================================================================================
C-NIDS DETECTOR - COMPREHENSIVE TEST REPORT
================================================================================
Report Generated: 2026-01-28 13:05:57
Total Test Runs: 8
Sources: 1 (Agent Evaluation)
================================================================================

OVERALL STATISTICS BY SOURCE:
----------------------------------------

Agent Evaluation:
  Total Runs: 8
  Average Accuracy: 60.46%
  Average F1-Score: 75.35%
  Average Zero-Day Detection Rate: 0.06%
  Average Zero-Day Precision: 6.25%


OVERALL STATISTICS:
----------------------------------------
Overall Average Accuracy: 60.46%
Overall Average F1-Score: 75.35%
Overall Zero-Day Detection Rate: 0.06%
Overall Zero-Day Precision: 6.25%


ZERO-DAY ATTACK ANALYSIS:
----------------------------------------
Total Zero-Day Samples: 1618
Zero-Day Attacks Detected: 1
Zero-Day Attacks Missed: 1617
Zero-Day False Alarms: 4
Overall Zero-Day Detection Rate: 0.06%
Zero-Day False Alarm Rate: 0.13%

TOTAL DETECTION COUNTS:
----------------------------------------
  True Positives:  4837
  True Negatives:  0
  False Positives: 3163
  False Negatives: 0


PER MODEL STATISTICS:
----------------------------------------

Agent_Test:
  Source:            Agent Evaluation
  Latest Accuracy:   60.40%
  Latest F1-Score:   75.31%
  Zero-Day Rate:     0.06%
  Average Accuracy:  60.46%
  Average F1-Score:  75.35%
  Test Date:         2026-01-28
  Latest Performance: FAIR


RECOMMENDATIONS:
----------------------------------------
?? 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

================================================================================
END OF REPORT
================================================================================