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C-NIDS AGENT EVALUATION REPORT
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Evaluation Date: 2026-01-28 16:14:26
Total Samples: 1000
Evaluation Duration: 300 seconds

PERFORMANCE METRICS (Binary Attack/Normal):
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Accuracy:           0.6220
Precision:          0.6220
Recall:             1.0000
F1-Score:           0.7670
False Positive Rate: 1.0000
False Negative Rate: 0.0000
Detection Rate:      1.0000

CONFUSION MATRIX (Binary):
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True Positives:  622
False Positives: 378
True Negatives:  0
False Negatives: 0

DETAILED CLASSIFICATION BREAKDOWN:
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Known Attack -> Known Attack: 395 (TP-Known)
Known Attack -> Zero-Day:     3 (Misclassification)
Zero-Day -> Zero-Day:         50 (TP-Zero-Day)
Zero-Day -> Known Attack:     174 (Under-detection)

ZERO-DAY STATISTICS:
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Zero-Day Samples:       224
Zero-Day Detected:      50
Zero-Day Missed:        174
Zero-Day False Alarms:  3
Detection Rate:         0.2232
False Alarm Rate:       0.0079
Precision:              0.9434

RESPONSE TIMES:
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Average: 62.98 ms
Minimum: 42.81 ms
Maximum: 264.09 ms
Std Dev: 13.25 ms
