Download data/evaluation.json from AriaAICompany/ot-watch-lab: direct link, hf CLI and curl.
- Browser
- Download file 11.2 kB
-
https://huggingface.co/datasets/AriaAICompany/ot-watch-lab/resolve/main/data/evaluation.json
- Command line
-
hf download hf://datasets/AriaAICompany/ot-watch-lab/data/evaluation.json
-
curl -L -o evaluation.json https://huggingface.co/datasets/AriaAICompany/ot-watch-lab/resolve/main/data/evaluation.json
11.2 kB
| { | |
| "seed": 21, | |
| "n_events": 30487, | |
| "n_lab_events": 9, | |
| "kpis": { | |
| "n_raw": 30487, | |
| "n_valid": 30487, | |
| "n_dropped": 0, | |
| "n_windows": 1440, | |
| "n_security_review": 9, | |
| "n_context": 18, | |
| "n_unknown": 3, | |
| "n_incomplete": 0, | |
| "parse_coverage": 1.0, | |
| "event_recall": 1.0, | |
| "pr_auc": 0.2728, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_hour": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "events_until_first_alert": 12986, | |
| "context_as_security": 0, | |
| "seconds": 37.418, | |
| "preprocess_seconds": 0.345, | |
| "threshold": 3.0, | |
| "model_names": "allowlist+threshold+iforest+pca+lightgbm", | |
| "exporter": "canonical", | |
| "simulation": true | |
| }, | |
| "comparison": [ | |
| { | |
| "method": "sensor_threshold", | |
| "split": "development", | |
| "event_recall": 0.5, | |
| "pr_auc": 0.4046, | |
| "false_alarms_per_1k": 20.4093, | |
| "false_alarms_per_hour": 5.1806, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 375, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 9, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "allowlist", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "pr_auc": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_hour": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 5, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "robust_stats", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.6143, | |
| "false_alarms_per_1k": 0.4924, | |
| "false_alarms_per_hour": 0.125, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 14, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 9, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "isolation_forest", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.137, | |
| "false_alarms_per_1k": 4.7056, | |
| "false_alarms_per_hour": 1.1944, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 91, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 9, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "autoencoder", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "pr_auc": 1.0, | |
| "false_alarms_per_1k": 5.5811, | |
| "false_alarms_per_hour": 1.4167, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 107, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 2, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "lightgbm", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "pr_auc": 1.0, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_hour": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 5, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "otwatch", | |
| "split": "development", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.6639, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_hour": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 5, | |
| "n_context_alerts": 9, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "sensor_threshold", | |
| "split": "test", | |
| "event_recall": 0.5, | |
| "pr_auc": 0.0746, | |
| "false_alarms_per_1k": 20.6371, | |
| "false_alarms_per_hour": 5.25, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 254, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 9, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "allowlist", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "pr_auc": 1.0, | |
| "false_alarms_per_1k": 0.2457, | |
| "false_alarms_per_hour": 0.0625, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 7, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "robust_stats", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.1955, | |
| "false_alarms_per_1k": 0.9827, | |
| "false_alarms_per_hour": 0.25, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 16, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 9, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "isolation_forest", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.1627, | |
| "false_alarms_per_1k": 5.0774, | |
| "false_alarms_per_hour": 1.2917, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 66, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 9, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "autoencoder", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.3655, | |
| "false_alarms_per_1k": 6.6334, | |
| "false_alarms_per_hour": 1.6875, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 85, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 8, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "lightgbm", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "pr_auc": 1.0, | |
| "false_alarms_per_1k": 0.2457, | |
| "false_alarms_per_hour": 0.0625, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 7, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 2, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "otwatch", | |
| "split": "test", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.2728, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_hour": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 4, | |
| "n_context_alerts": 9, | |
| "n_unknown_alerts": 3, | |
| "n_review_events": 2, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "sensor_threshold", | |
| "split": "all", | |
| "event_recall": 0.5, | |
| "pr_auc": 0.2706, | |
| "false_alarms_per_1k": 20.5005, | |
| "false_alarms_per_hour": 5.2083, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 629, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 4, | |
| "context_as_security": 18, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "allowlist", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.9889, | |
| "false_alarms_per_1k": 0.0984, | |
| "false_alarms_per_hour": 0.025, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 12, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 4, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "robust_stats", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.2702, | |
| "false_alarms_per_1k": 0.6888, | |
| "false_alarms_per_hour": 0.175, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 30, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 4, | |
| "context_as_security": 18, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "isolation_forest", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.1328, | |
| "false_alarms_per_1k": 4.8545, | |
| "false_alarms_per_hour": 1.2333, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 157, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 4, | |
| "context_as_security": 18, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "autoencoder", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.5125, | |
| "false_alarms_per_1k": 6.0026, | |
| "false_alarms_per_hour": 1.525, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 192, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 4, | |
| "context_as_security": 10, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "lightgbm", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.9889, | |
| "false_alarms_per_1k": 0.0984, | |
| "false_alarms_per_hour": 0.025, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 12, | |
| "n_context_alerts": 0, | |
| "n_unknown_alerts": 0, | |
| "n_review_events": 4, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| }, | |
| { | |
| "method": "otwatch", | |
| "split": "all", | |
| "event_recall": 1.0, | |
| "pr_auc": 0.3459, | |
| "false_alarms_per_1k": 0.0, | |
| "false_alarms_per_hour": 0.0, | |
| "mean_detect_delay_min": 0.0, | |
| "n_security_alerts": 9, | |
| "n_context_alerts": 18, | |
| "n_unknown_alerts": 3, | |
| "n_review_events": 4, | |
| "context_as_security": 0, | |
| "parse_coverage": 1.0 | |
| } | |
| ], | |
| "calibration": [ | |
| { | |
| "threshold": 1.5, | |
| "n_security_alerts": 4, | |
| "event_recall": 1.0, | |
| "false_alarms_per_hour": 0.0 | |
| }, | |
| { | |
| "threshold": 2.0, | |
| "n_security_alerts": 4, | |
| "event_recall": 1.0, | |
| "false_alarms_per_hour": 0.0 | |
| }, | |
| { | |
| "threshold": 2.5, | |
| "n_security_alerts": 4, | |
| "event_recall": 1.0, | |
| "false_alarms_per_hour": 0.0 | |
| }, | |
| { | |
| "threshold": 3.0, | |
| "n_security_alerts": 4, | |
| "event_recall": 1.0, | |
| "false_alarms_per_hour": 0.0 | |
| }, | |
| { | |
| "threshold": 3.5, | |
| "n_security_alerts": 4, | |
| "event_recall": 1.0, | |
| "false_alarms_per_hour": 0.0 | |
| }, | |
| { | |
| "threshold": 4.0, | |
| "n_security_alerts": 4, | |
| "event_recall": 1.0, | |
| "false_alarms_per_hour": 0.0 | |
| }, | |
| { | |
| "threshold": 5.0, | |
| "n_security_alerts": 4, | |
| "event_recall": 1.0, | |
| "false_alarms_per_hour": 0.0 | |
| } | |
| ], | |
| "ae_backend": "pca", | |
| "features": [ | |
| "n_process", | |
| "n_network", | |
| "temp_residual_p90", | |
| "freezer_residual_p90", | |
| "hz_residual_p90", | |
| "pressure_residual_p90", | |
| "humidity_residual_p90", | |
| "door_open_share", | |
| "defrost_share", | |
| "maintenance_mode_share", | |
| "quality_bad_share", | |
| "write_share", | |
| "allowlist_violation_share", | |
| "unknown_src_share", | |
| "readonly_write_share", | |
| "out_of_range_write_share", | |
| "rare_func_share", | |
| "n_unique_src", | |
| "n_unique_func", | |
| "eng_write_share" | |
| ], | |
| "simulation": true | |
| } |