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confusion_matrix_model_prediction_TU_berlin_dataset.txt
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Confusion Matrix:
Predicted airplane alarm clock angel ant apple arm armchair \
Actual
airplane 64 0 0 0 0 0 0
alarm clock 0 66 0 0 0 0 0
angel 0 0 70 0 0 0 0
ant 0 0 0 65 0 0 0
apple 0 0 0 0 79 0 0
arm 0 0 0 0 0 58 0
armchair 0 0 0 0 0 0 67
ashtray 0 0 0 0 0 0 0
axe 0 0 0 0 0 0 2
backpack 0 0 0 0 0 0 0
banana 0 0 0 0 0 0 0
barn 0 0 0 0 0 0 0
baseball bat 0 0 0 0 0 0 0
basket 0 0 0 0 0 0 1
bathtub 0 0 0 0 0 1 0
bear (animal) 0 0 0 1 0 0 0
bed 0 0 0 0 0 0 2
bee 1 0 0 0 0 0 1
beer-mug 0 0 0 0 0 0 0
bell 0 0 0 0 0 0 0
bench 0 0 0 0 0 0 0
bicycle 0 0 0 0 0 0 0
binoculars 0 0 0 0 0 0 0
blimp 0 0 0 0 0 0 0
book 0 0 0 0 0 0 1
bookshelf 0 0 0 0 0 0 0
boomerang 0 0 0 0 0 1 0
bottle opener 0 0 0 0 0 0 0
bowl 0 0 0 0 0 0 0
brain 0 0 0 0 0 0 0
... ... ... ... ... ... ... ...
tennis-racket 0 0 0 0 0 0 0
tent 0 0 0 0 0 0 0
tiger 0 0 1 0 0 0 0
tire 0 0 0 0 0 0 0
toilet 0 0 1 0 0 0 3
tomato 0 1 0 0 7 0 0
tooth 0 0 0 1 0 0 0
toothbrush 0 0 0 0 0 0 0
tractor 0 0 0 0 0 0 0
traffic light 0 0 0 0 0 0 1
train 0 0 0 0 0 0 0
tree 0 0 0 0 0 0 0
trombone 0 0 0 0 0 0 0
trousers 0 0 0 0 0 0 0
truck 0 0 0 0 0 0 0
trumpet 0 0 0 0 0 0 0
tv 0 0 0 0 0 0 0
umbrella 0 0 0 0 0 0 0
van 0 0 0 0 0 0 0
vase 0 0 0 0 0 0 0
violin 0 0 0 0 0 0 0
walkie talkie 0 0 0 0 0 0 0
wheel 0 0 0 0 0 0 0
wheelbarrow 0 0 0 0 0 1 0
windmill 0 0 0 0 0 0 0
wine-bottle 0 0 0 0 0 0 0
wineglass 0 0 0 0 0 0 0
wrist-watch 0 0 0 0 0 0 0
zebra 0 0 0 0 0 0 0
__all__ 73 67 85 78 91 69 92
Predicted ashtray axe backpack ... violin walkie talkie wheel \
Actual ...
airplane 0 0 0 ... 0 0 0
alarm clock 0 0 1 ... 0 0 0
angel 0 0 0 ... 0 0 0
ant 0 0 0 ... 0 0 0
apple 0 0 0 ... 0 0 0
arm 0 0 0 ... 0 0 0
armchair 0 0 0 ... 0 0 0
ashtray 52 0 0 ... 0 0 0
axe 0 64 0 ... 0 0 0
backpack 0 0 68 ... 0 0 0
banana 0 0 0 ... 0 0 0
barn 0 0 1 ... 0 0 0
baseball bat 0 0 0 ... 0 0 0
basket 3 0 1 ... 0 0 0
bathtub 0 0 0 ... 0 0 0
bear (animal) 0 0 0 ... 0 0 0
bed 2 0 0 ... 0 0 0
bee 0 0 2 ... 0 0 0
beer-mug 0 0 3 ... 0 0 0
bell 0 0 0 ... 0 0 0
bench 0 0 0 ... 0 0 0
bicycle 0 0 0 ... 0 0 0
binoculars 0 0 2 ... 0 0 0
blimp 0 0 0 ... 0 0 0
book 0 0 0 ... 0 0 0
bookshelf 0 0 0 ... 0 0 0
boomerang 0 1 0 ... 0 0 0
bottle opener 0 0 0 ... 0 0 0
bowl 2 0 0 ... 0 0 0
brain 0 0 0 ... 0 0 2
... ... ... ... ... ... ... ...
tennis-racket 0 0 0 ... 0 0 0
tent 0 0 1 ... 0 0 0
tiger 0 0 0 ... 0 0 0
tire 2 0 4 ... 0 0 13
toilet 0 0 2 ... 0 0 0
tomato 0 0 0 ... 0 0 1
tooth 0 0 0 ... 0 0 0
toothbrush 0 3 0 ... 0 0 0
tractor 0 0 0 ... 0 0 0
traffic light 0 0 0 ... 0 0 0
train 0 0 0 ... 0 0 0
tree 0 0 0 ... 0 0 0
trombone 0 0 0 ... 1 0 0
trousers 0 1 0 ... 0 0 0
truck 0 0 0 ... 0 0 0
trumpet 0 0 0 ... 0 0 0
tv 0 0 0 ... 0 0 0
umbrella 0 0 0 ... 0 0 0
van 0 0 0 ... 0 0 0
vase 0 0 0 ... 0 0 0
violin 0 0 0 ... 69 0 0
walkie talkie 0 0 0 ... 0 78 0
wheel 0 0 0 ... 0 0 73
wheelbarrow 0 0 0 ... 0 0 0
windmill 0 0 0 ... 0 0 0
wine-bottle 0 0 0 ... 0 0 0
wineglass 0 0 0 ... 0 0 0
wrist-watch 0 0 0 ... 0 0 1
zebra 0 0 0 ... 0 0 0
__all__ 84 83 114 ... 80 97 96
Predicted wheelbarrow windmill wine-bottle wineglass wrist-watch \
Actual
airplane 0 0 0 0 0
alarm clock 0 0 0 0 1
angel 0 0 0 0 0
ant 0 0 0 0 0
apple 0 0 0 0 0
arm 0 0 0 0 0
armchair 0 0 0 0 0
ashtray 0 0 0 0 0
axe 0 0 0 0 0
backpack 0 0 0 0 1
banana 0 0 0 0 0
barn 0 0 0 0 0
baseball bat 0 0 0 0 0
basket 0 0 0 0 0
bathtub 0 0 0 0 0
bear (animal) 0 0 0 0 0
bed 0 0 0 0 0
bee 0 0 0 0 0
beer-mug 0 0 0 0 0
bell 0 0 1 0 0
bench 0 0 0 0 0
bicycle 0 0 0 0 0
binoculars 0 0 0 0 0
blimp 1 0 0 0 0
book 0 0 0 0 0
bookshelf 0 0 0 0 0
boomerang 0 0 0 0 0
bottle opener 0 0 0 0 1
bowl 0 0 0 0 0
brain 0 0 0 0 0
... ... ... ... ... ...
tennis-racket 0 0 0 0 0
tent 0 0 0 0 0
tiger 0 0 0 0 0
tire 0 0 0 0 1
toilet 0 0 0 0 1
tomato 0 0 0 0 0
tooth 0 0 0 0 0
toothbrush 0 0 0 0 0
tractor 0 0 0 0 0
traffic light 0 0 0 0 0
train 0 0 0 0 0
tree 0 0 0 0 0
trombone 0 0 0 0 0
trousers 0 0 0 0 0
truck 0 0 0 0 0
trumpet 0 0 0 0 2
tv 0 0 0 0 0
umbrella 0 0 0 0 0
van 0 0 0 0 0
vase 0 0 0 0 0
violin 0 0 0 0 0
walkie talkie 0 0 0 0 0
wheel 0 0 0 0 0
wheelbarrow 62 0 0 0 0
windmill 0 78 0 0 0
wine-bottle 0 0 78 0 0
wineglass 0 0 0 79 0
wrist-watch 0 0 0 0 71
zebra 0 0 0 0 0
__all__ 65 80 83 80 101
Predicted zebra __all__
Actual
airplane 0 80
alarm clock 0 80
angel 0 80
ant 0 80
apple 0 80
arm 0 80
armchair 0 80
ashtray 0 80
axe 0 80
backpack 0 80
banana 0 80
barn 0 80
baseball bat 0 80
basket 0 80
bathtub 0 80
bear (animal) 0 80
bed 1 80
bee 0 80
beer-mug 0 80
bell 0 80
bench 0 80
bicycle 0 80
binoculars 0 80
blimp 0 80
book 0 80
bookshelf 0 80
boomerang 0 80
bottle opener 0 80
bowl 0 80
brain 0 80
... ... ...
tennis-racket 0 80
tent 0 80
tiger 1 80
tire 0 80
toilet 0 80
tomato 0 80
tooth 0 80
toothbrush 0 80
tractor 0 80
traffic light 0 80
train 0 80
tree 0 80
trombone 0 80
trousers 0 80
truck 0 80
trumpet 0 80
tv 0 80
umbrella 0 80
van 0 80
vase 0 80
violin 0 80
walkie talkie 0 80
wheel 0 80
wheelbarrow 0 80
windmill 0 80
wine-bottle 0 80
wineglass 0 80
wrist-watch 0 80
zebra 72 80
__all__ 78 20000
[251 rows x 251 columns]
Overall Statistics:
Accuracy: 0.8315
95% CI: (0.82623933741156963, 0.83666411120240547)
No Information Rate: ToDo
P-Value [Acc > NIR]: 0.0
Kappa: 0.830823293173
Mcnemar's Test P-Value: ToDo
Class Statistics:
Classes airplane alarm clock angel \
Population 20000 20000 20000
P: Condition positive 80 160 80
N: Condition negative 19920 19840 19920
Test outcome positive 73 136 85
Test outcome negative 19927 19864 19915
TP: True Positive 64 124 70
TN: True Negative 19911 19828 19905
FP: False Positive 9 12 15
FN: False Negative 16 36 10
TPR: (Sensitivity, hit rate, recall) 0.8 0.775 0.875
TNR=SPC: (Specificity) 0.999548 0.999395 0.999247
PPV: Pos Pred Value (Precision) 0.876712 0.911765 0.823529
NPV: Neg Pred Value 0.999197 0.998188 0.999498
FPR: False-out 0.000451807 0.000604839 0.000753012
FDR: False Discovery Rate 0.123288 0.0882353 0.176471
FNR: Miss Rate 0.2 0.225 0.125
ACC: Accuracy 0.99875 0.9976 0.99875
F1 score 0.836601 0.837838 0.848485
MCC: Matthews correlation coefficient 0.836858 0.839442 0.848251
Informedness 0.799548 0.774395 0.874247
Markedness 0.875909 0.909952 0.823027
Prevalence 0.004 0.008 0.004
LR+: Positive likelihood ratio 1770.67 1281.33 1162
LR-: Negative likelihood ratio 0.20009 0.225136 0.125094
DOR: Diagnostic odds ratio 8849.33 5691.37 9289
FOR: False omission rate 0.000802931 0.00181232 0.000502134
Classes ant apple arm \
Population 20000 20000 20000
P: Condition positive 80 80 80
N: Condition negative 19920 19920 19920
Test outcome positive 78 91 69
Test outcome negative 19922 19909 19931
TP: True Positive 65 79 58
TN: True Negative 19907 19908 19909
FP: False Positive 13 12 11
FN: False Negative 15 1 22
TPR: (Sensitivity, hit rate, recall) 0.8125 0.9875 0.725
TNR=SPC: (Specificity) 0.999347 0.999398 0.999448
PPV: Pos Pred Value (Precision) 0.833333 0.868132 0.84058
NPV: Neg Pred Value 0.999247 0.99995 0.998896
FPR: False-out 0.00065261 0.00060241 0.000552209
FDR: False Discovery Rate 0.166667 0.131868 0.15942
FNR: Miss Rate 0.1875 0.0125 0.275
ACC: Accuracy 0.9986 0.99935 0.99835
F1 score 0.822785 0.923977 0.778523
MCC: Matthews correlation coefficient 0.822149 0.925585 0.779844
Informedness 0.811847 0.986898 0.724448
Markedness 0.83258 0.868082 0.839476
Prevalence 0.004 0.004 0.004
LR+: Positive likelihood ratio 1245 1639.25 1312.91
LR-: Negative likelihood ratio 0.187622 0.0125075 0.275152
DOR: Diagnostic odds ratio 6635.67 131061 4771.58
FOR: False omission rate 0.000752936 5.02285e-05 0.00110381
Classes armchair ashtray axe \
Population 20000 20000 20000
P: Condition positive 240 80 80
N: Condition negative 19760 19920 19920
Test outcome positive 240 84 83
Test outcome negative 19760 19916 19917
TP: True Positive 205 52 64
TN: True Negative 19725 19888 19901
FP: False Positive 35 32 19
FN: False Negative 35 28 16
TPR: (Sensitivity, hit rate, recall) 0.854167 0.65 0.8
TNR=SPC: (Specificity) 0.998229 0.998394 0.999046
PPV: Pos Pred Value (Precision) 0.854167 0.619048 0.771084
NPV: Neg Pred Value 0.998229 0.998594 0.999197
FPR: False-out 0.00177126 0.00160643 0.000953815
FDR: False Discovery Rate 0.145833 0.380952 0.228916
FNR: Miss Rate 0.145833 0.35 0.2
ACC: Accuracy 0.9965 0.997 0.99825
F1 score 0.854167 0.634146 0.785276
MCC: Matthews correlation coefficient 0.852395 0.632831 0.784532
Informedness 0.852395 0.648394 0.799046
Markedness 0.852395 0.617642 0.770281
Prevalence 0.012 0.004 0.004
LR+: Positive likelihood ratio 482.238 404.625 838.737
LR-: Negative likelihood ratio 0.146092 0.350563 0.200191
DOR: Diagnostic odds ratio 3300.92 1154.21 4189.68
FOR: False omission rate 0.00177126 0.0014059 0.000803334
Classes backpack ... vase \
Population 20000 ... 20000
P: Condition positive 80 ... 80
N: Condition negative 19920 ... 19920
Test outcome positive 114 ... 83
Test outcome negative 19886 ... 19917
TP: True Positive 68 ... 71
TN: True Negative 19874 ... 19908
FP: False Positive 46 ... 12
FN: False Negative 12 ... 9
TPR: (Sensitivity, hit rate, recall) 0.85 ... 0.8875
TNR=SPC: (Specificity) 0.997691 ... 0.999398
PPV: Pos Pred Value (Precision) 0.596491 ... 0.855422
NPV: Neg Pred Value 0.999397 ... 0.999548
FPR: False-out 0.00230924 ... 0.00060241
FDR: False Discovery Rate 0.403509 ... 0.144578
FNR: Miss Rate 0.15 ... 0.1125
ACC: Accuracy 0.9971 ... 0.99895
F1 score 0.701031 ... 0.871166
MCC: Matthews correlation coefficient 0.710724 ... 0.870787
Informedness 0.847691 ... 0.886898
Markedness 0.595888 ... 0.85497
Prevalence 0.004 ... 0.004
LR+: Positive likelihood ratio 368.087 ... 1473.25
LR-: Negative likelihood ratio 0.150347 ... 0.112568
DOR: Diagnostic odds ratio 2448.25 ... 13087.7
FOR: False omission rate 0.00060344 ... 0.000451875
Classes violin walkie talkie wheel \
Population 20000 20000 20000
P: Condition positive 80 80 80
N: Condition negative 19920 19920 19920
Test outcome positive 80 97 96
Test outcome negative 19920 19903 19904
TP: True Positive 69 78 73
TN: True Negative 19909 19901 19897
FP: False Positive 11 19 23
FN: False Negative 11 2 7
TPR: (Sensitivity, hit rate, recall) 0.8625 0.975 0.9125
TNR=SPC: (Specificity) 0.999448 0.999046 0.998845
PPV: Pos Pred Value (Precision) 0.8625 0.804124 0.760417
NPV: Neg Pred Value 0.999448 0.9999 0.999648
FPR: False-out 0.000552209 0.000953815 0.00115462
FDR: False Discovery Rate 0.1375 0.195876 0.239583
FNR: Miss Rate 0.1375 0.025 0.0875
ACC: Accuracy 0.9989 0.99895 0.9985
F1 score 0.8625 0.881356 0.829545
MCC: Matthews correlation coefficient 0.861948 0.884961 0.832275
Informedness 0.861948 0.974046 0.911345
Markedness 0.861948 0.804023 0.760065
Prevalence 0.004 0.004 0.004
LR+: Positive likelihood ratio 1561.91 1022.21 790.304
LR-: Negative likelihood ratio 0.137576 0.0250239 0.0876011
DOR: Diagnostic odds ratio 11353.1 40849.4 9021.62
FOR: False omission rate 0.000552209 0.000100487 0.000351688
Classes wheelbarrow windmill wine-bottle \
Population 20000 20000 20000
P: Condition positive 160 80 80
N: Condition negative 19840 19920 19920
Test outcome positive 161 80 83
Test outcome negative 19839 19920 19917
TP: True Positive 135 78 78
TN: True Negative 19814 19918 19915
FP: False Positive 26 2 5
FN: False Negative 25 2 2
TPR: (Sensitivity, hit rate, recall) 0.84375 0.975 0.975
TNR=SPC: (Specificity) 0.99869 0.9999 0.999749
PPV: Pos Pred Value (Precision) 0.838509 0.975 0.939759
NPV: Neg Pred Value 0.99874 0.9999 0.9999
FPR: False-out 0.00131048 0.000100402 0.000251004
FDR: False Discovery Rate 0.161491 0.025 0.060241
FNR: Miss Rate 0.15625 0.025 0.025
ACC: Accuracy 0.99745 0.9998 0.99965
F1 score 0.841121 0.975 0.957055
MCC: Matthews correlation coefficient 0.83984 0.9749 0.957043
Informedness 0.84244 0.9749 0.974749
Markedness 0.837249 0.9749 0.939659
Prevalence 0.008 0.004 0.004
LR+: Positive likelihood ratio 643.846 9711 3884.4
LR-: Negative likelihood ratio 0.156455 0.0250025 0.0250063
DOR: Diagnostic odds ratio 4115.22 388401 155337
FOR: False omission rate 0.00126014 0.000100402 0.000100417
Classes wineglass wrist-watch zebra
Population 20000 20000 20000
P: Condition positive 80 80 80
N: Condition negative 19920 19920 19920
Test outcome positive 80 101 78
Test outcome negative 19920 19899 19922
TP: True Positive 79 71 72
TN: True Negative 19919 19890 19914
FP: False Positive 1 30 6
FN: False Negative 1 9 8
TPR: (Sensitivity, hit rate, recall) 0.9875 0.8875 0.9
TNR=SPC: (Specificity) 0.99995 0.998494 0.999699
PPV: Pos Pred Value (Precision) 0.9875 0.70297 0.923077
NPV: Neg Pred Value 0.99995 0.999548 0.999598
FPR: False-out 5.02008e-05 0.00150602 0.000301205
FDR: False Discovery Rate 0.0125 0.29703 0.0769231
FNR: Miss Rate 0.0125 0.1125 0.1
ACC: Accuracy 0.9999 0.99805 0.9993
F1 score 0.9875 0.78453 0.911392
MCC: Matthews correlation coefficient 0.98745 0.78894 0.911115
Informedness 0.98745 0.885994 0.899699
Markedness 0.98745 0.702518 0.922675
Prevalence 0.004 0.004 0.004
LR+: Positive likelihood ratio 19671 589.3 2988
LR-: Negative likelihood ratio 0.0125006 0.11267 0.10003
DOR: Diagnostic odds ratio 1.5736e+06 5230.33 29871
FOR: False omission rate 5.02008e-05 0.000452284 0.000401566
[26 rows x 250 columns]