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C-NIDS AGENT EVALUATION REPORT
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Evaluation Date: 2026-01-28 16:22:13
Total Samples: 1000
Evaluation Duration: 300 seconds

PERFORMANCE METRICS (Binary Attack/Normal):
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Accuracy:           0.6110
Precision:          0.6110
Recall:             1.0000
F1-Score:           0.7585
False Positive Rate: 1.0000
False Negative Rate: 0.0000
Detection Rate:      1.0000

CONFUSION MATRIX (Binary):
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True Positives:  611
False Positives: 389
True Negatives:  0
False Negatives: 0

DETAILED CLASSIFICATION BREAKDOWN:
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Known Attack -> Known Attack: 397 (TP-Known)
Known Attack -> Zero-Day:     7 (Misclassification)
Zero-Day -> Zero-Day:         50 (TP-Zero-Day)
Zero-Day -> Known Attack:     157 (Under-detection)

ZERO-DAY STATISTICS:
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Zero-Day Samples:       207
Zero-Day Detected:      50
Zero-Day Missed:        157
Zero-Day False Alarms:  7
Detection Rate:         0.2415
False Alarm Rate:       0.0180
Precision:              0.8772

RESPONSE TIMES:
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Average: 61.94 ms
Minimum: 42.76 ms
Maximum: 202.94 ms
Std Dev: 9.47 ms
