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C-NIDS AGENT EVALUATION REPORT
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Evaluation Date: 2026-01-28 15:19:32
Total Samples: 1000
Evaluation Duration: 300 seconds

PERFORMANCE METRICS (Binary Attack/Normal):
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Accuracy:           0.6100
Precision:          0.6100
Recall:             1.0000
F1-Score:           0.7578
False Positive Rate: 1.0000
False Negative Rate: 0.0000
Detection Rate:      1.0000

CONFUSION MATRIX (Binary):
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True Positives:  610
False Positives: 390
True Negatives:  0
False Negatives: 0

DETAILED CLASSIFICATION BREAKDOWN:
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Known Attack -> Known Attack: 431 (TP-Known)
Known Attack -> Zero-Day:     6 (Misclassification)
Zero-Day -> Zero-Day:         40 (TP-Zero-Day)
Zero-Day -> Known Attack:     133 (Under-detection)

ZERO-DAY STATISTICS:
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Zero-Day Samples:       173
Zero-Day Detected:      40
Zero-Day Missed:        133
Zero-Day False Alarms:  6
Detection Rate:         0.2312
False Alarm Rate:       0.0154
Precision:              0.8696

RESPONSE TIMES:
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Average: 60.05 ms
Minimum: 43.69 ms
Maximum: 157.83 ms
Std Dev: 6.58 ms
