==============================================================================
     Date: Sat Aug 23 01:17:14 2025
     File: /data/isip/tools/linux_x64/nfc/util/python/nedc_eeg_eval/v6.0.0/src/nedc_eeg_eval/nedc_eeg_eval.py
  Version: v6.0.0
 Mod Time: Mon Aug  4 08:15:47 2025
==============================================================================

==============================================================================
File: /data/isip/tools/linux_x64/nfc/util/python/nedc_eeg_eval/v6.0.0/test/output/summary.txt
Data:
 Ref: /data/isip/tools/linux_x64/nfc/util/python/nedc_eeg_eval/v6.0.0/data/lists/ref.list
 Hyp: /data/isip/tools/linux_x64/nfc/util/python/nedc_eeg_eval/v6.0.0/data/lists/hyp.list

==============================================================================
NEDC DP ALIGNMENT SCORING SUMMARY (v6.0.0):

            NEDC DPAlign Confusion Matrix           
  Ref/Hyp:         seiz                  bckg         
     seiz:       58.00 (100.00%)        0.00 (  0.00%)
     bckg:        0.00 (  0.00%)       88.00 (100.00%)

PER LABEL RESULTS:

 LABEL: SEIZ

                          Targets:          701
                             Hits:           58
                           Misses:          643
                     False Alarms:            0
                       Insertions:            0   <**
                        Deletions:          643   <**

              True Positives (TP):           58
              True Negatives (TN):           88
             False Positives (FP):            0
             False Negatives (FN):          643

        Sensitivity (TPR, Recall):       8.2739%
                Specificity (TNR):     100.0000%
                  Precision (PPV):     100.0000%
       Negative Pred. Value (NPV):      12.0383%
                  Miss Rate (FNR):      91.7261%
        False Positive Rate (FPR):       0.0000%
       False Discovery Rate (FDR):       0.0000%
        False Omission Rate (FOR):      87.9617%
                         Accuracy:      18.5044%
           Misclassification Rate:      81.4956%
                       Prevalence:      88.8466%
               F1 Score (F Ratio):       0.1528
                   Matthews (MCC):       0.0998
                 False Alarm Rate:       0.0000 per 24 hours

 LABEL: BCKG

                          Targets:          730
                             Hits:           88
                           Misses:          642
                     False Alarms:            0
                       Insertions:            0   <**
                        Deletions:          642   <**

              True Positives (TP):           88
              True Negatives (TN):           58
             False Positives (FP):            0
             False Negatives (FN):          642

        Sensitivity (TPR, Recall):      12.0548%
                Specificity (TNR):     100.0000%
                  Precision (PPV):     100.0000%
       Negative Pred. Value (NPV):       8.2857%
                  Miss Rate (FNR):      87.9452%
        False Positive Rate (FPR):       0.0000%
       False Discovery Rate (FDR):       0.0000%
        False Omission Rate (FOR):      91.7143%
                         Accuracy:      18.5279%
           Misclassification Rate:      81.4721%
                       Prevalence:      92.6396%
               F1 Score (F Ratio):       0.2152
                   Matthews (MCC):       0.0999
                 False Alarm Rate:       0.0000 per 24 hours

SUMMARY:

                            Total:         1431
                             Hits:          146
                           Misses:         1285
                     False Alarms:            0
                       Insertions:            0   <**
                        Deletions:         1285   <**

               True Positives(TP):          146
             False Positives (FP):            0

        Sensitivity (TPR, Recall):      10.2027%
                  Miss Rate (FNR):      89.7973%
                         Accuracy:      18.5162%
           Misclassification Rate:      81.4838%
                       Prevalence:      90.7419%
                         F1 Score:       0.1821
                   Matthews (MCC):       0.1020

                   Total Duration:   45277.0000 secs
               Total False Alarms:       0.0000 events
           Total False Alarm Rate:       0.0000 per 24 hours

==============================================================================
NEDC EPOCH SCORING SUMMARY (v6.0.0):

             NEDC Epoch Confusion Matrix            
  Ref/Hyp:         seiz                  bckg         
     seiz:    68142.00 ( 89.17%)     8278.00 ( 10.83%)
     bckg:    47354.00 ( 45.23%)    57334.00 ( 54.77%)

PER LABEL RESULTS:

 LABEL: SEIZ

                          Targets:        76420
                             Hits:        68142
                           Misses:         8278
                     False Alarms:        47354
                       Insertions:        47354
                        Deletions:         8278

              True Positives (TP):        68142
              True Negatives (TN):        57334
             False Positives (FP):        47354
             False Negatives (FN):         8278

        Sensitivity (TPR, Recall):      89.1678%
                Specificity (TNR):      54.7665%
                  Precision (PPV):      58.9994%
       Negative Pred. Value (NPV):      87.3834%
                  Miss Rate (FNR):      10.8322%
        False Positive Rate (FPR):      45.2335%
       False Discovery Rate (FDR):      41.0006%
        False Omission Rate (FOR):      12.6166%
                         Accuracy:      69.2824%
           Misclassification Rate:      30.7176%
                       Prevalence:      42.1958%
               F1 Score (F Ratio):       0.7101
                   Matthews (MCC):       0.4514
                 False Alarm Rate:   22590.8607 per 24 hours

 LABEL: BCKG

                          Targets:       104688
                             Hits:        57334
                           Misses:        47354
                     False Alarms:            0
                       Insertions:            0
                        Deletions:            0

              True Positives (TP):        57334
              True Negatives (TN):        68142
             False Positives (FP):         8278
             False Negatives (FN):        47354

        Sensitivity (TPR, Recall):      54.7665%
                Specificity (TNR):      89.1678%
                  Precision (PPV):      87.3834%
       Negative Pred. Value (NPV):      58.9994%
                  Miss Rate (FNR):      45.2335%
        False Positive Rate (FPR):      10.8322%
       False Discovery Rate (FDR):      12.6166%
        False Omission Rate (FOR):      41.0006%
                         Accuracy:      69.2824%
           Misclassification Rate:      30.7176%
                       Prevalence:      57.8042%
               F1 Score (F Ratio):       0.6733
                   Matthews (MCC):       0.4514
                 False Alarm Rate:    3949.1309 per 24 hours

SUMMARY:

                            Total:       181108
                             Hits:       125476
                           Misses:        55632
                     False Alarms:        47354
                       Insertions:        47354
                        Deletions:         8278

               True Positives(TP):       125476
             False Positives (FP):        55632

        Sensitivity (TPR, Recall):      69.2824%
                  Miss Rate (FNR):      30.7176%
                         Accuracy:      69.2824%
           Misclassification Rate:      30.7176%
                       Prevalence:      50.0000%
                         F1 Score:       0.6754
                   Matthews (MCC):       0.3856

                   Total Duration:   45277.0000 secs
               Total False Alarms:   55632.0000 events
           Total False Alarm Rate:   26539.9916 per 24 hours

==============================================================================
NEDC OVERLAP SCORING SUMMARY (v6.0.0):

PER LABEL RESULTS:

 LABEL: SEIZ

                          Targets:          701   <**
                             Hits:          604   <**
                           Misses:           97   <**
                     False Alarms:            2   <**
                       Insertions:            2
                        Deletions:           97

              True Positives (TP):          604
              True Negatives (TN):          182
             False Positives (FP):            2
             False Negatives (FN):           97

        Sensitivity (TPR, Recall):      86.1626%
                Specificity (TNR):      98.9130%
                  Precision (PPV):      99.6700%
       Negative Pred. Value (NPV):      65.2330%
                  Miss Rate (FNR):      13.8374%
        False Positive Rate (FPR):       1.0870%
       False Discovery Rate (FDR):       0.3300%
        False Omission Rate (FOR):      34.7670%
                         Accuracy:      88.8136%
           Misclassification Rate:      11.1864%
                       Prevalence:      79.2090%
               F1 Score (F Ratio):       0.9243
                   Matthews (MCC):       0.7431
                 False Alarm Rate:       3.8165 per 24 hours

 LABEL: BCKG

                          Targets:          730   <**
                             Hits:          182   <**
                           Misses:          548   <**
                     False Alarms:            0   <**
                       Insertions:            0
                        Deletions:          548

              True Positives (TP):          182
              True Negatives (TN):          604
             False Positives (FP):            0
             False Negatives (FN):          548

        Sensitivity (TPR, Recall):      24.9315%
                Specificity (TNR):     100.0000%
                  Precision (PPV):     100.0000%
       Negative Pred. Value (NPV):      52.4306%
                  Miss Rate (FNR):      75.0685%
        False Positive Rate (FPR):       0.0000%
       False Discovery Rate (FDR):       0.0000%
        False Omission Rate (FOR):      47.5694%
                         Accuracy:      58.9205%
           Misclassification Rate:      41.0795%
                       Prevalence:      54.7226%
               F1 Score (F Ratio):       0.3991
                   Matthews (MCC):       0.3615
                 False Alarm Rate:       0.0000 per 24 hours

SUMMARY:

                            Total:         1431   <**
                             Hits:          786   <**
                           Misses:          645   <**
                     False Alarms:            2   <**
                       Insertions:            2
                        Deletions:          645

               True Positives(TP):          786
             False Positives (FP):            2

        Sensitivity (TPR, Recall):      54.9266%
                  Miss Rate (FNR):      45.0734%
                         Accuracy:      70.8427%
           Misclassification Rate:      29.1573%
                       Prevalence:      64.4885%
                         F1 Score:       0.8771
                   Matthews (MCC):       0.5467

                   Total Duration:   45277.0000 secs
               Total False Alarms:       2.0000 events
           Total False Alarm Rate:       3.8165 per 24 hours

==============================================================================
NEDC TAES SCORING SUMMARY (v6.0.0):

PER LABEL RESULTS:

 LABEL: SEIZ

                          Targets:       701.00   <**
                             Hits:        46.41   <**
                           Misses:       654.59   <**
                     False Alarms:        47.99   <**
                       Insertions:        47.99
                        Deletions:       654.59

              True Positives (TP):        46.41
              True Negatives (TN):        81.02
             False Positives (FP):        47.99
             False Negatives (FN):       654.59

        Sensitivity (TPR, Recall):       6.6199%
                Specificity (TNR):      62.7991%
                  Precision (PPV):      49.1594%
       Negative Pred. Value (NPV):      11.0134%
                  Miss Rate (FNR):      93.3801%
        False Positive Rate (FPR):      37.2009%
       False Discovery Rate (FDR):      50.8406%
        False Omission Rate (FOR):      88.9866%
                         Accuracy:      15.3518%
           Misclassification Rate:      84.6482%
                       Prevalence:      84.4570%
               F1 Score (F Ratio):       0.1167
                   Matthews (MCC):      -0.3490
                 False Alarm Rate:      91.5814 per 24 hours

 LABEL: BCKG

                          Targets:       730.00   <**
                             Hits:        81.02   <**
                           Misses:       648.98   <**
                     False Alarms:        55.82   <**
                       Insertions:        55.82
                        Deletions:       648.98

              True Positives (TP):        81.02
              True Negatives (TN):        46.41
             False Positives (FP):        55.82
             False Negatives (FN):       648.98

        Sensitivity (TPR, Recall):      11.0981%
                Specificity (TNR):      45.3942%
                  Precision (PPV):      59.2058%
       Negative Pred. Value (NPV):       6.6733%
                  Miss Rate (FNR):      88.9019%
        False Positive Rate (FPR):      54.6058%
       False Discovery Rate (FDR):      40.7942%
        False Omission Rate (FOR):      93.3267%
                         Accuracy:      15.3109%
           Misclassification Rate:      84.6891%
                       Prevalence:      87.7164%
               F1 Score (F Ratio):       0.1869
                   Matthews (MCC):      -0.3853
                 False Alarm Rate:     106.5225 per 24 hours

SUMMARY:

                            Total:      1431.00   <**
                             Hits:       127.42   <**
                           Misses:      1303.58   <**
                     False Alarms:       103.81   <**
                       Insertions:       103.81
                        Deletions:      1303.58

               True Positives(TP):       127.42
             False Positives (FP):       103.81

        Sensitivity (TPR, Recall):       8.9043%
                  Miss Rate (FNR):      91.0957%
                         Accuracy:      15.3313%
           Misclassification Rate:      84.6687%
                       Prevalence:      86.0889%
                         F1 Score:       0.1396
                   Matthews (MCC):      -0.3599

                   Total Duration:   45277.0000 secs
               Total False Alarms:     103.8142 events
           Total False Alarm Rate:     198.1039 per 24 hours

==============================================================================
NEDC INTER-RATER AGREEMENT SUMMARY (v6.0.0):

              NEDC IRA Confusion Matrix             
  Ref/Hyp:         seiz                  bckg         
     seiz:    68142.00 ( 89.17%)     8278.00 ( 10.83%)
     bckg:    47354.00 ( 45.23%)    57334.00 ( 54.77%)

PER LABEL RESULTS:
 Label: seiz   Kappa:       0.4110
 Label: bckg   Kappa:       0.4110

SUMMARY:
   Multi-Class Kappa:       0.4110

==============================================================================
NEDC EEG Eval Successfully Completed on Sat Aug 23 01:17:15 2025
==============================================================================
