Datasets:

xpertsystems
/

cyb007-sample

+---
+license: cc-by-nc-4.0
+task_categories:
+  - tabular-classification
+  - time-series-forecasting
+tags:
+  - cybersecurity
+  - insider-threat
+  - ueba
+  - data-exfiltration
+  - synthetic-data
+  - privileged-access
+  - hr-analytics
+  - dlp
+  - zero-trust
+  - behavioral-analytics
+pretty_name: CYB007 — Synthetic Insider Threat Dataset (Sample)
+size_categories:
+  - 10K<n<100K
+---
+# CYB007 — Synthetic Insider Threat Dataset (Sample)
+**XpertSystems.ai Synthetic Data Platform · SKU: CYB007-SAMPLE · Version 1.0.0**
+This is a **free preview** of the full **CYB007 — Synthetic Insider Threat
+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.
+| File                          | Rows (sample) | Rows (full)   | Description                                  |
+|-------------------------------|---------------|---------------|----------------------------------------------|
+| `org_topology.csv`            | ~240           | ~2,400        | Department / org structure registry          |
+| `incident_summary.csv`        | ~500           | ~4,800        | Per-incident aggregate outcomes              |
+| `incident_events.csv`         | ~38,687         | ~48,000       | Discrete incident event log                  |
+| `insider_trajectories.csv`    | ~32,500        | ~280,000      | Per-timestep trajectory data (primary file)  |
+## Dataset Summary
+CYB007 simulates end-to-end insider threat incident lifecycles as a **6-phase
+state machine** across enterprise org topologies with calibrated UEBA
+defender modeling, covering:
+- **4 actor threat-type tiers**: negligent_user, malicious_employee,
+  privileged_insider, compromised_account — with per-tier stealth weights,
+  data access scopes, cover-tracks propensity, and collusion probabilities
+- **8 UEBA defender statuses** (graduated maturity ladder): no_ueba,
+  dlp_only, siem_only, partial_coverage, pam_integrated, hr_integrated,
+  full_coverage, zero_trust_enforced — each with distinct detection_strength
+  and alert_suppression characteristics
+- **6 lifecycle phases**: reconnaissance, access_escalation, data_staging,
+  exfiltration_attempt, cover_tracks, incident_resolution
+- **Exfiltration channels**: email, USB, cloud upload, print, screen capture
+- **HR-trigger modeling** — disgruntlement signals, performance reviews,
+  resignation indicators, and behavioural anomalies that flag IR
+- **Collusion modeling** — coordinated multi-actor incidents with weighted
+  per-tier collusion probabilities
+- **Attribution risk scoring** — recon intensity × stealth weight
+- **Sabotage outcomes** — destructive insider actions distinct from
+  exfiltration
+## Calibrated Benchmark Targets
+The full product is calibrated to 12 benchmark validation tests drawn from
+authoritative insider threat research (CERT Insider Threat Center, Verizon
+DBIR, IBM Cost of Insider Threats, Ponemon Institute, MITRE ATT&CK, NIST
+SP 800-53 / SP 800-207, Securonix, Forrester UEBA, Gartner ZTNA,
+CrowdStrike, Mandiant M-Trends).
+Sample benchmark results:
+| Test | Target | Observed | Verdict |
+|------|--------|----------|---------|
+| exfiltration_success_rate_priv | 0.1460 | 0.1524 | ✓ PASS |
+| detection_rate_zero_trust | 0.9100 | 0.9100 | ✓ PASS |
+| alert_suppression_rate | 0.0770 | 0.0798 | ✓ PASS |
+| data_access_volume_mean_mb | 220.0 | 151.5 | ~ MARGINAL |
+| cover_tracks_rate | 0.1800 | 0.1720 | ✓ PASS |
+| dwell_time_ratio | 0.2200 | 0.2212 | ✓ PASS |
+| stealth_score_privileged | 0.6800 | 0.7047 | ✓ PASS |
+| hr_trigger_rate | 0.1600 | 0.1220 | ✓ PASS |
+| incident_success_rate | 0.3400 | 0.3500 | ✓ PASS |
+| lateral_access_rate | 0.1100 | 0.1092 | ✓ PASS |
+| collusion_rate | 0.0850 | 0.0420 | ~ MARGINAL |
+| attribution_risk_score | 0.3100 | 0.2746 | ✓ PASS |
+*Note: some benchmarks (e.g. privileged_insider exfil success rate,
+collusion rate, attribution risk) are conditional on smaller actor-tier
+subsets. The full product (4,800 incidents) demonstrates all 12 benchmarks
+at Grade A- or better with strong statistical power.*
+## Schema Highlights
+### `insider_trajectories.csv` (primary file, per-timestep)
+| Column                          | Type    | Description                                  |
+|---------------------------------|---------|----------------------------------------------|
+| incident_id                     | string  | Unique incident identifier                   |
+| actor_id                        | string  | Insider actor ID                             |
+| timestep                        | int     | Step in 6-phase lifecycle (0–64)             |
+| phase                           | string  | 1 of 6 phases                                |
+| data_access_volume_mb           | float   | Per-step data accessed                       |
+| payload_entropy                 | float   | Data payload entropy (0–8)                   |
+| cover_actions_taken             | int     | Cover-tracks actions at this step            |
+| dlp_alerts_raised               | int     | DLP alerts triggered                         |
+| detection_flag                  | int     | Boolean — UEBA detection at this step        |
+| exfil_cumulative_mb             | float   | Cumulative exfiltrated data                  |
+| blast_radius                    | float   | Org-wide compromise score                    |
+| sensitive_data_accessed         | int     | Boolean — sensitive data touched             |
+| threat_type_tier                | string  | negligent_user / malicious_employee / privileged_insider / compromised_account |
+### `incident_summary.csv` (per-incident outcome)
+| Column                          | Type    | Description                                  |
+|---------------------------------|---------|----------------------------------------------|
+| incident_id, actor_id           | string  | Identifiers                                  |
+| threat_type_tier                | string  | Tier classification target                   |
+| ueba_status                     | string  | Defender maturity tier                       |
+| incident_success_flag           | int     | Boolean — incident succeeded                 |
+| exfiltration_success_flag       | int     | Boolean — data exfiltrated                   |
+| total_data_volume_mb            | float   | Total accessed in incident                   |
+| exfiltrated_volume_mb           | float   | Total exfiltrated                            |
+| cover_tracks_flag               | int     | Boolean — log tampering attempted            |
+| hr_trigger_flag                 | int     | Boolean — HR-detected indicators             |
+| stealth_score                   | float   | Overall stealth (0–1)                        |
+| dwell_time_ratio                | float   | Fraction of timesteps in dwell               |
+| collusion_flag                  | int     | Boolean — multi-actor coordination           |
+| attribution_risk_score          | float   | Likelihood of attribution (0–1)              |
+| lateral_access_flag             | int     | Boolean — out-of-scope dept access           |
+| sabotage_flag                   | int     | Boolean — destructive action                 |
+See `incident_events.csv` and `org_topology.csv` for the discrete event log
+and department registry schemas respectively.
+## Suggested Use Cases
+- Training **insider threat classifier** models (4-tier actor attribution)
+- **Data exfiltration detection** modelling — DLP signal calibration
+- **UEBA effectiveness benchmarking** — graduated 8-tier defender maturity
+- **HR-signal correlation** — disgruntlement, resignation, performance
+  triggers for early-warning systems
+- **Cover-tracks / log-tampering detection** — stealth feature engineering
+- **Privileged access misuse** detection (privileged_insider tier)
+- **Collusion detection** — multi-actor coordinated incident patterns
+- **Attribution risk modelling** — recon intensity × stealth
+- **Zero Trust posture validation** — block rates by defender maturity tier
+- **Sabotage vs exfiltration** discrimination
+## Loading the Data
+```python
+import pandas as pd
+trajectories = pd.read_csv("insider_trajectories.csv")
+incidents    = pd.read_csv("incident_summary.csv")
+events       = pd.read_csv("incident_events.csv")
+topology     = pd.read_csv("org_topology.csv")
+# Join trajectory data with incident-level labels
+enriched = trajectories.merge(incidents, on=["incident_id", "actor_id"],
+                              how="left", suffixes=("", "_summary"))
+# 4-class threat-type classification target
+y_tier = incidents["threat_type_tier"]
+# Binary exfiltration-success target
+y_exfil = incidents["exfiltration_success_flag"]
+# Binary collusion target
+y_collusion = incidents["collusion_flag"]
+```
+## License
+This **sample** is released under **CC-BY-NC-4.0** (free for non-commercial
+research and evaluation). The **full production dataset** is licensed
+commercially — contact XpertSystems.ai for licensing terms.
+## Full Product
+The full CYB007 dataset includes **~335,000 rows** across all four files,
+with calibrated benchmark validation against 12 metrics drawn from
+authoritative insider threat research sources.
+📧  **pradeep@xpertsystems.ai**
+🌐  **https://xpertsystems.ai**
+## Citation
+```bibtex
+@dataset{xpertsystems_cyb007_sample_2026,
+  title  = {CYB007: Synthetic Insider Threat Dataset (Sample)},
+  author = {XpertSystems.ai},
+  year   = {2026},
+  url    = {https://huggingface.co/datasets/xpertsystems/cyb007-sample}
+}
+```
+## Generation Details
+- Generator version : 1.0.0
+- Random seed       : 42
+- Generated         : 2026-05-16 14:17:56 UTC
+- Lifecycle model   : 6-phase insider threat state machine
+- Overall benchmark : 95.3 / 100  (grade A)

incident_events.csv ADDED Viewed

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incident_summary.csv ADDED Viewed

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+incident_id,actor_id,actor_threat_type,target_environment_type,incident_type,total_data_accessed_mb,exfiltration_attempts_total,exfiltration_successes,exfiltration_success_rate,detection_rate,exfiltration_volume_total_mb,avg_data_access_velocity,max_privilege_escalation_depth,incident_duration_steps,lateral_access_count,dlp_blind_spots_identified,cover_tracks_events,hr_case_triggers_caused,incident_success_flag,attribution_risk_score,stealth_score,actor_efficiency_score,sabotage_events_executed,colluding_actor_count,coordinated_incident_flag,cover_tracks_effectiveness,organisational_impact_score,exfiltration_roi_score
+INC_000000,ACTOR_0000,privileged_insider,cloud_storage,usb_exfil_campaign,16070.37,13,3,0.230769,0.546154,3314.75,315.1052,5,65,4,0,0,0,1,0.306,0.694,0.206265,1,0,0,0.0,0.35,0.072685
+INC_000001,ACTOR_0000,privileged_insider,on_premise_fileserver,sabotage_destructive,18416.9,12,2,0.166667,0.633333,1196.57,391.849,5,65,6,0,0,0,0,0.249,0.751,0.064972,0,0,0,0.0,0.279201,0.045894
+INC_000002,ACTOR_0000,privileged_insider,customer_data_platform,usb_exfil_campaign,20981.47,12,2,0.166667,0.533333,1601.75,411.4014,5,65,4,0,0,0,1,0.304,0.696,0.076341,0,0,0,0.0,0.7,0.054133
+INC_000003,ACTOR_0000,privileged_insider,email_system,sabotage_destructive,22001.92,15,2,0.133333,0.450667,2238.75,449.0187,2,65,0,0,0,0,0,0.274,0.726,0.101753,0,0,0,0.0,0.7,0.053175
+INC_000004,ACTOR_0000,privileged_insider,email_system,credential_based_access,16240.87,11,1,0.090909,0.763636,750.21,369.1108,5,65,9,0,0,0,0,0.273,0.727,0.046193,0,0,0,0.0,0.3501,0.015621
+INC_000005,ACTOR_0000,privileged_insider,cloud_storage,email_channel_exfil,21117.93,14,2,0.142857,0.445714,838.56,406.114,5,65,5,0,0,0,0,0.213,0.787,0.039708,0,0,0,0.0,0.195664,0.062318
+INC_000006,ACTOR_0000,privileged_insider,on_premise_fileserver,colluding_insider_ring,17965.16,13,1,0.076923,0.701538,915.97,320.8064,5,65,10,1,0,0,0,0.331,0.669,0.050986,0,0,0,0.0,0.610645,0.015359
+INC_000007,ACTOR_0000,privileged_insider,on_premise_fileserver,email_channel_exfil,18294.07,12,1,0.083333,0.77,1274.67,397.6972,5,65,5,0,0,1,1,0.274,0.726,0.069677,0,0,0,0.0,0.594845,0.013915
+INC_000008,ACTOR_0000,privileged_insider,email_system,credential_based_access,22599.5,16,1,0.0625,0.7875,1574.89,410.8999,5,65,5,0,0,2,0,0.494,0.506,0.069687,0,0,0,0.0,1.0,0.00672
+INC_000009,ACTOR_0000,privileged_insider,cloud_storage,data_theft_slow_exfil,18601.61,15,1,0.066667,0.709333,78.18,379.6247,5,65,4,0,0,0,0,0.257,0.743,0.004203,0,0,0,0.0,0.036482,0.014398
+INC_000010,ACTOR_0000,privileged_insider,cloud_storage,credential_based_access,14239.78,13,4,0.307692,0.63,2695.91,268.675,5,65,4,2,0,0,0,0.384,0.616,0.189323,1,0,0,0.0,0.7,0.070129
+INC_000011,ACTOR_0000,privileged_insider,corporate_it,usb_exfil_campaign,16753.14,10,1,0.1,0.756,1258.09,335.0627,5,65,7,1,0,0,1,0.289,0.711,0.075096,0,0,0,0.0,0.587109,0.017348
+INC_000012,ACTOR_0000,privileged_insider,corporate_it,sabotage_destructive,20060.23,16,0,0.0,0.71,0.0,385.7737,5,65,2,0,0,0,0,0.331,0.669,0.0,0,0,0,0.0,0.0,0.0
+INC_000013,ACTOR_0000,privileged_insider,customer_data_platform,sabotage_destructive,21169.99,14,0,0.0,0.91,0.0,399.4338,5,65,7,0,0,0,0,0.331,0.669,0.0,0,0,0,0.0,0.0,0.0
+INC_000014,ACTOR_0000,privileged_insider,cloud_storage,usb_exfil_campaign,17926.78,15,1,0.066667,0.784,852.86,325.9414,5,65,9,0,0,0,0,0.315,0.685,0.047575,0,0,0,0.0,0.568572,0.009864
+INC_000015,ACTOR_0000,privileged_insider,endpoint_fleet,colluding_insider_ring,21048.88,15,3,0.2,0.36,1509.73,389.7941,5,65,7,0,0,0,1,0.368,0.632,0.071725,0,0,0,0.0,0.7,0.080896
+INC_000016,ACTOR_0000,privileged_insider,corporate_it,colluding_insider_ring,22465.94,11,2,0.181818,0.555248,3103.95,468.0403,5,65,4,1,2,1,1,0.244,0.756,0.138162,0,0,0,0.137455,0.7,0.061133
+INC_000017,ACTOR_0000,privileged_insider,email_system,colluding_insider_ring,17526.11,9,1,0.111111,0.561161,739.49,389.469,5,65,5,0,1,1,0,0.235,0.765,0.042194,0,0,0,0.085,0.492992,0.037301
+INC_000018,ACTOR_0000,privileged_insider,source_code_repository,credential_based_access,17393.61,12,0,0.0,0.64,0.0,370.0769,5,65,3,0,0,0,0,0.292,0.708,0.0,1,0,0,0.0,0.0,0.0
+INC_000019,ACTOR_0000,privileged_insider,corporate_it,bulk_exfiltration_burst,20616.85,15,5,0.333333,0.426667,4620.84,404.2519,5,65,4,2,0,0,1,0.27,0.73,0.224129,0,0,0,0.0,0.35,0.139511
+INC_000020,ACTOR_0000,privileged_insider,erp_financials,data_theft_slow_exfil,22918.41,16,3,0.1875,0.675963,3969.27,416.6984,5,65,7,3,1,0,0,0.29,0.71,0.173191,0,0,0,0.044375,0.7,0.043137
+INC_000021,ACTOR_0000,privileged_insider,endpoint_fleet,colluding_insider_ring,16366.65,13,1,0.076923,0.775385,592.86,320.9147,5,65,6,0,0,0,0,0.333,0.667,0.036224,0,0,0,0.0,0.39524,0.011524
+INC_000022,ACTOR_0000,privileged_insider,endpoint_fleet,bulk_exfiltration_burst,16957.53,14,3,0.214286,0.502857,2726.32,346.0719,5,65,5,1,0,1,0,0.298,0.702,0.160773,0,0,0,0.0,0.35,0.074784
+INC_000023,ACTOR_0000,privileged_insider,corporate_it,bulk_exfiltration_burst,18961.71,14,2,0.142857,0.536549,2917.16,351.1428,4,65,2,0,1,0,0,0.232,0.768,0.153845,0,0,0,0.054857,1.0,0.050847
+INC_000024,ACTOR_0000,privileged_insider,cloud_storage,email_channel_exfil,18540.26,15,0,0.0,0.76,0.0,370.8052,5,65,2,0,0,0,0,0.324,0.676,0.0,0,0,0,0.0,0.0,0.0
+INC_000025,ACTOR_0000,privileged_insider,customer_data_platform,data_theft_slow_exfil,15418.15,12,3,0.25,0.57,1579.46,302.3167,5,65,9,0,0,0,0,0.25,0.75,0.102441,0,0,0,0.0,1.0,0.080625
+INC_000026,ACTOR_0000,privileged_insider,customer_data_platform,email_channel_exfil,18064.16,10,1,0.1,0.405,554.2,368.6564,5,65,12,1,0,0,0,0.273,0.727,0.030679,1,0,0,0.0,0.369465,0.043256
+INC_000027,ACTOR_0000,privileged_insider,on_premise_fileserver,cloud_upload_exfil,21476.98,15,6,0.4,0.27,5598.48,429.5396,5,65,8,0,0,0,0,0.223,0.777,0.260674,0,0,0,0.0,1.0,0.226884
+INC_000028,ACTOR_0000,privileged_insider,on_premise_fileserver,data_theft_slow_exfil,21526.24,15,2,0.133333,0.39,1542.14,413.9662,5,65,6,1,0,0,0,0.192,0.808,0.07164,0,0,0,0.0,1.0,0.065717
+INC_000029,ACTOR_0000,privileged_insider,corporate_it,credential_based_access,19276.18,15,1,0.066667,0.709333,521.54,385.5237,5,65,3,0,0,1,0,0.311,0.689,0.027056,1,0,0,0.0,0.243385,0.013351
+INC_000030,ACTOR_0000,privileged_insider,erp_financials,colluding_insider_ring,23806.54,15,4,0.266667,0.469333,3160.11,476.1307,4,65,3,1,0,0,0,0.224,0.776,0.132741,0,0,0,0.0,0.7,0.109813
+INC_000031,ACTOR_0000,privileged_insider,email_system,email_channel_exfil,18707.7,10,0,0.0,0.84,0.0,425.175,5,65,5,0,0,0,0,0.278,0.722,0.0,1,0,0,0.0,0.0,0.0
+INC_000032,ACTOR_0000,privileged_insider,cloud_storage,credential_based_access,16156.75,13,2,0.153846,0.710769,2469.07,310.7068,5,65,10,0,0,0,0,0.248,0.752,0.15282,0,0,0,0.0,0.7,0.033462
+INC_000033,ACTOR_0000,privileged_insider,endpoint_fleet,credential_based_access,21872.46,17,2,0.117647,0.654045,889.4,397.681,5,65,6,0,1,0,0,0.433,0.567,0.040663,1,0,0,0.033353,0.59293,0.023077
+INC_000034,ACTOR_0000,privileged_insider,erp_financials,sabotage_destructive,17849.56,13,1,0.076923,0.590769,809.24,356.9911,5,65,6,0,0,0,0,0.273,0.727,0.045337,0,0,0,0.0,0.539496,0.022885
+INC_000035,ACTOR_0000,privileged_insider,erp_financials,cloud_upload_exfil,19390.47,13,2,0.153846,0.77,2268.8,372.8937,5,65,6,0,0,0,0,0.233,0.767,0.117006,0,0,0,0.0,0.7,0.02714
+INC_000036,ACTOR_0000,privileged_insider,email_system,data_theft_slow_exfil,18315.01,15,5,0.333333,0.346667,3702.76,359.1177,5,65,3,2,0,0,1,0.246,0.754,0.202171,0,0,0,0.0,1.0,0.164204
+INC_000037,ACTOR_0000,privileged_insider,on_premise_fileserver,bulk_exfiltration_burst,21938.11,16,0,0.0,0.64,0.0,457.044,5,65,3,0,0,0,0,0.287,0.713,0.0,0,0,0,0.0,0.0,0.0
+INC_000038,ACTOR_0000,privileged_insider,email_system,usb_exfil_campaign,18429.72,17,0,0.0,0.91,0.0,347.7306,5,65,4,0,0,0,1,0.512,0.488,0.0,0,0,0,0.0,0.0,0.0
+INC_000039,ACTOR_0000,privileged_insider,endpoint_fleet,credential_based_access,16439.75,14,4,0.285714,0.542857,3439.37,298.9045,5,65,10,1,0,1,0,0.331,0.669,0.209211,0,0,0,0.0,1.0,0.08738
+INC_000040,ACTOR_0000,privileged_insider,email_system,colluding_insider_ring,21507.02,15,3,0.2,0.416,3029.52,430.1404,4,65,3,1,0,0,0,0.194,0.806,0.140862,0,0,0,0.0,1.0,0.094141
+INC_000041,ACTOR_0000,privileged_insider,source_code_repository,email_channel_exfil,25849.63,16,1,0.0625,0.665625,919.92,516.9926,5,65,4,0,0,0,1,0.324,0.676,0.035587,0,0,0,0.0,0.429294,0.014127
+INC_000042,ACTOR_0000,privileged_insider,customer_data_platform,usb_exfil_campaign,18342.28,13,3,0.230769,0.4,2922.88,339.6719,5,65,7,1,0,0,0,0.334,0.666,0.159352,0,0,0,0.0,0.7,0.092215
+INC_000043,ACTOR_0000,privileged_insider,customer_data_platform,sabotage_destructive,14907.26,12,0,0.0,0.84,0.0,310.5678,5,65,6,0,0,0,0,0.326,0.674,0.0,0,1,1,0.0,0.0,0.0
+INC_000044,ACTOR_0000,privileged_insider,erp_financials,bulk_exfiltration_burst,17812.84,10,1,0.1,0.468,1282.51,378.9966,5,65,4,0,0,0,1,0.219,0.781,0.071999,0,0,0,0.0,0.85501,0.041549
+INC_000045,ACTOR_0000,privileged_insider,source_code_repository,usb_exfil_campaign,17924.55,16,2,0.125,0.605288,1897.4,320.0812,5,65,8,0,1,0,1,0.285,0.715,0.105855,0,0,0,0.044687,0.7,0.035277
+INC_000046,ACTOR_0000,privileged_insider,on_premise_fileserver,data_theft_slow_exfil,12855.36,11,0,0.0,0.84,0.0,233.7339,5,65,12,0,0,0,0,0.362,0.638,0.0,1,0,0,0.0,0.0,0.0
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+INC_000048,ACTOR_0000,privileged_insider,customer_data_platform,credential_based_access,15076.23,12,2,0.166667,0.533333,820.65,307.6781,5,65,7,0,0,0,0,0.31,0.69,0.054433,0,1,1,0.0,0.191485,0.053667
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+INC_000051,ACTOR_0001,malicious_employee,customer_data_platform,data_theft_slow_exfil,2909.14,17,2,0.117647,0.564706,186.11,51.949,5,65,5,0,0,0,0,0.257,0.743,0.063973,1,0,0,0.0,0.651378,0.03805
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+INC_000067,ACTOR_0001,malicious_employee,customer_data_platform,usb_exfil_campaign,3119.72,17,5,0.294118,0.317647,547.86,63.6677,5,65,7,2,0,0,0,0.202,0.798,0.175612,0,0,0,0.0,0.7,0.160152
+INC_000068,ACTOR_0001,malicious_employee,cloud_storage,colluding_insider_ring,3061.35,17,2,0.117647,0.181874,236.68,54.667,3,65,2,1,1,0,0,0.284,0.716,0.077311,0,0,0,0.042118,0.7,0.068915
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+INC_000070,ACTOR_0001,malicious_employee,erp_financials,colluding_insider_ring,3089.64,16,2,0.125,0.735,262.41,63.0539,3,65,3,0,0,0,0,0.247,0.753,0.084931,0,0,0,0.0,0.7,0.024943
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+INC_000073,ACTOR_0001,malicious_employee,erp_financials,sabotage_destructive,2989.71,18,0,0.0,0.84,0.0,56.4096,5,65,5,0,0,0,0,0.262,0.738,0.0,0,0,0,0.0,0.0,0.0
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+INC_000075,ACTOR_0001,malicious_employee,source_code_repository,credential_based_access,3114.1,15,5,0.333333,0.3,844.22,61.0609,5,65,3,0,0,0,1,0.217,0.783,0.271095,0,0,0,0.0,0.7,0.1827
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+INC_000086,ACTOR_0001,malicious_employee,email_system,credential_based_access,3025.61,13,1,0.076923,0.775385,162.53,59.3257,5,65,6,0,0,0,0,0.303,0.697,0.053719,0,0,0,0.0,0.812669,0.012043
+INC_000087,ACTOR_0001,malicious_employee,corporate_it,usb_exfil_campaign,3292.2,17,4,0.235294,0.344118,336.48,58.7893,5,65,6,1,0,0,0,0.277,0.723,0.102204,0,1,1,0.0,0.7,0.111577
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+INC_000499,ACTOR_0009,malicious_employee,cloud_storage,sabotage_destructive,2460.38,13,0,0.0,0.45,0.0,47.3149,5,65,8,0,0,0,0,0.237,0.763,0.0,0,0,0,0.0,0.0,0.0

insider_trajectories.csv ADDED Viewed

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

org_topology.csv ADDED Viewed

	@@ -0,0 +1,241 @@

+department_id,dlp_system_id,department_type,data_sensitivity_tier,dlp_coverage,ueba_deployment_status,privileged_role_density,alert_threshold,hr_integration_status,pam_coverage
+DEPT_0000,DLP_000,finance_accounting,internal,0.316,pam_integrated,0.1791,0.5105,True,True
+DEPT_0001,DLP_001,legal_compliance,confidential,0.1559,hr_integrated,0.3209,0.6028,False,False
+DEPT_0002,DLP_002,it_infrastructure,internal,0.7239,dlp_only,0.0602,0.5182,False,True
+DEPT_0003,DLP_003,hr_people_ops,confidential,0.4282,partial_coverage,0.4271,0.5591,True,False
+DEPT_0004,DLP_004,hr_people_ops,restricted,0.4371,no_ueba,0.2942,0.6089,True,True
+DEPT_0005,DLP_005,legal_compliance,confidential,0.3345,pam_integrated,0.3516,0.513,True,False
+DEPT_0006,DLP_006,finance_accounting,confidential,0.4361,partial_coverage,0.1815,0.6297,False,False
+DEPT_0007,DLP_007,it_infrastructure,confidential,0.4459,dlp_only,0.3477,0.4705,True,True
+DEPT_0008,DLP_000,engineering_rd,confidential,0.7436,dlp_only,0.3782,0.5736,False,True
+DEPT_0009,DLP_001,finance_accounting,restricted,0.4372,pam_integrated,0.2779,0.6238,True,False
+DEPT_0010,DLP_002,sales_business_dev,confidential,0.685,siem_only,0.2781,0.6028,False,True
+DEPT_0011,DLP_003,customer_data_ops,restricted,0.1913,zero_trust_enforced,0.2824,0.7033,True,True
+DEPT_0012,DLP_004,it_infrastructure,internal,0.5417,pam_integrated,0.1464,0.4889,False,True
+DEPT_0013,DLP_005,legal_compliance,confidential,0.4302,partial_coverage,0.2323,0.4397,True,True
+DEPT_0014,DLP_006,it_infrastructure,restricted,0.1162,pam_integrated,0.2317,0.4705,False,False
+DEPT_0015,DLP_007,legal_compliance,restricted,0.4019,no_ueba,0.296,0.6028,True,False
+DEPT_0016,DLP_000,sales_business_dev,confidential,0.3094,zero_trust_enforced,0.37,0.5898,False,True
+DEPT_0017,DLP_001,engineering_rd,confidential,0.5514,pam_integrated,0.123,0.5582,False,False
+DEPT_0018,DLP_002,legal_compliance,internal,0.7694,full_coverage,0.235,0.4602,False,True
+DEPT_0019,DLP_003,hr_people_ops,confidential,0.9106,dlp_only,0.4278,0.6113,True,True
+DEPT_0020,DLP_004,sales_business_dev,internal,0.4141,pam_integrated,0.1608,0.452,True,False
+DEPT_0021,DLP_005,executive_office,restricted,0.3509,pam_integrated,0.1513,0.6427,True,False
+DEPT_0022,DLP_006,engineering_rd,confidential,0.7654,zero_trust_enforced,0.2743,0.7786,True,True
+DEPT_0023,DLP_007,customer_data_ops,restricted,0.3511,pam_integrated,0.3513,0.5793,True,True
+DEPT_0024,DLP_000,legal_compliance,internal,0.4818,pam_integrated,0.2514,0.5966,False,True
+DEPT_0025,DLP_001,it_infrastructure,restricted,0.7688,partial_coverage,0.4095,0.5106,False,False
+DEPT_0026,DLP_002,hr_people_ops,restricted,0.7282,partial_coverage,0.3528,0.4052,True,True
+DEPT_0027,DLP_003,legal_compliance,internal,0.4522,pam_integrated,0.351,0.5018,False,True
+DEPT_0028,DLP_004,sales_business_dev,internal,0.8687,partial_coverage,0.3165,0.4626,False,False
+DEPT_0029,DLP_005,hr_people_ops,internal,0.2522,no_ueba,0.5293,0.4342,False,True
+DEPT_0030,DLP_006,hr_people_ops,restricted,0.2422,full_coverage,0.2254,0.6878,True,True
+DEPT_0031,DLP_007,engineering_rd,confidential,0.4366,full_coverage,0.02,0.5718,True,True
+DEPT_0032,DLP_000,finance_accounting,restricted,0.7312,dlp_only,0.4425,0.5804,False,True
+DEPT_0033,DLP_001,sales_business_dev,confidential,0.8001,pam_integrated,0.1951,0.5253,True,True
+DEPT_0034,DLP_002,customer_data_ops,restricted,0.5127,dlp_only,0.2629,0.5362,True,False
+DEPT_0035,DLP_003,finance_accounting,restricted,0.2752,hr_integrated,0.4071,0.6272,False,False
+DEPT_0036,DLP_004,legal_compliance,restricted,0.7811,partial_coverage,0.0577,0.5474,False,False
+DEPT_0037,DLP_005,legal_compliance,restricted,0.5296,hr_integrated,0.0998,0.5925,False,False
+DEPT_0038,DLP_006,executive_office,confidential,0.4717,hr_integrated,0.0578,0.5343,False,True
+DEPT_0039,DLP_007,it_infrastructure,restricted,0.1666,full_coverage,0.1547,0.5226,True,True
+DEPT_0040,DLP_000,engineering_rd,internal,0.3636,dlp_only,0.3028,0.4374,True,False
+DEPT_0041,DLP_001,legal_compliance,confidential,0.8036,zero_trust_enforced,0.3129,0.3918,True,True
+DEPT_0042,DLP_002,it_infrastructure,restricted,0.7307,siem_only,0.2832,0.5291,True,False
+DEPT_0043,DLP_003,executive_office,restricted,0.8631,no_ueba,0.0805,0.5545,True,False
+DEPT_0044,DLP_004,finance_accounting,restricted,0.4572,pam_integrated,0.02,0.4471,False,True
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+DEPT_0046,DLP_006,hr_people_ops,confidential,0.7833,full_coverage,0.1934,0.5543,False,True
+DEPT_0047,DLP_007,customer_data_ops,confidential,0.7203,full_coverage,0.3051,0.3775,True,True
+DEPT_0048,DLP_000,it_infrastructure,confidential,0.7443,partial_coverage,0.3342,0.4768,True,True
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+DEPT_0065,DLP_001,executive_office,restricted,0.7384,hr_integrated,0.02,0.6197,False,False
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+DEPT_0070,DLP_006,legal_compliance,restricted,0.6978,zero_trust_enforced,0.3807,0.4128,True,True
+DEPT_0071,DLP_007,engineering_rd,confidential,0.4116,siem_only,0.4093,0.4929,False,True
+DEPT_0072,DLP_000,hr_people_ops,internal,0.9088,dlp_only,0.2417,0.6117,False,False
+DEPT_0073,DLP_001,engineering_rd,confidential,0.5674,full_coverage,0.4124,0.5276,True,True
+DEPT_0074,DLP_002,it_infrastructure,restricted,0.7707,dlp_only,0.2611,0.509,True,False
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+DEPT_0076,DLP_004,executive_office,confidential,0.4849,pam_integrated,0.1787,0.4662,True,True
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+DEPT_0082,DLP_002,engineering_rd,restricted,0.4784,pam_integrated,0.0841,0.5659,False,True
+DEPT_0083,DLP_003,legal_compliance,restricted,0.7629,dlp_only,0.2971,0.5892,True,False
+DEPT_0084,DLP_004,it_infrastructure,confidential,0.5974,no_ueba,0.1251,0.5293,True,False
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+DEPT_0087,DLP_007,executive_office,confidential,0.7854,hr_integrated,0.0303,0.5672,True,True
+DEPT_0088,DLP_000,legal_compliance,restricted,0.6443,dlp_only,0.3614,0.6118,True,True
+DEPT_0089,DLP_001,legal_compliance,restricted,0.5753,pam_integrated,0.1774,0.5944,True,True
+DEPT_0090,DLP_002,hr_people_ops,restricted,0.5392,hr_integrated,0.1859,0.5535,False,True
+DEPT_0091,DLP_003,legal_compliance,confidential,0.1976,pam_integrated,0.1216,0.4853,True,False
+DEPT_0092,DLP_004,legal_compliance,restricted,0.5212,siem_only,0.1715,0.5554,True,True
+DEPT_0093,DLP_005,hr_people_ops,confidential,0.3253,full_coverage,0.3013,0.5478,False,False
+DEPT_0094,DLP_006,customer_data_ops,internal,0.3882,hr_integrated,0.2273,0.5655,False,False
+DEPT_0095,DLP_007,executive_office,confidential,0.372,hr_integrated,0.2894,0.7265,False,True
+DEPT_0096,DLP_000,engineering_rd,confidential,0.4704,dlp_only,0.2934,0.5081,False,False
+DEPT_0097,DLP_001,it_infrastructure,internal,0.2411,dlp_only,0.4085,0.5838,False,False
+DEPT_0098,DLP_002,it_infrastructure,restricted,0.2468,zero_trust_enforced,0.2089,0.6355,True,True
+DEPT_0099,DLP_003,engineering_rd,internal,0.5252,partial_coverage,0.0728,0.5578,True,True
+DEPT_0100,DLP_004,legal_compliance,confidential,0.356,partial_coverage,0.3781,0.737,False,False
+DEPT_0101,DLP_005,engineering_rd,restricted,0.4195,pam_integrated,0.2102,0.5198,True,False
+DEPT_0102,DLP_006,legal_compliance,internal,0.4156,hr_integrated,0.3838,0.5759,True,False
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+DEPT_0107,DLP_003,it_infrastructure,confidential,0.3665,pam_integrated,0.4992,0.5755,False,True
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+DEPT_0120,DLP_000,hr_people_ops,confidential,0.754,full_coverage,0.2148,0.6085,True,False
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+DEPT_0124,DLP_004,legal_compliance,restricted,0.8048,hr_integrated,0.2917,0.5981,True,True
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