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C-NIDS AGENT EVALUATION REPORT
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Evaluation Date: 2026-01-28 16:30:46
Total Samples: 1000
Evaluation Duration: 300 seconds

PERFORMANCE METRICS (Binary Attack/Normal):
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Accuracy:           0.6170
Precision:          0.6170
Recall:             1.0000
F1-Score:           0.7631
False Positive Rate: 1.0000
False Negative Rate: 0.0000
Detection Rate:      1.0000

CONFUSION MATRIX (Binary):
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True Positives:  617
False Positives: 383
True Negatives:  0
False Negatives: 0

DETAILED CLASSIFICATION BREAKDOWN:
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Known Attack -> Known Attack: 370 (TP-Known)
Known Attack -> Zero-Day:     10 (Misclassification)
Zero-Day -> Zero-Day:         45 (TP-Zero-Day)
Zero-Day -> Known Attack:     192 (Under-detection)

ZERO-DAY STATISTICS:
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Zero-Day Samples:       237
Zero-Day Detected:      45
Zero-Day Missed:        192
Zero-Day False Alarms:  10
Detection Rate:         0.1899
False Alarm Rate:       0.0261
Precision:              0.8182

RESPONSE TIMES:
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Average: 62.57 ms
Minimum: 56.57 ms
Maximum: 112.29 ms
Std Dev: 4.58 ms
