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C-NIDS AGENT EVALUATION REPORT
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Evaluation Date: 2026-01-28 15:13:43
Total Samples: 1000
Evaluation Duration: 300 seconds

PERFORMANCE METRICS (Binary Attack/Normal):
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Accuracy:           0.6210
Precision:          0.6210
Recall:             1.0000
F1-Score:           0.7662
False Positive Rate: 1.0000
False Negative Rate: 0.0000
Detection Rate:      1.0000

CONFUSION MATRIX (Binary):
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True Positives:  621
False Positives: 379
True Negatives:  0
False Negatives: 0

DETAILED CLASSIFICATION BREAKDOWN:
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Known Attack -> Known Attack: 422 (TP-Known)
Known Attack -> Zero-Day:     6 (Misclassification)
Zero-Day -> Zero-Day:         51 (TP-Zero-Day)
Zero-Day -> Known Attack:     142 (Under-detection)

ZERO-DAY STATISTICS:
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Zero-Day Samples:       193
Zero-Day Detected:      51
Zero-Day Missed:        142
Zero-Day False Alarms:  6
Detection Rate:         0.2642
False Alarm Rate:       0.0158
Precision:              0.8947

RESPONSE TIMES:
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Average: 61.40 ms
Minimum: 42.85 ms
Maximum: 245.30 ms
Std Dev: 11.72 ms
