Generated: 2026-01-28 15:14:14
Total Test Runs: 13
Sources: Agent Evaluation: 13
| Metric | Value |
|---|---|
| Total Zero-Day Samples | 2642 |
| Zero-Day Attacks Detected | 137 |
| Zero-Day Attacks Missed | 2505 |
| Zero-Day False Alarms | 35 |
| Overall Detection Rate | 5.19% |
? Overall Performance: NEEDS IMPROVEMENT - Significant enhancement required
Total Detections: TP=7849, TN=0, FP=5151, FN=0
Test Sources: Agent Evaluation: 13
Zero-Day Detection Rate: 5.36%
| Source | Model | Date | Time | Filename | Total_Requests | Attack_Ratio | ZeroDay_Ratio | Accuracy | F1_Score | Precision | Recall | ZeroDay_Rate | ZeroDay_Precision | ZeroDay_False_Alarm_Rate | TP | FP | TN | FN | Total_Samples | ZeroDay_Detected | ZeroDay_Samples | ZeroDay_False_Alarms | ZeroDay_Missed | Avg_Response_Time | Test_Duration |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Agent Evaluation | Agent_Test | 2026-01-28 | 15:13:43 | metrics_20260128_151343.json | 1000 | 1.0 | 0.193 | 62.10% | 76.62% | 62.10% | 100.00% | 26.42% | 89.47% | 1.58% | 621 | 379 | 0 | 0 | 1000 | 51 | 193 | 6 | 142 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 13:51:13 | metrics_20260128_135113.json | 1000 | 1.0 | 0.214 | 60.70% | 75.54% | 60.70% | 100.00% | 21.50% | 88.46% | 1.53% | 607 | 393 | 0 | 0 | 1000 | 46 | 214 | 6 | 168 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 13:47:06 | metrics_20260128_134706.json | 1000 | 1.0 | 0.183 | 58.90% | 74.13% | 58.90% | 100.00% | 21.31% | 68.42% | 4.38% | 589 | 411 | 0 | 0 | 1000 | 39 | 183 | 18 | 144 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 13:40:18 | metrics_20260128_134018.json | 1000 | 1.0 | 0.214 | 60.10% | 75.08% | 60.10% | 100.00% | 0.00% | 0.00% | 0.00% | 601 | 399 | 0 | 0 | 1000 | 0 | 214 | 0 | 214 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 13:10:17 | metrics_20260128_131017.json | 1000 | 1.0 | 0.220 | 59.40% | 74.53% | 59.40% | 100.00% | 0.00% | 0.00% | 0.25% | 594 | 406 | 0 | 0 | 1000 | 0 | 220 | 1 | 220 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 12:59:16 | metrics_20260128_125916.json | 1000 | 1.0 | 0.191 | 60.40% | 75.31% | 60.40% | 100.00% | 0.00% | 0.00% | 0.25% | 604 | 396 | 0 | 0 | 1000 | 0 | 191 | 1 | 191 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 12:55:10 | metrics_20260128_125510.json | 1000 | 1.0 | 0.210 | 59.60% | 74.69% | 59.60% | 100.00% | 0.00% | 0.00% | 0.00% | 596 | 404 | 0 | 0 | 1000 | 0 | 210 | 0 | 210 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 12:08:13 | metrics_20260128_120813.json | 1000 | 1.0 | 0.183 | 60.50% | 75.39% | 60.50% | 100.00% | 0.00% | 0.00% | 0.25% | 605 | 395 | 0 | 0 | 1000 | 0 | 183 | 1 | 183 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 12:04:51 | metrics_20260128_120451.json | 1000 | 1.0 | 0.208 | 60.40% | 75.31% | 60.40% | 100.00% | 0.00% | 0.00% | 0.25% | 604 | 396 | 0 | 0 | 1000 | 0 | 208 | 1 | 208 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 12:01:00 | metrics_20260128_120100.json | 1000 | 1.0 | 0.232 | 62.60% | 77.00% | 62.60% | 100.00% | 0.00% | 0.00% | 0.00% | 626 | 374 | 0 | 0 | 1000 | 0 | 232 | 0 | 232 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 11:57:39 | metrics_20260128_115739.json | 1000 | 1.0 | 0.188 | 61.50% | 76.16% | 61.50% | 100.00% | 0.00% | 0.00% | 0.00% | 615 | 385 | 0 | 0 | 1000 | 0 | 188 | 0 | 188 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 11:54:07 | metrics_20260128_115407.json | 1000 | 1.0 | 0.203 | 59.20% | 74.37% | 59.20% | 100.00% | 0.00% | 0.00% | 0.00% | 592 | 408 | 0 | 0 | 1000 | 0 | 203 | 0 | 203 | N/A | N/A |
| Agent Evaluation | Agent_Test | 2026-01-28 | 11:49:24 | metrics_20260128_114924.json | 1000 | 1.0 | 0.203 | 59.50% | 74.61% | 59.50% | 100.00% | 0.49% | 50.00% | 0.25% | 595 | 405 | 0 | 0 | 1000 | 1 | 203 | 1 | 202 | N/A | N/A |
================================================================================ C-NIDS DETECTOR - COMPREHENSIVE TEST REPORT ================================================================================ Report Generated: 2026-01-28 15:14:13 Total Test Runs: 13 Sources: 1 (Agent Evaluation) ================================================================================ OVERALL STATISTICS BY SOURCE: ---------------------------------------- Agent Evaluation: Total Runs: 13 Average Accuracy: 60.38% Average F1-Score: 75.29% Average Zero-Day Detection Rate: 5.36% Average Zero-Day Precision: 22.80% OVERALL STATISTICS: ---------------------------------------- Overall Average Accuracy: 60.38% Overall Average F1-Score: 75.29% Overall Zero-Day Detection Rate: 5.36% Overall Zero-Day Precision: 22.80% ZERO-DAY ATTACK ANALYSIS: ---------------------------------------- Total Zero-Day Samples: 2642 Zero-Day Attacks Detected: 137 Zero-Day Attacks Missed: 2505 Zero-Day False Alarms: 35 Overall Zero-Day Detection Rate: 5.19% Zero-Day False Alarm Rate: 0.68% TOTAL DETECTION COUNTS: ---------------------------------------- True Positives: 7849 True Negatives: 0 False Positives: 5151 False Negatives: 0 PER MODEL STATISTICS: ---------------------------------------- Agent_Test: Source: Agent Evaluation Latest Accuracy: 62.10% Latest F1-Score: 76.62% Zero-Day Rate: 5.36% Average Accuracy: 60.38% Average F1-Score: 75.29% 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 ================================================================================