Datasets:
Download data/evaluation.json from AriaAICompany/dns-lab: direct link, hf CLI and curl.
- Browser
- Download file 8.94 kB
-
https://huggingface.co/datasets/AriaAICompany/dns-lab/resolve/main/data/evaluation.json
- Command line
-
hf download hf://datasets/AriaAICompany/dns-lab/data/evaluation.json
-
curl -L -o evaluation.json https://huggingface.co/datasets/AriaAICompany/dns-lab/resolve/main/data/evaluation.json
8.94 kB
| { | |
| "seed": 12, | |
| "n_queries": 19335, | |
| "n_events": 9, | |
| "kpis": { | |
| "n_raw": 19335, | |
| "n_valid": 19335, | |
| "n_dropped": 0, | |
| "n_windows": 6139, | |
| "n_security_review": 20, | |
| "n_context": 67, | |
| "n_incomplete": 0, | |
| "parse_coverage": 1.0, | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.5, | |
| "false_alarms_per_1k": 0.5089, | |
| "false_alarms_per_day": 0.1667, | |
| "mean_detect_delay_min": 0.0, | |
| "new_service_as_security": 0, | |
| "seconds": 10.726, | |
| "threshold": 3.0, | |
| "model_names": "robust+iforest+lightgbm", | |
| "psl_version": "lab-psl-2026-09-20" | |
| }, | |
| "comparison": [ | |
| { | |
| "method": "nxdomain_rate", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 10.0, | |
| "n_security_alerts": 6, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "query_length", | |
| "split": "development", | |
| "event_recall": 0.5, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 4, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "robust_stats", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.16, | |
| "false_alarms_per_1k": 3.6601, | |
| "false_alarms_per_day": 1.3125, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 50, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 4, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "isolation_forest", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.0203, | |
| "false_alarms_per_1k": 33.6383, | |
| "false_alarms_per_day": 12.0625, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 394, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 4, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "lightgbm", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 8, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "ariadns", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.6667, | |
| "false_alarms_per_1k": 0.3486, | |
| "false_alarms_per_day": 0.125, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 12, | |
| "n_context_alerts": 43, | |
| "n_review_events": 2, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "nxdomain_rate", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 5.0, | |
| "n_security_alerts": 3, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "query_length", | |
| "split": "test", | |
| "event_recall": 0.5, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 2, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "robust_stats", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.1212, | |
| "false_alarms_per_1k": 3.6896, | |
| "false_alarms_per_day": 1.2083, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 33, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 4, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "isolation_forest", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.0148, | |
| "false_alarms_per_1k": 33.8422, | |
| "false_alarms_per_day": 11.0833, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 270, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 4, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "lightgbm", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 4, | |
| "n_context_alerts": 0, | |
| "n_review_events": 2, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "ariadns", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.5, | |
| "false_alarms_per_1k": 0.5089, | |
| "false_alarms_per_day": 0.1667, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 8, | |
| "n_context_alerts": 24, | |
| "n_review_events": 2, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "nxdomain_rate", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 7.5, | |
| "n_security_alerts": 9, | |
| "n_context_alerts": 0, | |
| "n_review_events": 4, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "query_length", | |
| "split": "all", | |
| "event_recall": 0.5, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 6, | |
| "n_context_alerts": 0, | |
| "n_review_events": 4, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "robust_stats", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.1446, | |
| "false_alarms_per_1k": 3.6721, | |
| "false_alarms_per_day": 1.2679, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 83, | |
| "n_context_alerts": 0, | |
| "n_review_events": 4, | |
| "new_service_as_security": 8, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "isolation_forest", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.0181, | |
| "false_alarms_per_1k": 33.7212, | |
| "false_alarms_per_day": 11.6429, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 664, | |
| "n_context_alerts": 0, | |
| "n_review_events": 4, | |
| "new_service_as_security": 8, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "lightgbm", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "host_window_precision": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_day": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 12, | |
| "n_context_alerts": 0, | |
| "n_review_events": 4, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "ariadns", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "host_window_precision": 0.6, | |
| "false_alarms_per_1k": 0.4138, | |
| "false_alarms_per_day": 0.1429, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 20, | |
| "n_context_alerts": 67, | |
| "n_review_events": 4, | |
| "new_service_as_security": 0, | |
| "parse_coverage": 1.0 | |
| } | |
| ], | |
| "calibration": [ | |
| { | |
| "threshold": 1.5, | |
| "n_security_alerts": 8, | |
| "event_recall": 1.0, | |
| "false_alarms_per_1k": 0.5089 | |
| }, | |
| { | |
| "threshold": 2.0, | |
| "n_security_alerts": 8, | |
| "event_recall": 1.0, | |
| "false_alarms_per_1k": 0.5089 | |
| }, | |
| { | |
| "threshold": 2.5, | |
| "n_security_alerts": 8, | |
| "event_recall": 1.0, | |
| "false_alarms_per_1k": 0.5089 | |
| }, | |
| { | |
| "threshold": 3.0, | |
| "n_security_alerts": 8, | |
| "event_recall": 1.0, | |
| "false_alarms_per_1k": 0.5089 | |
| }, | |
| { | |
| "threshold": 3.5, | |
| "n_security_alerts": 8, | |
| "event_recall": 1.0, | |
| "false_alarms_per_1k": 0.5089 | |
| }, | |
| { | |
| "threshold": 4.0, | |
| "n_security_alerts": 7, | |
| "event_recall": 1.0, | |
| "false_alarms_per_1k": 0.3817 | |
| }, | |
| { | |
| "threshold": 5.0, | |
| "n_security_alerts": 4, | |
| "event_recall": 1.0, | |
| "false_alarms_per_1k": 0.0 | |
| } | |
| ] | |
| } |