Datasets:

xpertsystems
/

cyb006-sample

@@ -5,174 +5,195 @@ task_categories:
   - time-series-forecasting
 tags:
   - cybersecurity
-  - ransomware
-  - threat-intelligence
   - apt
   - synthetic-data
-  - double-extortion
-  - backup-recovery
-  - mitre-attack
-  - incident-response
-  - raas
-pretty_name: CYB005 — Synthetic Ransomware Attack Simulation (Sample)
 size_categories:
   - 1K<n<10K
 ---
-# CYB005 — Synthetic Ransomware Attack Simulation Dataset (Sample)
-**XpertSystems.ai Synthetic Data Platform · SKU: CYB005-SAMPLE · Version 1.0.0**
-This is a **free preview** of the full **CYB005 — Synthetic Ransomware Attack
-Simulation Dataset** product. It contains roughly **~10% of the full
-dataset** at identical schema, actor-tier distribution, and statistical
-fingerprint, so you can evaluate fit before licensing the full product.
-*Note: This sample is intentionally larger than the other CYB SKU samples.
-CYB005 benchmarks are conditional on small actor-tier subsets (e.g.
-nation_state campaigns are ~10% of the fleet), so a larger sample is needed
-to demonstrate the full product's benchmark calibration reliably.*
-| File                         | Rows (sample) | Rows (full)   | Description                                  |
-|------------------------------|---------------|---------------|----------------------------------------------|
-| `victim_topology.csv`        | ~300           | ~3,200        | Network segment registry                     |
-| `campaign_summary.csv`       | ~500            | ~5,500        | Per-campaign outcome aggregates              |
-| `campaign_events.csv`        | ~190,137         | ~60,000       | Discrete campaign event log                  |
-| `attack_timelines.csv`       | ~37,489         | ~290,000      | Per-timestep campaign trajectory data        |
 ## Dataset Summary
-CYB005 simulates end-to-end ransomware campaign lifecycles as a **7-phase
-state machine** across enterprise, cloud, and OT/ICS environments, with:
-- **4 actor capability tiers**: lone_actor, organised_syndicate,
-  raas_affiliate, nation_state_nexus — with per-tier encryption speed,
-  ransom demand distributions, wiper component probabilities, and lateral
-  movement aggression
-- **6 victim backup maturity tiers**: no_backup, local_only, network_attached,
-  cloud_replicated, immutable_object_lock, air_gapped_gold_standard — with
-  empirically-calibrated recovery probabilities
-- **8 segment types**: corporate_lan, dmz, cloud_workload, ot_ics_control,
-  endpoint_subnet, soc_management, zero_trust_zone, backup_repository
-- **7 attack phases**: initial_access, persistence, privilege_escalation,
-  lateral_movement, data_exfiltration, encryption_deployment, ransom_demand
-- **Double extortion modeling** (data exfiltration + encryption)
-- **VSS (Volume Shadow Copy) deletion**, wiper components, and worm spread
-- **Living-off-the-Land (LotL)** abuse and EDR signature lag modeling
-- **Financial impact scoring** with ransom demand × payment probability
 ## Calibrated Benchmark Targets
-The full product is calibrated to 12 benchmark metrics drawn from
-authoritative ransomware threat intelligence sources (Mandiant M-Trends,
-CrowdStrike GTR, Coveware Quarterly Ransomware Report, Sophos State of
-Ransomware, IBM CODB, Verizon DBIR, CISA #StopRansomware, Chainalysis).
-The sample preserves the same calibration:
-| Test | Target | Observed | Verdict |
-|------|--------|----------|---------|
-| 01_blast_radius_pct_organised_syndicate_low_seg | 0.3700 | 0.3302 | ✓ PASS |
-| 02_dwell_time_pre_detonation_hrs_median | 204.0000 | 226.1000 | ✓ PASS |
-| 03_ransom_paid_rate_all_tiers | 0.2900 | 0.2941 | ✓ PASS |
-| 04_recovery_without_payment_rate_immutable | 0.7200 | 0.7292 | ✓ PASS |
-| 05_double_extortion_rate_raas_syndicate | 0.7700 | 0.7400 | ✓ PASS |
-| 06_mttd_hrs_global_median | 192.0000 | 203.5600 | ✓ PASS |
-| 07_ransom_demand_usd_median_raas | 650,000 | 633,445 | ✓ PASS |
-| 08_vss_deletion_success_rate | 0.6800 | 0.6529 | ✓ PASS |
-| 09_edr_alert_rate_per_lateral_move | 0.5400 | 0.5123 | ✓ PASS |
-| 10_wiper_component_rate_nation_state | 0.2200 | 0.2933 | ~ MARGINAL |
-| 11_backup_destruction_rate_weak_tiers | 0.4200 | 0.4126 | ✓ PASS |
-| 12_financial_impact_score_syndicate | 0.6100 | 0.5810 | ✓ PASS |
-*Note: some benchmarks (e.g. wiper component rate, blast radius) require
-larger sample sizes to converge tightly because they're conditional on
-small-population subsets (e.g. nation-state campaigns are ~10% of fleet).
-The full product passes all 12 benchmarks at Grade A+ or better.*
 ## Schema Highlights
-### `attack_timelines.csv` (primary file, per-timestep)
 | Column                          | Type    | Description                                  |
 |---------------------------------|---------|----------------------------------------------|
-| campaign_id                     | string  | Unique campaign identifier                   |
-| actor_id                        | string  | Threat actor ID                              |
-| timestep                        | int     | Step in 7-phase lifecycle (0–74)             |
-| campaign_phase                  | string  | 1 of 7 phases                                |
-| actor_capability_tier           | string  | lone_actor / organised_syndicate / raas_affiliate / nation_state_nexus |
-| segment_id                      | string  | FK to `victim_topology.csv`                  |
-| backup_maturity_tier            | string  | 6 tiers from no_backup to air_gapped         |
-| endpoints_compromised           | int     | Cumulative endpoints affected                |
-| blast_radius_pct                | float   | Fleet-wide compromise percentage             |
-| lateral_pivots                  | int     | Lateral movement count                       |
-| edr_alerted                     | int     | Boolean — EDR alert raised                   |
-| siem_correlated                 | int     | Boolean — SIEM correlation event             |
-| lotl_technique_used             | string  | LotL binary if any                           |
-| vss_deletion_attempted          | int     | Boolean — Volume Shadow Copy deletion        |
-| wiper_component_deployed        | int     | Boolean — destructive wiper present          |
-| data_exfiltrated_gb             | float   | Cumulative exfiltrated data                  |
-| dwell_hours                     | float   | Cumulative attacker dwell time               |
-| c2_beacon_active                | int     | C2 channel beaconing flag                    |
-### `campaign_summary.csv` (per-campaign outcome)
 | Column                          | Type    | Description                                  |
 |---------------------------------|---------|----------------------------------------------|
-| campaign_id, actor_id           | string  | Identifiers                                  |
-| actor_capability_tier           | string  | Tier classification target                   |
-| backup_maturity_tier            | string  | Victim backup posture                        |
-| campaign_outcome                | string  | success / partial / detected / aborted       |
-| ransom_demand_usd               | float   | Ransom amount demanded                       |
-| ransom_paid_flag                | int     | Boolean — ransom paid                        |
-| recovery_without_payment_flag   | int     | Boolean — restored from backup               |
-| double_extortion_flag           | int     | Boolean — data leak threat                   |
-| wiper_component_flag            | int     | Boolean — wiper deployed                     |
-| dwell_time_pre_detonation_hrs   | float   | Hours from access to encryption              |
-| mean_time_to_detect_hrs         | float   | Hours from access to first detection         |
-| financial_impact_score          | float   | Composite impact score (0–1)                 |
-| blast_radius_pct                | float   | Fleet compromise percentage                  |
-See `campaign_events.csv` and `victim_topology.csv` for the discrete event
-log and segment registry schemas respectively.
 ## Suggested Use Cases
-- Training **ransomware classifier** models (4-tier actor attribution)
-- **Backup posture risk modeling** — predict recovery likelihood from
-  6-tier backup maturity
-- **Dwell time forecasting** under varying actor capability and defender
-  maturity
-- **Double extortion prediction** (data theft + encryption modeling)
-- **Wiper component detection** — distinguishing destructive vs financial
-  ransomware
-- **VSS deletion / shadow copy abuse** detection
-- **Financial impact estimation** — ransom demand + payment probability
-- **EDR alert correlation** — SIEM signal-to-noise modeling
-- **Incident response simulation** — purple-team exercises with calibrated
-  attacker behavior
 ## Loading the Data
 ```python
 import pandas as pd
-timelines  = pd.read_csv("attack_timelines.csv")
-summaries  = pd.read_csv("campaign_summary.csv")
-events     = pd.read_csv("campaign_events.csv")
-topology   = pd.read_csv("victim_topology.csv")
-# Join per-timestep data with campaign-level labels and topology
-enriched = timelines.merge(summaries, on=["campaign_id", "actor_id"], how="left",
-                           suffixes=("", "_summary"))
-enriched = enriched.merge(topology, on="segment_id", how="left")
-# Actor-tier classification target
-y_tier = summaries["actor_capability_tier"]
-# Binary outcomes
-y_paid   = summaries["ransom_paid_flag"]
-y_recovered = summaries["recovery_without_payment_flag"]
-y_wiper  = summaries["wiper_component_flag"]
 ```
 ## License
@@ -183,9 +204,9 @@ commercially — contact XpertSystems.ai for licensing terms.
 ## Full Product
-The full CYB005 dataset includes **~358,000 rows** across all four files,
-with calibrated benchmark validation against 12 metrics drawn from
-authoritative ransomware threat intelligence sources.
 📧  **pradeep@xpertsystems.ai**
 🌐  **https://xpertsystems.ai**
@@ -193,11 +214,11 @@ authoritative ransomware threat intelligence sources.
 ## Citation
 ```bibtex
-@dataset{xpertsystems_cyb005_sample_2026,
-  title  = {CYB005: Synthetic Ransomware Attack Simulation Dataset (Sample)},
   author = {XpertSystems.ai},
   year   = {2026},
-  url    = {https://huggingface.co/datasets/xpertsystems/cyb005-sample}
 }
 ```
@@ -205,6 +226,6 @@ authoritative ransomware threat intelligence sources.
 - Generator version : 1.0.0
 - Random seed       : 42
-- Generated         : 2026-05-16 14:03:22 UTC
-- Campaign model    : 7-phase ransomware kill-chain state machine
-- Overall benchmark : 97.7 / 100  (grade A+)

   - time-series-forecasting
 tags:
   - cybersecurity
+  - identity-security
+  - account-takeover
+  - mfa-bypass
+  - ueba
+  - zero-trust
   - apt
   - synthetic-data
+  - lateral-movement
+  - golden-ticket
+pretty_name: CYB006 — Synthetic Login Activity Dataset (Sample)
 size_categories:
   - 1K<n<10K
 ---
+# CYB006 — Synthetic Login Activity Dataset (Sample)
+**XpertSystems.ai Synthetic Data Platform · SKU: CYB006-SAMPLE · Version 1.0.0**
+This is a **free preview** of the full **CYB006 — Synthetic Login Activity
+Dataset** product. It contains roughly **~1.3% of the full dataset** at
+identical schema, threat-actor-tier distribution, and statistical fingerprint,
+so you can evaluate fit before licensing the full product.
+| File                       | Rows (sample) | Rows (full)   | Description                                  |
+|----------------------------|---------------|---------------|----------------------------------------------|
+| `identity_topology.csv`    | ~150           | ~3,200        | Identity domain registry                     |
+| `user_risk_summary.csv`    | ~200           | ~6,500        | Per-user risk aggregates                     |
+| `login_sessions.csv`       | ~5,000         | ~377,000      | Per-session login records (primary file)     |
+| `auth_events.csv`          | ~31,900        | ~750,000      | Discrete authentication event log            |
 ## Dataset Summary
+CYB006 simulates enterprise login activity as a **6-phase session state
+machine** across diverse identity infrastructures, with:
+- **4 threat-actor capability tiers**: script_kiddie, opportunistic,
+  advanced_persistent_threat (APT), nation_state — with per-tier credential
+  attack patterns, MFA bypass propensity, lateral hop distributions, and
+  Golden Ticket / Pass-the-Hash abuse rates
+- **8 identity domain types**: on-premises AD, Azure AD, Okta, hybrid_joined,
+  SAML federated, zero_trust_ztna, PAW (privileged access workstation),
+  SaaS application portal — each with distinct detection_strength and
+  resilience scores
+- **MFA challenge methods**: disabled, SMS, TOTP, push notification,
+  phishing-resistant FIDO2 — with per-method bypass propensity calibration
+- **6 session lifecycle phases**: pre_auth_probe, credential_submission,
+  mfa_challenge, session_active, lateral_traversal, session_termination
+- **Geo-velocity modeling** with impossible travel detection via Haversine
+  distance and per-user expected geolocation baselines
+- **UEBA scoring** with calibrated false-positive rates
+- **Conditional Access (CA) policy enforcement** modeling — ZTNA block
+  strength tunable per architecture
 ## Calibrated Benchmark Targets
+The full product is calibrated to **12 benchmark validation tests** drawn
+from authoritative identity security sources (Microsoft Digital Defense
+Report, Okta Customer Identity Trends, Verizon DBIR, CISA Joint Advisories,
+Mandiant M-Trends, MITRE ATT&CK Evaluations, Gartner IAM Hype Cycle,
+KuppingerCole Leadership Compass).
+**Benchmark categories** (calibrated in both sample and full product):
+1. **Credential attack velocity** — brute force (~50 RPS), password spray (<1 RPS)
+2. **Account takeover rate by tier** — graduated by attacker capability
+3. **MFA bypass rate** — FIDO2 ≤1%, push/SMS variable
+4. **Impossible travel rate** — 7-12% of sessions
+5. **Lateral movement depth** — capped per tier (script_kiddie ≤1.2 → nation_state ≤14)
+6. **Privilege escalation rate** — conditional on lateral movement
+7. **MFA fatigue burst timing** — Poisson λ=7 burst pattern
+8. **UEBA false positive rate** — calibrated to 10-14% range
+9. **Golden Ticket / Pass-the-Hash detection gap** — stealth modeling
+10. **Session duration anomaly separation** — KL divergence proxy
+11. **Conditional Access block rate** — ZTNA ≥88% for untrusted
+12. **Kill-chain completion rate** — phase-to-phase progression
+Sample benchmark results:
+| Test | Description | Verdict |
+|------|-------------|---------|
+| T01 | Credential Attack Velocity | ✓ PASS |
+| T02 | Account Takeover Rate by Tier | ✓ PASS |
+| T03 | MFA Bypass Rate (FIDO2) | ✓ PASS |
+| T04 | Impossible Travel Rate | ✓ PASS |
+| T05 | Lateral Movement Depth by Tier | ✓ PASS |
+| T06 | Privilege Escalation Rate | ✓ PASS |
+| T07 | MFA Fatigue Burst Detection | ✓ PASS |
+| T08 | UEBA False Positive Rate | ✓ PASS |
+| T09 | Golden Ticket / PtH Detection Gap | ✓ PASS |
+| T10 | Session Duration Anomaly Separation | ✓ PASS |
+| T11 | Conditional Access Block Rate (ZTNA) | ✓ PASS |
+| T12 | Kill-Chain Completion Rate | ✓ PASS |
+*Note: some benchmarks (e.g. nation-state account takeover rates, Golden
+Ticket detection) require larger sample sizes to converge tightly because
+they're conditional on small attacker-tier subsets (nation_state ≈ 2% of
+all sessions, APT ≈ 3%). The full product demonstrates all 12 benchmarks
+with strong statistical power.*
 ## Schema Highlights
+### `login_sessions.csv` (primary file)
 | Column                          | Type    | Description                                  |
 |---------------------------------|---------|----------------------------------------------|
+| session_id                      | string  | Unique session identifier                    |
+| user_id                         | string  | User identifier (FK to user_risk_summary)    |
+| session_timestamp_utc           | string  | ISO timestamp                                |
+| session_phase                   | string  | 1 of 6 phases                                |
+| login_outcome                   | string  | success / failed / mfa_required / blocked    |
+| source_ip_hash                  | string  | SHA-256 pseudonymised source IP              |
+| geo_country_code                | string  | ISO 3166 country code                        |
+| geo_city_hash                   | string  | Hashed city locator                          |
+| device_id_hash                  | string  | Hashed device fingerprint                    |
+| device_trust_level              | string  | unknown / known / managed / compliant        |
+| authentication_method           | string  | password / sso / certificate / api_key       |
+| mfa_challenge_type              | string  | disabled / sms / totp / push / fido2         |
+| mfa_response_latency_ms         | int     | MFA response latency                         |
+| credential_attempt_count        | int     | Attempts before success                      |
+| session_duration_seconds        | int     | Session length                               |
+| target_application_id           | string  | Application accessed                         |
+| privilege_level_accessed        | string  | standard / power_user / admin / domain_admin |
+| user_risk_tier                  | string  | low / medium / high / critical               |
+| threat_actor_capability_tier    | string  | script_kiddie / opportunistic / apt / nation_state (target) |
+| geo_anomaly_score               | float   | Geographic anomaly score (0–1)               |
+| velocity_anomaly_score          | float   | Login velocity anomaly score (0–1)           |
+| impossible_travel_flag          | int     | Boolean — impossible travel detected         |
+### `user_risk_summary.csv` (per-user aggregates)
 | Column                          | Type    | Description                                  |
 |---------------------------------|---------|----------------------------------------------|
+| user_id                         | string  | User identifier                              |
+| user_risk_tier                  | string  | Risk tier classification target              |
+| total_login_attempts            | int     | Total login attempts in window               |
+| successful_logins               | int     | Successful logins                            |
+| failed_logins                   | int     | Failed logins                                |
+| mfa_failures                    | int     | MFA challenge failures                       |
+| impossible_travel_events        | int     | Count of impossible travel detections        |
+| lateral_hop_count               | int     | Total lateral movement hops                  |
+| privilege_escalations           | int     | Privilege escalation count                   |
+| account_lockout_count           | int     | Account lockout events                       |
+| geo_dispersion_score            | float   | Geographic dispersion (0–1)                  |
+| login_velocity_score            | float   | Velocity anomaly (0–1)                       |
+| session_anomaly_rate            | float   | Fraction of anomalous sessions               |
+| ueba_alert_count                | int     | UEBA alerts raised                           |
+| threat_actor_flag               | int     | Boolean — threat actor                       |
+| account_takeover_flag           | int     | Boolean — account takeover detected          |
+| overall_identity_risk_score     | float   | Composite identity risk (0–1)                |
+| insider_threat_indicator_score  | float   | Insider threat composite (0–1)               |
+See `auth_events.csv` and `identity_topology.csv` for the event log and
+identity domain schemas respectively.
 ## Suggested Use Cases
+- Training **account takeover (ATO) detection** models
+- **Threat-actor tier classification** — 4-class with realistic class imbalance
+- **Impossible travel detection** — geo-velocity feature engineering
+- **MFA bypass detection** — distinguish FIDO2 anomalies from push fatigue
+- **Lateral movement detection** — session-graph traversal patterns
+- **Golden Ticket / Pass-the-Hash** detection benchmarking
+- **UEBA precision/recall tuning** with calibrated false-positive baselines
+- **Conditional Access policy effectiveness** simulation
+- **Insider threat scoring** with composite behavioral indicators
+- **Zero Trust posture validation** — ZTNA block rate analysis
 ## Loading the Data
 ```python
 import pandas as pd
+sessions = pd.read_csv("login_sessions.csv")
+users    = pd.read_csv("user_risk_summary.csv")
+events   = pd.read_csv("auth_events.csv")
+domains  = pd.read_csv("identity_topology.csv")
+# Join session data with user-level risk labels
+enriched = sessions.merge(users, on="user_id", how="left",
+                          suffixes=("", "_user"))
+# Threat-actor tier classification target (4-class)
+y_tier = sessions["threat_actor_capability_tier"]
+# Binary account-takeover detection target
+y_ato = users["account_takeover_flag"]
+# Binary impossible-travel target
+y_it = sessions["impossible_travel_flag"]
 ```
 ## License
 ## Full Product
+The full CYB006 dataset includes **~1.1 million rows** across all four files,
+with 12 calibrated benchmark validation tests drawn from authoritative
+identity security and threat intelligence sources.
 📧  **pradeep@xpertsystems.ai**
 🌐  **https://xpertsystems.ai**
 ## Citation
 ```bibtex
+@dataset{xpertsystems_cyb006_sample_2026,
+  title  = {CYB006: Synthetic Login Activity Dataset (Sample)},
   author = {XpertSystems.ai},
   year   = {2026},
+  url    = {https://huggingface.co/datasets/xpertsystems/cyb006-sample}
 }
 ```
 - Generator version : 1.0.0
 - Random seed       : 42
+- Generated         : 2026-05-16 14:13:20 UTC
+- Session model     : 6-phase login lifecycle state machine
+- Benchmark tests   : 12/12 passing

auth_events.csv ADDED Viewed

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identity_topology.csv ADDED Viewed

	@@ -0,0 +1,151 @@

+domain_id,application_id,domain_type,trust_relationship_type,mfa_enforcement_policy,conditional_access_strength,user_count,privileged_account_ratio,service_account_count,ueba_coverage_level,directory_sync_enabled,sso_provider,session_timeout_seconds,password_policy_strength
+DOM00000,APP00000,saml_federated,one_way_outbound,enforced_with_exceptions,0.5522,2656,0.1467,181,0.536,0,none,3600,0.589
+DOM00001,APP00001,saml_federated,one_way_outbound,enforced_with_exceptions,0.7406,3811,0.1719,445,0.715,0,okta,7200,0.809
+DOM00002,APP00002,okta_org,bidirectional,enforced_all_users,0.7171,4495,0.1972,549,0.749,1,okta,3600,0.802
+DOM00003,APP00003,hybrid_joined,bidirectional,enforced_privileged_only,0.72,3984,0.0745,521,0.336,1,okta,3600,0.527
+DOM00004,APP00004,zero_trust_ztna,one_way_inbound,enforced_with_exceptions,0.8535,3625,0.0744,282,0.616,0,none,900,0.428
+DOM00005,APP00005,saas_application_portal,bidirectional,optional,0.4934,1366,0.0387,81,0.882,0,ping_identity,7200,0.467
+DOM00006,APP00006,azure_ad_tenant,one_way_inbound,optional,0.527,467,0.3,44,0.415,1,ping_identity,3600,0.426
+DOM00007,APP00007,hybrid_joined,external_trust,enforced_privileged_only,0.6729,4692,0.0535,179,0.54,1,okta,7200,0.714
+DOM00008,APP00008,on_premises_active_directory,none,disabled,0.4555,1189,0.0475,63,0.602,0,none,28800,0.68
+DOM00009,APP00009,azure_ad_tenant,one_way_inbound,optional,0.5147,2618,0.3,94,0.844,1,google_workspace,28800,0.728
+DOM00010,APP00010,on_premises_active_directory,bidirectional,disabled,0.4571,2528,0.02,116,0.82,0,ping_identity,900,0.786
+DOM00011,APP00011,saas_application_portal,none,enforced_privileged_only,0.559,783,0.0397,76,0.789,0,adfs,28800,0.872
+DOM00012,APP00012,okta_org,none,enforced_all_users,0.6974,612,0.02,71,0.925,1,adfs,1800,0.855
+DOM00013,APP00013,on_premises_active_directory,one_way_outbound,enforced_privileged_only,0.3391,154,0.137,10,0.663,0,adfs,900,0.429
+DOM00014,APP00014,azure_ad_tenant,forest_trust,optional,0.505,293,0.1436,43,0.531,1,google_workspace,900,0.423
+DOM00015,APP00015,hybrid_joined,one_way_outbound,enforced_privileged_only,0.6921,1956,0.2895,135,0.245,1,none,3600,0.558
+DOM00016,APP00016,okta_org,external_trust,enforced_all_users,0.6531,4031,0.2211,130,0.952,1,none,28800,0.512
+DOM00017,APP00017,azure_ad_tenant,forest_trust,optional,0.5087,4732,0.3,564,0.571,1,google_workspace,900,0.811
+DOM00018,APP00018,privileged_access_workstation,one_way_inbound,phishing_resistant_enforced,0.8653,1701,0.0856,118,0.879,0,adfs,3600,0.549
+DOM00019,APP00019,zero_trust_ztna,none,phishing_resistant_enforced,0.9411,636,0.242,50,0.391,0,adfs,900,0.41
+DOM00020,APP00020,saas_application_portal,bidirectional,disabled,0.622,4324,0.0636,598,0.704,0,azure_ad,28800,0.942
+DOM00021,APP00021,zero_trust_ztna,one_way_outbound,phishing_resistant_enforced,0.99,2260,0.0654,230,0.795,0,azure_ad,900,0.925
+DOM00022,APP00022,hybrid_joined,bidirectional,enforced_privileged_only,0.6254,1887,0.1019,193,0.446,1,azure_ad,3600,0.632
+DOM00023,APP00023,okta_org,one_way_inbound,phishing_resistant_enforced,0.6807,713,0.2423,52,0.901,1,none,900,0.469
+DOM00024,APP00024,saml_federated,none,enforced_with_exceptions,0.7518,2850,0.2624,246,0.694,0,google_workspace,3600,0.749
+DOM00025,APP00025,on_premises_active_directory,none,disabled,0.4124,623,0.1922,79,0.223,0,google_workspace,900,0.91
+DOM00026,APP00026,azure_ad_tenant,external_trust,optional,0.6181,3541,0.1641,326,0.506,1,none,1800,0.781
+DOM00027,APP00027,on_premises_active_directory,external_trust,disabled,0.3768,795,0.1965,41,0.515,0,google_workspace,7200,0.596
+DOM00028,APP00028,okta_org,forest_trust,enforced_all_users,0.8681,4230,0.1007,376,0.406,1,ping_identity,900,0.794
+DOM00029,APP00029,azure_ad_tenant,external_trust,optional,0.6282,2268,0.1035,269,0.852,1,ping_identity,28800,0.903
+DOM00030,APP00030,saas_application_portal,one_way_inbound,optional,0.5781,3287,0.1417,274,0.941,0,azure_ad,7200,0.873
+DOM00031,APP00031,on_premises_active_directory,bidirectional,enforced_with_exceptions,0.4134,3825,0.2704,100,0.606,0,google_workspace,28800,0.709
+DOM00032,APP00032,hybrid_joined,external_trust,enforced_privileged_only,0.7866,4517,0.02,200,0.906,1,okta,3600,0.729
+DOM00033,APP00033,saas_application_portal,external_trust,optional,0.6117,1136,0.1651,25,0.282,0,ping_identity,28800,0.742
+DOM00034,APP00034,azure_ad_tenant,one_way_inbound,optional,0.6337,1117,0.2455,44,0.798,1,adfs,7200,0.822
+DOM00035,APP00035,privileged_access_workstation,one_way_inbound,phishing_resistant_enforced,0.7746,2164,0.0985,313,0.934,0,adfs,28800,0.706
+DOM00036,APP00036,azure_ad_tenant,forest_trust,optional,0.581,2478,0.1709,49,0.869,1,ping_identity,3600,0.362
+DOM00037,APP00037,okta_org,none,enforced_all_users,0.8458,2439,0.0401,92,0.522,1,azure_ad,900,0.3
+DOM00038,APP00038,zero_trust_ztna,forest_trust,phishing_resistant_enforced,0.763,4488,0.0607,441,0.902,0,google_workspace,3600,0.635
+DOM00039,APP00039,on_premises_active_directory,bidirectional,enforced_with_exceptions,0.4653,869,0.2529,84,0.813,0,google_workspace,3600,0.52
+DOM00040,APP00040,on_premises_active_directory,forest_trust,disabled,0.4457,2943,0.177,312,0.2,0,none,28800,0.857
+DOM00041,APP00041,saml_federated,external_trust,enforced_with_exceptions,0.6793,3404,0.1867,248,0.596,0,ping_identity,900,0.305
+DOM00042,APP00042,azure_ad_tenant,external_trust,optional,0.5402,4567,0.3,429,0.583,1,adfs,900,0.849
+DOM00043,APP00043,saml_federated,one_way_outbound,enforced_with_exceptions,0.7076,1916,0.1804,154,0.684,0,okta,900,0.629
+DOM00044,APP00044,saml_federated,none,enforced_with_exceptions,0.596,539,0.0938,44,0.948,0,okta,1800,0.667
+DOM00045,APP00045,saas_application_portal,none,optional,0.4854,4923,0.1649,445,0.613,0,ping_identity,3600,0.86
+DOM00046,APP00046,saml_federated,one_way_outbound,enforced_with_exceptions,0.8245,3812,0.0488,281,0.528,0,adfs,28800,0.339
+DOM00047,APP00047,saas_application_portal,none,optional,0.5503,848,0.1236,30,0.418,0,ping_identity,3600,0.37
+DOM00048,APP00048,azure_ad_tenant,forest_trust,optional,0.6277,4588,0.1516,371,0.859,1,none,1800,0.629
+DOM00049,APP00049,saas_application_portal,one_way_inbound,optional,0.6345,1439,0.0644,147,0.817,0,okta,7200,0.56
+DOM00050,APP00050,azure_ad_tenant,one_way_inbound,optional,0.5016,4940,0.1417,522,0.455,1,ping_identity,1800,0.706
+DOM00051,APP00051,azure_ad_tenant,one_way_outbound,optional,0.5942,1329,0.1908,29,0.504,1,azure_ad,7200,0.604
+DOM00052,APP00052,azure_ad_tenant,one_way_inbound,optional,0.6272,2752,0.095,169,0.823,1,google_workspace,3600,0.778
+DOM00053,APP00053,zero_trust_ztna,one_way_inbound,phishing_resistant_enforced,0.9064,4074,0.0476,599,0.38,0,ping_identity,7200,0.763
+DOM00054,APP00054,hybrid_joined,one_way_outbound,enforced_privileged_only,0.8089,2876,0.1092,109,0.629,1,okta,1800,0.49
+DOM00055,APP00055,on_premises_active_directory,forest_trust,disabled,0.4567,2290,0.0236,194,0.726,0,azure_ad,7200,0.62
+DOM00056,APP00056,on_premises_active_directory,none,disabled,0.4876,4535,0.2038,380,0.564,0,google_workspace,1800,0.654
+DOM00057,APP00057,okta_org,forest_trust,enforced_all_users,0.8303,1743,0.1448,220,0.588,1,okta,1800,0.411
+DOM00058,APP00058,azure_ad_tenant,external_trust,enforced_with_exceptions,0.5216,475,0.2445,17,0.505,1,none,28800,0.554
+DOM00059,APP00059,saml_federated,bidirectional,enforced_with_exceptions,0.7159,1480,0.1366,79,0.8,0,azure_ad,1800,0.902
+DOM00060,APP00060,on_premises_active_directory,bidirectional,disabled,0.4444,3399,0.1335,481,0.418,0,okta,7200,0.939
+DOM00061,APP00061,on_premises_active_directory,forest_trust,disabled,0.3346,921,0.3,124,0.789,0,ping_identity,7200,0.531
+DOM00062,APP00062,saas_application_portal,bidirectional,optional,0.6275,2653,0.2316,225,0.77,0,adfs,1800,0.56
+DOM00063,APP00063,azure_ad_tenant,external_trust,optional,0.7401,1825,0.085,146,0.765,1,azure_ad,1800,0.71
+DOM00064,APP00064,hybrid_joined,one_way_outbound,enforced_privileged_only,0.8303,1111,0.1367,78,0.662,1,none,7200,0.542
+DOM00065,APP00065,okta_org,none,enforced_all_users,0.8535,2507,0.3,302,0.2,1,google_workspace,28800,0.518
+DOM00066,APP00066,zero_trust_ztna,bidirectional,phishing_resistant_enforced,0.9335,550,0.3,67,0.405,0,azure_ad,900,0.544
+DOM00067,APP00067,azure_ad_tenant,none,optional,0.5839,3358,0.02,109,0.659,1,okta,900,0.783
+DOM00068,APP00068,on_premises_active_directory,forest_trust,disabled,0.3342,2183,0.0684,309,0.277,0,none,900,0.715
+DOM00069,APP00069,on_premises_active_directory,one_way_inbound,disabled,0.3524,2252,0.027,288,0.927,0,none,7200,0.7
+DOM00070,APP00070,okta_org,none,enforced_all_users,0.7018,3538,0.2643,498,0.716,1,okta,28800,0.662
+DOM00071,APP00071,on_premises_active_directory,one_way_outbound,disabled,0.4273,1219,0.1609,151,0.679,0,azure_ad,900,0.75
+DOM00072,APP00072,okta_org,external_trust,enforced_all_users,0.7995,3865,0.1931,547,0.815,1,azure_ad,3600,0.848
+DOM00073,APP00073,on_premises_active_directory,forest_trust,disabled,0.3217,2137,0.3,59,0.748,0,ping_identity,7200,0.66
+DOM00074,APP00074,saas_application_portal,one_way_outbound,optional,0.5342,3375,0.0555,125,0.772,0,azure_ad,28800,0.562
+DOM00075,APP00075,saml_federated,one_way_inbound,enforced_with_exceptions,0.6895,4419,0.2039,404,0.676,0,adfs,7200,0.834
+DOM00076,APP00076,on_premises_active_directory,one_way_inbound,disabled,0.4576,1836,0.3,109,0.221,0,ping_identity,3600,0.859
+DOM00077,APP00077,privileged_access_workstation,external_trust,phishing_resistant_enforced,0.743,2924,0.187,376,0.725,0,ping_identity,7200,0.711
+DOM00078,APP00078,azure_ad_tenant,forest_trust,optional,0.6518,3092,0.2204,223,0.527,1,okta,1800,0.647
+DOM00079,APP00079,zero_trust_ztna,external_trust,phishing_resistant_enforced,0.7801,76,0.0214,5,0.352,0,ping_identity,1800,0.747
+DOM00080,APP00080,on_premises_active_directory,one_way_outbound,disabled,0.3656,905,0.1444,99,0.612,0,okta,900,0.355
+DOM00081,APP00081,azure_ad_tenant,none,optional,0.6753,1098,0.1026,41,0.446,1,none,900,0.504
+DOM00082,APP00082,zero_trust_ztna,external_trust,phishing_resistant_enforced,0.7684,4343,0.0592,616,0.294,0,none,7200,0.805
+DOM00083,APP00083,okta_org,none,enforced_all_users,0.8223,1229,0.0704,108,0.756,1,google_workspace,28800,0.871
+DOM00084,APP00084,on_premises_active_directory,one_way_inbound,disabled,0.4733,4933,0.1176,592,0.269,0,none,900,0.581
+DOM00085,APP00085,azure_ad_tenant,none,optional,0.7059,323,0.0857,37,0.568,1,google_workspace,1800,0.677
+DOM00086,APP00086,saml_federated,one_way_inbound,enforced_with_exceptions,0.7232,3196,0.3,304,0.575,0,google_workspace,1800,0.592
+DOM00087,APP00087,saas_application_portal,forest_trust,optional,0.5909,402,0.144,35,0.229,0,azure_ad,900,0.656
+DOM00088,APP00088,azure_ad_tenant,bidirectional,phishing_resistant_enforced,0.6895,1072,0.2849,100,0.495,1,okta,900,0.817
+DOM00089,APP00089,on_premises_active_directory,one_way_inbound,phishing_resistant_enforced,0.3895,1150,0.3,136,0.229,0,none,3600,0.484
+DOM00090,APP00090,okta_org,one_way_outbound,enforced_all_users,0.8535,2602,0.02,52,0.93,1,okta,3600,0.745
+DOM00091,APP00091,hybrid_joined,one_way_inbound,enforced_privileged_only,0.8157,1664,0.0987,81,0.623,1,google_workspace,28800,0.81
+DOM00092,APP00092,azure_ad_tenant,bidirectional,optional,0.6079,4668,0.1071,425,0.655,1,google_workspace,7200,0.567
+DOM00093,APP00093,okta_org,one_way_inbound,enforced_all_users,0.5653,4260,0.1966,121,0.707,1,azure_ad,900,0.719
+DOM00094,APP00094,privileged_access_workstation,one_way_inbound,phishing_resistant_enforced,0.9516,4023,0.1881,393,0.314,0,google_workspace,1800,0.3
+DOM00095,APP00095,okta_org,bidirectional,enforced_all_users,0.8379,141,0.2458,7,0.863,1,azure_ad,900,0.362
+DOM00096,APP00096,saas_application_portal,bidirectional,optional,0.6259,138,0.1567,18,0.838,0,adfs,900,0.31
+DOM00097,APP00097,okta_org,bidirectional,enforced_all_users,0.6786,2388,0.2456,275,0.384,1,google_workspace,1800,0.566
+DOM00098,APP00098,on_premises_active_directory,one_way_outbound,disabled,0.3181,4937,0.3,641,0.492,0,okta,7200,0.733
+DOM00099,APP00099,saml_federated,external_trust,enforced_with_exceptions,0.6734,805,0.2478,80,0.821,0,ping_identity,1800,0.818
+DOM00100,APP00100,hybrid_joined,bidirectional,enforced_privileged_only,0.682,2675,0.024,262,0.574,1,okta,28800,0.912
+DOM00101,APP00101,azure_ad_tenant,forest_trust,optional,0.7191,776,0.1262,28,0.755,1,azure_ad,28800,0.668
+DOM00102,APP00102,okta_org,bidirectional,enforced_all_users,0.7605,4304,0.2508,305,0.551,1,ping_identity,1800,0.507
+DOM00103,APP00103,zero_trust_ztna,none,phishing_resistant_enforced,0.837,1838,0.1628,215,0.713,0,azure_ad,7200,0.3
+DOM00104,APP00104,okta_org,one_way_inbound,enforced_privileged_only,0.8625,3045,0.1975,73,0.531,1,okta,28800,0.496
+DOM00105,APP00105,saml_federated,none,enforced_with_exceptions,0.7094,4669,0.1548,357,0.48,0,okta,3600,0.963
+DOM00106,APP00106,on_premises_active_directory,external_trust,disabled,0.4736,1772,0.1339,96,0.67,0,azure_ad,28800,0.756
+DOM00107,APP00107,azure_ad_tenant,forest_trust,optional,0.6255,2778,0.1453,404,0.438,1,ping_identity,1800,0.839
+DOM00108,APP00108,hybrid_joined,forest_trust,enforced_privileged_only,0.7835,110,0.1171,15,0.588,1,azure_ad,1800,0.489
+DOM00109,APP00109,okta_org,forest_trust,enforced_privileged_only,0.8867,4651,0.1092,207,0.579,1,adfs,900,0.601
+DOM00110,APP00110,saml_federated,one_way_outbound,enforced_with_exceptions,0.6445,4751,0.258,252,0.672,0,okta,1800,0.616
+DOM00111,APP00111,saas_application_portal,bidirectional,optional,0.4481,2958,0.0661,94,0.469,0,azure_ad,7200,0.635
+DOM00112,APP00112,privileged_access_workstation,one_way_outbound,phishing_resistant_enforced,0.99,4220,0.228,470,0.468,0,azure_ad,900,0.79
+DOM00113,APP00113,azure_ad_tenant,external_trust,optional,0.4792,4779,0.0365,366,0.367,1,google_workspace,7200,0.3
+DOM00114,APP00114,azure_ad_tenant,one_way_inbound,optional,0.6249,3096,0.1493,167,0.2,1,none,3600,0.65
+DOM00115,APP00115,okta_org,none,enforced_all_users,0.7675,3284,0.13,374,0.837,1,azure_ad,1800,0.562
+DOM00116,APP00116,okta_org,one_way_outbound,enforced_all_users,0.8382,4727,0.269,256,0.716,1,azure_ad,3600,0.985
+DOM00117,APP00117,privileged_access_workstation,forest_trust,phishing_resistant_enforced,0.99,534,0.1873,79,0.587,0,okta,1800,0.3
+DOM00118,APP00118,azure_ad_tenant,external_trust,optional,0.6192,1146,0.1891,105,0.411,1,google_workspace,28800,0.3
+DOM00119,APP00119,azure_ad_tenant,forest_trust,optional,0.5116,536,0.1347,15,0.519,1,okta,28800,0.347
+DOM00120,APP00120,hybrid_joined,forest_trust,enforced_privileged_only,0.8674,2517,0.0242,66,0.483,1,azure_ad,7200,0.844
+DOM00121,APP00121,azure_ad_tenant,bidirectional,optional,0.5041,2023,0.02,195,0.943,1,adfs,1800,0.807
+DOM00122,APP00122,azure_ad_tenant,external_trust,optional,0.5041,1167,0.0509,40,0.27,1,ping_identity,28800,0.844
+DOM00123,APP00123,zero_trust_ztna,none,phishing_resistant_enforced,0.99,2511,0.0683,224,0.738,0,google_workspace,1800,0.542
+DOM00124,APP00124,okta_org,none,enforced_all_users,0.6863,3869,0.0788,494,0.582,1,adfs,3600,0.81
+DOM00125,APP00125,on_premises_active_directory,external_trust,disabled,0.3909,4160,0.1237,256,0.2,0,okta,7200,0.522
+DOM00126,APP00126,okta_org,forest_trust,enforced_all_users,0.8237,1278,0.2853,134,0.805,1,adfs,3600,0.775
+DOM00127,APP00127,on_premises_active_directory,none,disabled,0.3579,3624,0.0898,284,0.662,0,okta,28800,0.873
+DOM00128,APP00128,saas_application_portal,forest_trust,optional,0.5499,3542,0.0463,377,0.393,0,google_workspace,1800,0.499
+DOM00129,APP00129,zero_trust_ztna,bidirectional,phishing_resistant_enforced,0.7908,2942,0.0445,169,0.656,0,none,3600,0.863
+DOM00130,APP00130,zero_trust_ztna,forest_trust,phishing_resistant_enforced,0.8859,1469,0.1751,156,0.393,0,none,1800,0.528
+DOM00131,APP00131,on_premises_active_directory,one_way_inbound,disabled,0.3918,2849,0.0582,269,0.433,0,okta,3600,0.442
+DOM00132,APP00132,saml_federated,external_trust,enforced_with_exceptions,0.574,477,0.0746,25,0.638,0,adfs,1800,0.822
+DOM00133,APP00133,saml_federated,one_way_outbound,enforced_with_exceptions,0.7498,157,0.1371,22,0.405,0,ping_identity,28800,0.64
+DOM00134,APP00134,okta_org,one_way_inbound,enforced_all_users,0.6495,1309,0.104,26,0.288,1,google_workspace,3600,0.411
+DOM00135,APP00135,on_premises_active_directory,forest_trust,disabled,0.4051,2395,0.047,118,0.479,0,google_workspace,3600,0.747
+DOM00136,APP00136,hybrid_joined,one_way_inbound,enforced_privileged_only,0.5743,2976,0.1377,122,0.474,1,none,7200,0.652
+DOM00137,APP00137,on_premises_active_directory,bidirectional,disabled,0.3531,3820,0.1058,491,0.691,0,google_workspace,900,0.834
+DOM00138,APP00138,saas_application_portal,one_way_outbound,optional,0.4898,1423,0.195,36,0.772,0,okta,3600,0.7
+DOM00139,APP00139,hybrid_joined,bidirectional,enforced_privileged_only,0.797,331,0.1559,26,0.62,1,ping_identity,28800,0.538
+DOM00140,APP00140,okta_org,bidirectional,enforced_all_users,0.7451,4435,0.1751,337,0.566,1,okta,3600,0.857
+DOM00141,APP00141,okta_org,one_way_outbound,enforced_all_users,0.6384,4221,0.0472,335,0.753,1,ping_identity,900,0.635
+DOM00142,APP00142,on_premises_active_directory,external_trust,disabled,0.3871,2076,0.2112,306,0.493,0,azure_ad,1800,0.71
+DOM00143,APP00143,saas_application_portal,one_way_outbound,optional,0.5876,1531,0.2426,60,0.352,0,none,28800,0.814
+DOM00144,APP00144,hybrid_joined,one_way_outbound,enforced_privileged_only,0.7166,2401,0.036,323,0.799,1,ping_identity,28800,0.891
+DOM00145,APP00145,on_premises_active_directory,one_way_outbound,disabled,0.479,154,0.1127,21,0.487,0,none,1800,0.731
+DOM00146,APP00146,hybrid_joined,forest_trust,enforced_privileged_only,0.6499,836,0.2871,117,0.522,1,adfs,1800,0.628
+DOM00147,APP00147,hybrid_joined,one_way_outbound,phishing_resistant_enforced,0.6452,2766,0.0421,252,0.708,1,none,28800,0.881
+DOM00148,APP00148,on_premises_active_directory,one_way_outbound,enforced_with_exceptions,0.3427,3802,0.0955,213,0.877,0,google_workspace,3600,0.953
+DOM00149,APP00149,azure_ad_tenant,bidirectional,optional,0.6374,3220,0.1647,476,0.511,1,ping_identity,3600,0.664

login_sessions.csv ADDED Viewed

The diff for this file is too large to render. See raw diff

user_risk_summary.csv ADDED Viewed

	@@ -0,0 +1,201 @@

+user_id,user_risk_tier,total_login_attempts,successful_logins,failed_logins,mfa_failures,impossible_travel_events,lateral_hop_count,privilege_escalations,account_lockout_count,geo_dispersion_score,login_velocity_score,session_anomaly_rate,ueba_alert_count,threat_actor_flag,account_takeover_flag,overall_identity_risk_score,peak_privilege_level_accessed,credential_attack_victim_flag,insider_threat_indicator_score
+USR000000,high,98,0,25,0,9,1,1,9,0.6474,0.6387,1.0,0,1,0,0.3452,admin_domain,0,0.0
+USR000001,high,278,0,25,1,7,0,0,12,0.7756,0.6575,1.0,0,1,0,0.5204,standard_user,0,0.0
+USR000002,high,25,3,22,3,8,9,4,0,0.6722,0.6446,0.88,7,1,1,0.5982,global_admin,1,0.0
+USR000003,high,97,1,24,3,13,5,0,0,0.5866,0.6453,0.96,4,1,1,0.4393,global_admin,0,0.0
+USR000004,high,289,0,25,0,8,0,0,18,0.5737,0.6634,1.0,0,1,0,0.5627,standard_user,0,0.0
+USR000005,high,300,1,24,0,5,1,0,9,0.6988,0.6446,0.96,0,1,0,0.4691,standard_user,0,0.0
+USR000006,high,261,0,25,0,10,0,0,17,0.6216,0.6705,1.0,0,1,0,0.6031,standard_user,0,0.0
+USR000007,high,835,0,25,0,9,0,0,18,0.5621,0.6438,1.0,0,1,0,0.6618,standard_user,0,0.0
+USR000008,high,273,0,25,0,11,0,0,19,0.5792,0.6511,1.0,0,1,0,0.635,standard_user,0,0.0
+USR000009,high,845,0,25,0,7,0,0,14,0.687,0.6493,1.0,0,1,0,0.6083,standard_user,0,0.0
+USR000010,high,306,0,25,0,3,0,0,19,0.619,0.6486,1.0,0,1,0,0.4749,standard_user,0,0.0
+USR000011,high,277,0,25,0,11,0,0,14,0.6429,0.6395,1.0,0,1,0,0.6121,standard_user,0,0.0
+USR000012,high,111,1,24,1,4,1,1,0,0.6186,0.6605,0.96,1,1,0,0.229,power_user,0,0.0
+USR000013,high,940,0,25,0,7,0,0,15,0.6095,0.6564,1.0,0,1,0,0.608,standard_user,0,0.0
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