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- .gitattributes +1 -0
- artifacts/device_profiles.pkl +3 -0
- artifacts/user_profiles.pkl +3 -0
- config/development/config.yaml +40 -0
- config/feature_flags/.gitkeep +0 -0
- config/production/.gitkeep +0 -0
- config/testing/.gitkeep +0 -0
- models/.gitkeep +0 -0
- models/classifier_metadata_20260725_150213.json +1 -0
- models/isolation_forest/model_metadata.json +1 -0
- models/isolation_forest/model_metadata_20260725_082113.json +1 -0
- models/isolation_forest/model_metadata_20260725_083613.json +1 -0
- models/isolation_forest/model_metadata_20260725_083627.json +1 -0
- models/isolation_forest/model_metadata_20260725_083645.json +1 -0
- models/isolation_forest/model_metadata_20260725_083659.json +1 -0
- models/isolation_forest/model_metadata_20260725_083718.json +1 -0
- models/isolation_forest/model_metadata_20260725_083733.json +1 -0
- models/isolation_forest/model_metadata_20260725_134120.json +1 -0
- models/isolation_forest/model_metadata_20260725_134134.json +1 -0
- models/isolation_forest/model_metadata_20260725_134455.json +1 -0
- models/isolation_forest/model_metadata_20260725_134513.json +1 -0
- models/isolation_forest/model_metadata_20260725_135630.json +1 -0
- models/isolation_forest/model_metadata_20260725_135644.json +1 -0
- models/isolation_forest/model_metadata_20260725_135941.json +1 -0
- models/isolation_forest/model_metadata_20260725_135956.json +1 -0
- models/isolation_forest/trained_isolation_forest.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_082113.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_083613.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_083627.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_083645.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_083659.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_083718.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_083733.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_134120.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_134134.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_134455.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_134513.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_135630.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_135644.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_135941.pkl +3 -0
- models/isolation_forest/trained_isolation_forest_20260725_135956.pkl +3 -0
- models/xgboost_attack_classifier_20260725_150213.json +0 -0
- src/__init__.py +1 -0
- src/__pycache__/__init__.cpython-313.pyc +0 -0
- src/__pycache__/main.cpython-313.pyc +0 -0
- src/ai/.gitkeep +0 -0
- src/ai/__pycache__/features.cpython-313.pyc +0 -0
- src/ai/__pycache__/profiling.cpython-313.pyc +0 -0
- src/ai/behavior/__init__.py +0 -0
- src/ai/behavior/__pycache__/__init__.cpython-313.pyc +0 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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src/database/sentinel.duckdb filter=lfs diff=lfs merge=lfs -text
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artifacts/device_profiles.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:b1f8b6c6fc7800adba01f8340128ff39998d85219c34ed028b5195c98c527111
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size 91217
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artifacts/user_profiles.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:3540a45415149d7e8756683c37d6c8eaabd72f16fa7160e1b4c16206a4d29d55
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size 116295
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config/development/config.yaml
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app:
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name: "SentinelAI"
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environment: "development"
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version: "1.0.0"
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paths:
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raw_data: "data/raw"
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processed_data: "data/processed"
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artifacts: "artifacts"
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predictions: "predictions"
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reports: "reports"
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database: "database/sentinel.duckdb"
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duckdb:
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memory_limit: "4GB"
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threads: 4
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risk_weights:
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rule_contribution: 0.30
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stat_contribution: 0.10
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ml_contribution: 0.40
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behavioral_contribution: 0.10
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device_contribution: 0.10
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classification_labels:
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- "Normal Authentication"
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- "Credential Stuffing"
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- "Password Spray"
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- "Brute Force"
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- "Impossible Travel"
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- "Insider Threat"
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- "Privilege Abuse"
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- "Suspicious Device"
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recommendations:
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Low: "Monitor"
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Moderate: "Review activity"
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Elevated: "Step-up Authentication"
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High: "Require MFA, Notify SOC"
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Critical: "Lock account, Block authentication, Escalate incident"
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config/feature_flags/.gitkeep
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File without changes
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config/production/.gitkeep
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File without changes
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config/testing/.gitkeep
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File without changes
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models/.gitkeep
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models/classifier_metadata_20260725_150213.json
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{"model_version": "20260725_150213", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T15:02:13.103538", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "labels": ["Normal Authentication", "Credential Stuffing", "Password Spray", "Brute Force", "Impossible Travel", "Insider Threat", "Privilege Abuse", "Suspicious Device"], "hyperparameters": {"objective": "multi:softprob", "base_score": null, "booster": null, "callbacks": null, "colsample_bylevel": null, "colsample_bynode": null, "colsample_bytree": null, "device": null, "early_stopping_rounds": null, "enable_categorical": true, "eval_metric": "mlogloss", "feature_types": null, "feature_weights": null, "gamma": null, "grow_policy": null, "importance_type": null, "interaction_constraints": null, "learning_rate": null, "max_bin": null, "max_cat_threshold": null, "max_cat_to_onehot": null, "max_delta_step": null, "max_depth": null, "max_leaves": null, "min_child_weight": null, "missing": NaN, "monotone_constraints": null, "multi_strategy": null, "n_estimators": null, "n_jobs": null, "num_parallel_tree": null, "random_state": 42, "reg_alpha": null, "reg_lambda": null, "sampling_method": null, "scale_pos_weight": null, "subsample": null, "tree_method": null, "validate_parameters": null, "verbosity": null, "num_class": 8}, "performance_metrics": {"mlogloss": "computed_during_eval"}, "model_checksum": "32a9d42885fd12098224c4a4796760342bdc80553723c31800456822c5d8619a", "model_file": "xgboost_attack_classifier_20260725_150213.json"}
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models/isolation_forest/model_metadata.json
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{"version": "1.0", "training_timestamp": "2026-07-25T04:47:49.069387", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"]}
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models/isolation_forest/model_metadata_20260725_082113.json
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{"model_version": "20260725_082113", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T08:21:13.285371", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "86ccfd7ed996e36e95505a993c78c23c940abd059f29c2316c5fd2e2b0e3e5b4", "model_file": "trained_isolation_forest_20260725_082113.pkl"}
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models/isolation_forest/model_metadata_20260725_083613.json
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{"model_version": "20260725_083613", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T08:36:13.965758", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "a2b0f665f57d953e04608234921b5102179d3816b633c1dad9ef7974bafd869e", "model_file": "trained_isolation_forest_20260725_083613.pkl"}
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models/isolation_forest/model_metadata_20260725_083627.json
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{"model_version": "20260725_083627", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T08:36:28.043916", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "c341a653016cbef911b0fa4f0d6e79cf426b3200c4ca32cdb2b263e7afa74164", "model_file": "trained_isolation_forest_20260725_083627.pkl"}
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models/isolation_forest/model_metadata_20260725_083645.json
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{"model_version": "20260725_083645", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T08:36:45.282230", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "a2b0f665f57d953e04608234921b5102179d3816b633c1dad9ef7974bafd869e", "model_file": "trained_isolation_forest_20260725_083645.pkl"}
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models/isolation_forest/model_metadata_20260725_083659.json
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{"model_version": "20260725_083659", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T08:36:59.599062", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "c341a653016cbef911b0fa4f0d6e79cf426b3200c4ca32cdb2b263e7afa74164", "model_file": "trained_isolation_forest_20260725_083659.pkl"}
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models/isolation_forest/model_metadata_20260725_083718.json
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{"model_version": "20260725_083718", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T08:37:18.661853", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "a2b0f665f57d953e04608234921b5102179d3816b633c1dad9ef7974bafd869e", "model_file": "trained_isolation_forest_20260725_083718.pkl"}
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models/isolation_forest/model_metadata_20260725_083733.json
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{"model_version": "20260725_083733", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T08:37:33.135731", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "c341a653016cbef911b0fa4f0d6e79cf426b3200c4ca32cdb2b263e7afa74164", "model_file": "trained_isolation_forest_20260725_083733.pkl"}
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models/isolation_forest/model_metadata_20260725_134120.json
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{"model_version": "20260725_134120", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T13:41:20.916692", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "17f84b1bbba77b456c7499e1fab8db46cc3ba7b9693feb1c5378efd1ad805f3c", "model_file": "trained_isolation_forest_20260725_134120.pkl"}
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models/isolation_forest/model_metadata_20260725_134134.json
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{"model_version": "20260725_134134", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T13:41:35.024531", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "fdfb59ea8e91aa40efd8961aee375ec1cec2e70a0ffb3ec164d07309aef0647f", "model_file": "trained_isolation_forest_20260725_134134.pkl"}
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models/isolation_forest/model_metadata_20260725_134455.json
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{"model_version": "20260725_134455", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T13:44:55.095284", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "b88ce9c7a7043869f0f379fa4421c482ac1cb9f98cd6037ee19109cffbd185f2", "model_file": "trained_isolation_forest_20260725_134455.pkl"}
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models/isolation_forest/model_metadata_20260725_134513.json
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{"model_version": "20260725_134513", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T13:45:13.233663", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "e3c39b3b0c92a9c2e0119a5d71a5b02525261f49e1a9adc935ba141ac51ebf8d", "model_file": "trained_isolation_forest_20260725_134513.pkl"}
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models/isolation_forest/model_metadata_20260725_135630.json
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{"model_version": "20260725_135630", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T13:56:31.003748", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "1112310517225fa3fec32061c83e11492b4358d151c908bc33ee121ab480aab5", "model_file": "trained_isolation_forest_20260725_135630.pkl"}
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{"model_version": "20260725_135644", "training_dataset_version": "1.0", "feature_schema_version": "1.0", "training_date": "2026-07-25T13:56:45.027991", "feature_schema": ["hour_of_day", "day_of_week", "is_weekend", "is_working_hour", "is_failure", "country_encoded", "is_mfa", "time_since_last_login", "rolling_failures_24h"], "hyperparameters": {"n_estimators": 100, "contamination": 0.05}, "performance_metrics": {"estimated_anomaly_rate": 0.05}, "model_checksum": "0c2e17151a30d4f593d3d843c30fbdfa259c6fa0fdf7de4022c369828f68b8f5", "model_file": "trained_isolation_forest_20260725_135644.pkl"}
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models/isolation_forest/model_metadata_20260725_135941.json
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src/__init__.py
ADDED
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