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C-NIDS AGENT EVALUATION REPORT
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Evaluation Date: 2026-01-28 18:40:08
Total Samples: 892
Evaluation Duration: 300 seconds

PERFORMANCE METRICS (Binary Attack/Normal):
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Accuracy:           0.6132
Precision:          0.6132
Recall:             1.0000
F1-Score:           0.7603
False Positive Rate: 1.0000
False Negative Rate: 0.0000
Detection Rate:      1.0000

CONFUSION MATRIX (Binary):
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True Positives:  547
False Positives: 345
True Negatives:  0
False Negatives: 0

DETAILED CLASSIFICATION BREAKDOWN:
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Known Attack -> Known Attack: 358 (TP-Known)
Known Attack -> Zero-Day:     9 (Misclassification)
Zero-Day -> Zero-Day:         29 (TP-Zero-Day)
Zero-Day -> Known Attack:     151 (Under-detection)

ZERO-DAY STATISTICS:
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Zero-Day Samples:       180
Zero-Day Detected:      29
Zero-Day Missed:        151
Zero-Day False Alarms:  9
Detection Rate:         0.1611
False Alarm Rate:       0.0261
Precision:              0.7632

RESPONSE TIMES:
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Average: 230.01 ms
Minimum: 72.89 ms
Maximum: 374.65 ms
Std Dev: 70.22 ms
