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C-NIDS DETECTOR - COMPREHENSIVE TEST REPORT
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Report Generated: 2026-01-28 15:52:38
Total Test Runs: 15
Sources: 1 (Agent Evaluation)
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OVERALL STATISTICS BY SOURCE:
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Agent Evaluation:
  Total Runs: 15
  Average Accuracy: 60.40%
  Average F1-Score: 75.31%
  Average Zero-Day Detection Rate: 7.91%
  Average Zero-Day Precision: 31.32%


OVERALL STATISTICS:
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Overall Average Accuracy: 60.40%
Overall Average F1-Score: 75.31%
Overall Zero-Day Detection Rate: 7.91%
Overall Zero-Day Precision: 31.32%


ZERO-DAY ATTACK ANALYSIS:
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Total Zero-Day Samples: 3013
Zero-Day Attacks Detected: 228
Zero-Day Attacks Missed: 2785
Zero-Day False Alarms: 49
Overall Zero-Day Detection Rate: 7.57%
Zero-Day False Alarm Rate: 0.82%

TOTAL DETECTION COUNTS:
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  True Positives:  9060
  True Negatives:  0
  False Positives: 5940
  False Negatives: 0


PER MODEL STATISTICS:
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Agent_Test:
  Source:            Agent Evaluation
  Latest Accuracy:   60.10%
  Latest F1-Score:   75.08%
  Zero-Day Rate:     7.91%
  Average Accuracy:  60.40%
  Average F1-Score:  75.31%
  Test Date:         2026-01-28
  Latest Performance: FAIR


RECOMMENDATIONS:
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?? Fair performance, room for improvement
  - Investigate high false positive/negative rates
  - Consider adding more training data
  - Review feature selection
  - Zero-day detection requires significant attention

? ZERO-DAY DETECTION CRITICAL ISSUES:
  - Implement additional anomaly detection techniques
  - Consider unsupervised learning approaches
  - Increase zero-day training scenarios
  - Review zero-day detection thresholds

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END OF REPORT
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