Open Colin-Codes opened 4 years ago
TFIDF k = 1 (54.2),5(52.6),10(52.1),15(51.5)
Using TensorFlow backend. Validation accuracy: 0.972013422818792 Validation accuracy: 0.952248322147651 Validation accuracy: 0.9519463087248322 Validation accuracy: 0.9335234899328859 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 67 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 3 0 0 0 0 0 0 0] [ 0 1 0 0 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1] [ 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 4 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 1 1 0 0 0 0 1 0 1 0 1 3 2 5 2 1 0 0 0 0 1 0 2 2 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 1 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 1 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 1] [ 0 3 0 0 0 0 0 2 0 0 0 0 0 2 0 3 0 0 0 0 3 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 1 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: C:\Users\colin\Anaconda3\lib\site-packages\sklearn\metrics\classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. 'precision', 'predicted', average, warn_for) precision recall f1-score support
Access 0.50 1.00 0.67 1
Account 0.81 0.91 0.85 74
Action 0.00 0.00 0.00 6
Admin 0.00 0.00 0.00 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.40 1.00 0.57 2 Delivery 0.60 1.00 0.75 3 Documents 1.00 0.44 0.62 9 EqualGlass 0.50 1.00 0.67 2 Error 1.00 0.13 0.23 23 Feedback 0.14 0.50 0.22 2 Forward 0.00 0.00 0.00 8 Gables 0.31 0.57 0.40 7 Information 0.50 0.19 0.27 16 Leaver 1.00 1.00 1.00 1 Logo 0.25 0.67 0.36 3 Pricing 1.00 0.38 0.55 8 Project 1.00 1.00 1.00 1 Reminder 0.25 0.40 0.31 5 Report 0.00 0.00 0.00 3 Status 0.11 1.00 0.20 1 Template 0.20 0.20 0.20 5 Weight 0.50 0.67 0.57 3
micro avg 0.54 0.54 0.54 192
macro avg 0.42 0.50 0.40 192
weighted avg 0.63 0.54 0.52 192
Accuracy Score: 0.5416666666666666 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 65 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 2 0 2 0 0 0 0 0] [ 0 2 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 1] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 1 1 0 0 0 0 0 1 0 1 2 2 5 2 2 0 0 0 0 1 0 2 3 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 0 0 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 1 0] [ 0 3 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1] [ 0 4 0 0 0 0 0 2 0 0 0 1 0 1 0 3 0 0 0 0 2 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 4 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: precision recall f1-score support
Access 1.00 1.00 1.00 1
Account 0.76 0.88 0.81 74
Action 0.00 0.00 0.00 6
Admin 0.00 0.00 0.00 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.40 1.00 0.57 2 Delivery 0.60 1.00 0.75 3 Documents 1.00 0.33 0.50 9 EqualGlass 0.40 1.00 0.57 2 Error 0.50 0.09 0.15 23 Feedback 0.14 0.50 0.22 2 Forward 0.00 0.00 0.00 8 Gables 0.23 0.43 0.30 7 Information 0.50 0.19 0.27 16 Leaver 1.00 1.00 1.00 1 Logo 0.29 0.67 0.40 3 Pricing 1.00 0.50 0.67 8 Project 0.25 1.00 0.40 1 Reminder 0.33 0.40 0.36 5 Report 0.00 0.00 0.00 3 Status 0.11 1.00 0.20 1 Template 0.29 0.40 0.33 5 Weight 0.40 0.67 0.50 3
micro avg 0.53 0.53 0.53 192
macro avg 0.39 0.50 0.38 192
weighted avg 0.55 0.53 0.49 192
Accuracy Score: 0.5260416666666666 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 61 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 2 0 2 0 0 1 0 0] [ 0 2 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1] [ 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 3 0 1 0 0 0 1 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 1 1 0 0 0 0 1 1 0 1 4 2 4 1 2 0 0 0 0 1 0 3 1 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 1 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 1 0] [ 0 3 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1] [ 0 4 0 0 0 0 0 2 0 0 0 1 0 1 0 3 0 0 0 0 2 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 4 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: precision recall f1-score support
Access 1.00 1.00 1.00 1
Account 0.74 0.82 0.78 74
Action 0.00 0.00 0.00 6
Admin 1.00 0.20 0.33 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.33 1.00 0.50 2 Delivery 0.75 1.00 0.86 3 Documents 1.00 0.33 0.50 9 EqualGlass 0.40 1.00 0.57 2 Error 0.67 0.17 0.28 23 Feedback 0.14 0.50 0.22 2 Forward 0.00 0.00 0.00 8 Gables 0.23 0.43 0.30 7 Information 0.38 0.19 0.25 16 Leaver 1.00 1.00 1.00 1 Logo 0.29 0.67 0.40 3 Pricing 1.00 0.50 0.67 8 Project 0.25 1.00 0.40 1 Reminder 0.33 0.40 0.36 5 Report 0.00 0.00 0.00 3 Status 0.09 1.00 0.17 1 Template 0.40 0.40 0.40 5 Weight 0.40 0.67 0.50 3
micro avg 0.52 0.52 0.52 192
macro avg 0.44 0.51 0.40 192
weighted avg 0.59 0.52 0.51 192
Accuracy Score: 0.5208333333333334 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 60 0 1 0 0 0 0 0 0 0 0 0 0 8 0 0 2 0 2 0 0 1 0 0] [ 0 2 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 1] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 3 0 1 0 0 1 1 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 1 1 0 0 0 0 1 1 0 1 3 2 4 1 2 0 0 0 0 1 0 3 2 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 1 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 1 0] [ 0 3 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 2 0 0 0 1 0 2 1 3 0 0 0 0 2 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 4 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: precision recall f1-score support
Access 1.00 1.00 1.00 1
Account 0.79 0.81 0.80 74
Action 0.00 0.00 0.00 6
Admin 0.00 0.00 0.00 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.25 1.00 0.40 2 Delivery 0.75 1.00 0.86 3 Documents 1.00 0.33 0.50 9 EqualGlass 0.40 1.00 0.57 2 Error 0.60 0.13 0.21 23 Feedback 0.17 0.50 0.25 2 Forward 0.00 0.00 0.00 8 Gables 0.24 0.57 0.33 7 Information 0.43 0.19 0.26 16 Leaver 1.00 1.00 1.00 1 Logo 0.38 1.00 0.55 3 Pricing 1.00 0.50 0.67 8 Project 0.33 1.00 0.50 1 Reminder 0.33 0.40 0.36 5 Report 0.00 0.00 0.00 3 Status 0.09 1.00 0.17 1 Template 0.29 0.40 0.33 5 Weight 0.40 0.67 0.50 3
micro avg 0.52 0.52 0.52 192
macro avg 0.40 0.52 0.39 192
weighted avg 0.58 0.52 0.50 192
Accuracy Score: 0.515625
TFIDF k = 10 (52.1),50(41.7),100(39.6),150(40.6)
Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 61 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 2 0 2 0 0 1 0 0] [ 0 2 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1] [ 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 3 0 1 0 0 0 1 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 1 1 0 0 0 0 1 1 0 1 4 2 4 1 2 0 0 0 0 1 0 3 1 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 1 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 1 0] [ 0 3 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1] [ 0 4 0 0 0 0 0 2 0 0 0 1 0 1 0 3 0 0 0 0 2 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 4 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: C:\Users\colin\Anaconda3\lib\site-packages\sklearn\metrics\classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. 'precision', 'predicted', average, warn_for) precision recall f1-score support
Access 1.00 1.00 1.00 1
Account 0.74 0.82 0.78 74
Action 0.00 0.00 0.00 6
Admin 1.00 0.20 0.33 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.33 1.00 0.50 2 Delivery 0.75 1.00 0.86 3 Documents 1.00 0.33 0.50 9 EqualGlass 0.40 1.00 0.57 2 Error 0.67 0.17 0.28 23 Feedback 0.14 0.50 0.22 2 Forward 0.00 0.00 0.00 8 Gables 0.23 0.43 0.30 7 Information 0.38 0.19 0.25 16 Leaver 1.00 1.00 1.00 1 Logo 0.29 0.67 0.40 3 Pricing 1.00 0.50 0.67 8 Project 0.25 1.00 0.40 1 Reminder 0.33 0.40 0.36 5 Report 0.00 0.00 0.00 3 Status 0.09 1.00 0.17 1 Template 0.40 0.40 0.40 5 Weight 0.40 0.67 0.50 3
micro avg 0.52 0.52 0.52 192
macro avg 0.44 0.51 0.40 192
weighted avg 0.59 0.52 0.51 192
Accuracy Score: 0.5208333333333334 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 41 0 3 0 0 0 0 0 0 0 0 0 0 22 0 0 3 0 3 0 0 2 0 0] [ 0 0 0 0 0 1 0 1 0 0 0 0 1 1 2 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 3 0 0 1 0 2 0 0 0 0 0 0 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 1 0 0 0 0 1 1 0 1 3 2 5 2 2 0 0 0 0 1 0 2 2 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 1 0 0 0 0 0 2 0 2 0 0 0 0 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 2 0 0 1 0 0 4 3 0 0 0 0 0 3 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 4 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: precision recall f1-score support
Access 1.00 1.00 1.00 1
Account 0.93 0.55 0.69 74
Action 0.00 0.00 0.00 6
Admin 0.25 0.20 0.22 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.29 1.00 0.44 2 Delivery 0.75 1.00 0.86 3 Documents 1.00 0.33 0.50 9 EqualGlass 0.33 1.00 0.50 2 Error 1.00 0.13 0.23 23 Feedback 0.00 0.00 0.00 2 Forward 0.00 0.00 0.00 8 Gables 0.16 1.00 0.27 7 Information 0.00 0.00 0.00 16 Leaver 1.00 1.00 1.00 1 Logo 0.27 1.00 0.43 3 Pricing 1.00 0.50 0.67 8 Project 0.25 1.00 0.40 1 Reminder 0.29 0.40 0.33 5 Report 0.00 0.00 0.00 3 Status 0.09 1.00 0.17 1 Template 0.29 0.40 0.33 5 Weight 1.00 0.67 0.80 3
micro avg 0.42 0.42 0.42 192
macro avg 0.42 0.51 0.37 192
weighted avg 0.65 0.42 0.44 192
Accuracy Score: 0.4166666666666667 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 38 0 2 0 0 0 0 0 0 0 0 0 0 25 0 0 4 0 3 0 0 2 0 0] [ 0 0 0 0 0 1 0 1 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 3 0 0 1 0 2 0 0 0 0 0 0 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 1 0 0 1 0 1 1 0 2 1 2 2 2 1 0 0 0 0 1 0 6 2 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 1 0 0 0 0 0 2 0 3 0 0 0 0 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 3 0 0 1 0 2 1 5 0 0 0 0 0 2 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 4 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: precision recall f1-score support
Access 1.00 1.00 1.00 1
Account 0.97 0.51 0.67 74
Action 0.00 0.00 0.00 6
Admin 0.33 0.20 0.25 5
Authorisation 0.00 0.00 0.00 1 Availability 0.33 0.50 0.40 2 Callback 0.00 0.00 0.00 1 Colour 0.22 1.00 0.36 2 Delivery 0.75 1.00 0.86 3 Documents 1.00 0.33 0.50 9 EqualGlass 0.29 1.00 0.44 2 Error 1.00 0.04 0.08 23 Feedback 0.11 0.50 0.18 2 Forward 0.00 0.00 0.00 8 Gables 0.13 1.00 0.24 7 Information 0.00 0.00 0.00 16 Leaver 1.00 1.00 1.00 1 Logo 0.25 1.00 0.40 3 Pricing 1.00 0.50 0.67 8 Project 0.25 1.00 0.40 1 Reminder 0.33 0.40 0.36 5 Report 0.00 0.00 0.00 3 Status 0.07 1.00 0.12 1 Template 0.29 0.40 0.33 5 Weight 1.00 0.67 0.80 3
micro avg 0.40 0.40 0.40 192
macro avg 0.41 0.52 0.36 192
weighted avg 0.67 0.40 0.41 192
Accuracy Score: 0.3958333333333333 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 38 0 2 0 0 0 0 0 0 0 0 0 0 19 0 0 7 0 3 0 0 5 0 0] [ 0 0 0 0 0 1 0 1 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 1 1] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 4 0 0 1 0 1 0 0 0 0 0 0 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 1 0 0 1 0 2 1 0 2 1 2 1 2 1 0 0 0 0 1 0 6 2 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 1 0 0 0 0 0 2 0 3 0 0 1 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 3 0 0 1 0 2 1 3 1 0 0 0 0 2 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 4 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0] [ 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3]] Classification Report: precision recall f1-score support
Access 1.00 1.00 1.00 1
Account 0.97 0.51 0.67 74
Action 0.00 0.00 0.00 6
Admin 0.00 0.00 0.00 5
Authorisation 0.00 0.00 0.00 1 Availability 0.33 0.50 0.40 2 Callback 0.00 0.00 0.00 1 Colour 0.18 1.00 0.31 2 Delivery 0.60 1.00 0.75 3 Documents 1.00 0.44 0.62 9 EqualGlass 0.29 1.00 0.44 2 Error 1.00 0.04 0.08 23 Feedback 0.11 0.50 0.18 2 Forward 0.00 0.00 0.00 8 Gables 0.17 1.00 0.29 7 Information 0.50 0.06 0.11 16 Leaver 1.00 1.00 1.00 1 Logo 0.18 1.00 0.30 3 Pricing 1.00 0.50 0.67 8 Project 0.25 1.00 0.40 1 Reminder 0.25 0.20 0.22 5 Report 1.00 0.33 0.50 3 Status 0.05 1.00 0.10 1 Template 0.33 0.40 0.36 5 Weight 0.75 1.00 0.86 3
micro avg 0.41 0.41 0.41 192
macro avg 0.44 0.54 0.37 192
weighted avg 0.71 0.41 0.43 192
Accuracy Score: 0.40625
TFIDF k = 1(54.2),2(55.2),3(55.2),4(54.7)
Validation accuracy: 0.9603691275167785 Validation accuracy: 0.951979865771812 Validation accuracy: 0.9694295302013423 Validation accuracy: 0.9281543624161074 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 67 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 3 0 0 0 0 0 0 0] [ 0 1 0 0 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1] [ 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 4 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 1 1 0 0 0 0 1 0 1 0 1 3 2 5 2 1 0 0 0 0 1 0 2 2 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 1 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 1 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 1] [ 0 3 0 0 0 0 0 2 0 0 0 0 0 2 0 3 0 0 0 0 3 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 3 0 1 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: C:\Users\colin\Anaconda3\lib\site-packages\sklearn\metrics\classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. 'precision', 'predicted', average, warn_for) precision recall f1-score support
Access 0.50 1.00 0.67 1
Account 0.81 0.91 0.85 74
Action 0.00 0.00 0.00 6
Admin 0.00 0.00 0.00 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.40 1.00 0.57 2 Delivery 0.60 1.00 0.75 3 Documents 1.00 0.44 0.62 9 EqualGlass 0.50 1.00 0.67 2 Error 1.00 0.13 0.23 23 Feedback 0.14 0.50 0.22 2 Forward 0.00 0.00 0.00 8 Gables 0.31 0.57 0.40 7 Information 0.50 0.19 0.27 16 Leaver 1.00 1.00 1.00 1 Logo 0.25 0.67 0.36 3 Pricing 1.00 0.38 0.55 8 Project 1.00 1.00 1.00 1 Reminder 0.25 0.40 0.31 5 Report 0.00 0.00 0.00 3 Status 0.11 1.00 0.20 1 Template 0.20 0.20 0.20 5 Weight 0.50 0.67 0.57 3
micro avg 0.54 0.54 0.54 192
macro avg 0.42 0.50 0.40 192
weighted avg 0.63 0.54 0.52 192
Accuracy Score: 0.5416666666666666 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 69 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 4 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 1 3 0 0 0 0 1 0 1 0 1 4 2 4 1 1 0 0 0 0 1 0 1 2 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 1 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 1 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 1] [ 0 4 0 0 0 0 0 2 0 0 0 0 0 2 0 3 0 0 0 0 2 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 2 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: precision recall f1-score support
Access 0.50 1.00 0.67 1
Account 0.75 0.93 0.83 74
Action 0.00 0.00 0.00 6
Admin 0.00 0.00 0.00 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.33 1.00 0.50 2 Delivery 0.60 1.00 0.75 3 Documents 1.00 0.44 0.62 9 EqualGlass 0.50 1.00 0.67 2 Error 1.00 0.17 0.30 23 Feedback 0.14 0.50 0.22 2 Forward 0.00 0.00 0.00 8 Gables 0.40 0.57 0.47 7 Information 0.50 0.19 0.27 16 Leaver 1.00 1.00 1.00 1 Logo 0.33 0.67 0.44 3 Pricing 1.00 0.25 0.40 8 Project 1.00 1.00 1.00 1 Reminder 0.33 0.40 0.36 5 Report 0.00 0.00 0.00 3 Status 0.12 1.00 0.22 1 Template 0.20 0.20 0.20 5 Weight 0.67 0.67 0.67 3
micro avg 0.55 0.55 0.55 192
macro avg 0.44 0.50 0.40 192
weighted avg 0.62 0.55 0.52 192
Accuracy Score: 0.5520833333333334 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 68 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 2 0 1 0 0 0 0 0] [ 0 2 0 0 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 1] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 4 0 0 1 0 0 0 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 1 1 0 0 0 0 1 0 1 0 1 3 2 5 1 2 0 0 0 0 1 0 2 2 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 0 0 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 1 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 1] [ 0 4 0 0 0 0 0 2 0 0 0 0 0 2 0 3 0 0 0 0 2 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 3 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: precision recall f1-score support
Access 0.50 1.00 0.67 1
Account 0.77 0.92 0.84 74
Action 0.00 0.00 0.00 6
Admin 0.00 0.00 0.00 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.33 1.00 0.50 2 Delivery 0.60 1.00 0.75 3 Documents 1.00 0.44 0.62 9 EqualGlass 0.40 1.00 0.57 2 Error 1.00 0.13 0.23 23 Feedback 0.14 0.50 0.22 2 Forward 0.00 0.00 0.00 8 Gables 0.36 0.57 0.44 7 Information 0.43 0.19 0.26 16 Leaver 1.00 1.00 1.00 1 Logo 0.33 0.67 0.44 3 Pricing 1.00 0.38 0.55 8 Project 0.50 1.00 0.67 1 Reminder 0.33 0.40 0.36 5 Report 0.00 0.00 0.00 3 Status 0.11 1.00 0.20 1 Template 0.33 0.40 0.36 5 Weight 0.50 0.67 0.57 3
micro avg 0.55 0.55 0.55 192
macro avg 0.41 0.51 0.39 192
weighted avg 0.62 0.55 0.52 192
Accuracy Score: 0.5520833333333334 Confusion Matrix: [[ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 68 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 2 0 0 0 0 0] [ 0 2 0 0 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 1] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 0 0 0 3 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0] [ 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0] [ 1 1 0 0 0 0 1 0 1 1 1 3 2 5 1 1 0 0 0 0 1 0 2 2 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0] [ 0 3 0 0 0 0 0 0 0 0 0 0 2 0 1 1 0 0 0 0 0 0 0 1 0] [ 0 3 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1] [ 0 4 0 0 0 0 0 2 0 0 0 1 0 1 0 3 0 0 0 0 2 0 3 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0] [ 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 4 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 2 0 0 0 0] [ 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0] [ 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0] [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2]] Classification Report: precision recall f1-score support
Access 0.50 1.00 0.67 1
Account 0.76 0.92 0.83 74
Action 0.00 0.00 0.00 6
Admin 0.00 0.00 0.00 5
Authorisation 0.00 0.00 0.00 1 Availability 0.50 0.50 0.50 2 Callback 0.00 0.00 0.00 1 Colour 0.40 1.00 0.57 2 Delivery 0.60 1.00 0.75 3 Documents 0.75 0.33 0.46 9 EqualGlass 0.40 1.00 0.57 2 Error 0.60 0.13 0.21 23 Feedback 0.17 0.50 0.25 2 Forward 0.00 0.00 0.00 8 Gables 0.30 0.43 0.35 7 Information 0.60 0.19 0.29 16 Leaver 1.00 1.00 1.00 1 Logo 0.33 0.67 0.44 3 Pricing 1.00 0.50 0.67 8 Project 0.25 1.00 0.40 1 Reminder 0.33 0.40 0.36 5 Report 0.00 0.00 0.00 3 Status 0.11 1.00 0.20 1 Template 0.33 0.40 0.36 5 Weight 0.50 0.67 0.57 3
micro avg 0.55 0.55 0.55 192
macro avg 0.38 0.51 0.38 192
weighted avg 0.57 0.55 0.51 192
Accuracy Score: 0.546875
by experimentation