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C-NIDS AGENT EVALUATION REPORT
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Evaluation Date: 2026-01-28 18:21:05
Total Samples: 995
Evaluation Duration: 300 seconds

PERFORMANCE METRICS (Binary Attack/Normal):
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Accuracy:           0.6040
Precision:          0.6040
Recall:             1.0000
F1-Score:           0.7531
False Positive Rate: 1.0000
False Negative Rate: 0.0000
Detection Rate:      1.0000

CONFUSION MATRIX (Binary):
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True Positives:  601
False Positives: 394
True Negatives:  0
False Negatives: 0

DETAILED CLASSIFICATION BREAKDOWN:
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Known Attack -> Known Attack: 394 (TP-Known)
Known Attack -> Zero-Day:     17 (Misclassification)
Zero-Day -> Zero-Day:         47 (TP-Zero-Day)
Zero-Day -> Known Attack:     143 (Under-detection)

ZERO-DAY STATISTICS:
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Zero-Day Samples:       190
Zero-Day Detected:      47
Zero-Day Missed:        143
Zero-Day False Alarms:  17
Detection Rate:         0.2474
False Alarm Rate:       0.0431
Precision:              0.7344

RESPONSE TIMES:
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Average: 195.79 ms
Minimum: 66.20 ms
Maximum: 372.60 ms
Std Dev: 84.08 ms
