
-NS: Intuition (N) – Sensing (S) ...
+NS: Intuition (N)  Sensing (S) ...
 Fitting 10 folds for each of 10 candidates, totalling 100 fits
 Best AUC Score: 0.5426211797685075
 Accuracy: 0.857492141110723
@@ -115,7 +115,7 @@ Accuracy: 0.5312609151239958
  [1342    0]]
 {'sgd__alpha': 0.0019410296620838965, 'sgd__loss': 'hinge', 'sgd__penalty': 'l1'}
 
-JP: Judging (J) – Perceiving (P) ...
+JP: Judging (J)  Perceiving (P) ...
 Fitting 10 folds for each of 10 candidates, totalling 100 fits
 Best AUC Score: 0.4989554047081358
 Accuracy: 0.5302130632203982