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 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
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+campaign_events.csv filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,210 @@
+---
+license: cc-by-nc-4.0
+task_categories:
+  - tabular-classification
+  - 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
+
+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 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**
+
+## 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}
+}
+```
+
+## Generation Details
+
+- 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+)

campaign_events.csv

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+oid sha256:dbbb6e490d3288a4a342ebd6a83424637b54e622223fdf1b1a8d4a7bfc47ac80
+size 13806938

victim_topology.csv

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+SEG00001,DEF00001,dmz_perimeter,tier2,offsite_verified_immutable,0.6923,0.8726,0.6706,107.3,403,0.3869,0.65,0.72,48.0,86
+SEG00002,DEF00002,backup_infrastructure,tier1,local_only,0.4626,0.865,0.875,167.9,402,0.4689,0.35,0.08,480.0,7
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+SEG00092,DEF00092,executive_endpoint_zone,tier2,local_only,0.8617,0.2645,0.413,100.22,532,0.4609,0.65,0.08,480.0,84
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+SEG00094,DEF00094,corporate_workstation_fleet,tier1,offsite_unverified,0.6759,0.318,0.6756,349.07,752,0.5694,0.35,0.35,120.0,26
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+SEG00096,DEF00096,cloud_workload_tier,tier2,network_attached,0.6507,0.7179,0.5348,82.68,447,0.3261,0.65,0.18,240.0,162
+SEG00097,DEF00097,active_directory_domain,tier1,offsite_verified_immutable,0.7197,0.7166,0.7042,257.2,697,0.6748,0.35,0.72,48.0,99
+SEG00098,DEF00098,ot_ics_control_network,none,network_attached,0.1015,0.5062,0.5126,403.47,223,0.2761,0.0,0.18,240.0,174
+SEG00099,DEF00099,cloud_workload_tier,none,network_attached,0.6632,0.3979,0.6354,309.18,669,0.3891,0.0,0.18,240.0,157
+SEG00100,DEF00100,corporate_workstation_fleet,tier3_mdr,network_attached,0.6687,0.2487,0.8771,15.93,257,0.2048,0.85,0.18,240.0,42
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+SEG00102,DEF00102,backup_infrastructure,tier2,offsite_verified_immutable,0.3554,0.3914,0.1642,80.01,613,0.5549,0.65,0.72,48.0,67
+SEG00103,DEF00103,ot_ics_control_network,tier1,offsite_verified_immutable,0.2833,0.1959,0.1,288.32,345,0.4379,0.35,0.72,48.0,93
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+SEG00106,DEF00106,ot_ics_control_network,tier2,offsite_verified_immutable,0.2793,0.193,0.4856,143.2,693,0.2929,0.65,0.72,48.0,70
+SEG00107,DEF00107,active_directory_domain,tier1,network_attached,0.4778,0.2181,0.484,332.07,98,0.894,0.35,0.18,240.0,19
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+SEG00109,DEF00109,backup_infrastructure,none,local_only,0.5756,0.2538,0.829,416.51,682,0.1975,0.0,0.08,480.0,168
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+SEG00111,DEF00111,cloud_workload_tier,tier2,offsite_unverified,0.4431,0.5602,0.4514,67.9,609,0.2681,0.65,0.35,120.0,108
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+SEG00114,DEF00114,executive_endpoint_zone,tier2,offsite_verified_immutable,0.7234,0.2034,0.7989,133.22,601,0.7969,0.65,0.72,48.0,148
+SEG00115,DEF00115,dmz_perimeter,tier1,no_backup,0.6572,0.5831,0.7376,181.19,214,0.1745,0.35,0.02,720.0,23
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+SEG00118,DEF00118,cloud_workload_tier,tier2,offsite_verified_immutable,0.539,0.6784,0.4289,110.82,215,0.347,0.65,0.72,48.0,87
+SEG00119,DEF00119,backup_infrastructure,tier1,local_only,0.5224,0.2321,0.8052,220.33,388,0.5167,0.35,0.08,480.0,150
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+SEG00122,DEF00122,active_directory_domain,tier2,no_backup,0.3832,0.8992,0.7261,114.45,728,0.7777,0.65,0.02,720.0,173
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+SEG00126,DEF00126,file_server_cluster,tier2,offsite_verified_immutable,0.4686,0.1636,0.6317,172.57,472,0.4467,0.65,0.72,48.0,154
+SEG00127,DEF00127,ot_ics_control_network,tier1,local_only,0.1847,0.6746,0.4156,162.86,755,0.4169,0.35,0.08,480.0,75
+SEG00128,DEF00128,corporate_workstation_fleet,none,offsite_verified_immutable,0.5735,0.4757,0.832,534.35,664,0.5995,0.0,0.72,48.0,31
+SEG00129,DEF00129,ot_ics_control_network,none,no_backup,0.174,0.6576,0.6447,852.5,140,0.4361,0.0,0.02,720.0,75
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+SEG00131,DEF00131,backup_infrastructure,tier1,air_gapped_gold_standard,0.4308,0.8574,0.3789,153.83,427,0.5551,0.35,0.94,16.0,123
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+SEG00136,DEF00136,dmz_perimeter,none,local_only,0.5706,0.5016,0.1818,1377.03,173,0.5121,0.0,0.08,480.0,149
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+SEG00138,DEF00138,active_directory_domain,tier2,network_attached,0.5413,0.2218,0.5753,68.18,425,0.2367,0.65,0.18,240.0,25
+SEG00139,DEF00139,executive_endpoint_zone,tier2,offsite_unverified,0.8087,0.6914,0.5976,129.74,274,0.6455,0.65,0.35,120.0,98
+SEG00140,DEF00140,backup_infrastructure,none,offsite_unverified,0.5175,0.1526,0.3337,322.31,521,0.6163,0.0,0.35,120.0,112
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+SEG00142,DEF00142,file_server_cluster,tier2,local_only,0.5781,0.2855,0.6699,58.06,147,0.1867,0.65,0.08,480.0,109
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+SEG00144,DEF00144,cloud_workload_tier,tier2,local_only,0.6715,0.6162,0.7489,59.16,169,0.5687,0.65,0.08,480.0,65
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+SEG00146,DEF00146,dmz_perimeter,tier1,offsite_unverified,0.851,0.4417,0.9023,343.8,771,0.5305,0.35,0.35,120.0,101
+SEG00147,DEF00147,executive_endpoint_zone,tier1,air_gapped_gold_standard,0.8641,0.5992,0.5589,462.99,381,0.1149,0.35,0.94,16.0,49
+SEG00148,DEF00148,ot_ics_control_network,tier2,offsite_unverified,0.3512,0.5269,0.6905,40.98,210,0.5676,0.65,0.35,120.0,22
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+SEG00150,DEF00150,cloud_workload_tier,none,offsite_unverified,0.5975,0.3466,0.4027,282.94,634,0.397,0.0,0.35,120.0,50
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+SEG00152,DEF00152,backup_infrastructure,tier3_mdr,offsite_verified_immutable,0.5499,0.8493,0.3651,26.72,202,0.7733,0.85,0.72,48.0,45
+SEG00153,DEF00153,backup_infrastructure,none,offsite_unverified,0.4047,0.3297,0.7802,278.8,722,0.2431,0.0,0.35,120.0,15
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+SEG00155,DEF00155,file_server_cluster,none,local_only,0.4606,0.4553,0.5705,397.02,231,0.5656,0.0,0.08,480.0,100
+SEG00156,DEF00156,backup_infrastructure,tier2,local_only,0.3963,0.4122,0.6386,51.21,482,0.5825,0.65,0.08,480.0,36
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+SEG00158,DEF00158,file_server_cluster,tier2,network_attached,0.5123,0.7475,0.7283,93.32,531,0.1386,0.65,0.18,240.0,123
+SEG00159,DEF00159,corporate_workstation_fleet,tier2,offsite_verified_immutable,0.6536,0.8198,0.3928,58.26,128,0.5388,0.65,0.72,48.0,31
+SEG00160,DEF00160,active_directory_domain,tier2,offsite_unverified,0.5767,0.4437,0.6199,77.77,597,0.494,0.65,0.35,120.0,119
+SEG00161,DEF00161,corporate_workstation_fleet,none,offsite_unverified,0.56,0.6015,0.7386,976.99,657,0.2197,0.0,0.35,120.0,55
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+SEG00163,DEF00163,active_directory_domain,tier1,air_gapped_gold_standard,0.4984,0.6629,0.2985,308.43,495,0.3993,0.35,0.94,16.0,159
+SEG00164,DEF00164,file_server_cluster,none,network_attached,0.5304,0.4424,0.8509,299.33,26,0.2281,0.0,0.18,240.0,89
+SEG00165,DEF00165,cloud_workload_tier,tier2,offsite_unverified,0.5907,0.6875,0.3576,144.42,126,0.3929,0.65,0.35,120.0,63
+SEG00166,DEF00166,corporate_workstation_fleet,tier1,offsite_unverified,0.6061,0.3975,0.9074,114.78,443,0.542,0.35,0.35,120.0,92
+SEG00167,DEF00167,active_directory_domain,tier3_mdr,offsite_unverified,0.5704,0.404,0.7225,27.92,384,0.2436,0.85,0.35,120.0,110
+SEG00168,DEF00168,backup_infrastructure,tier3_mdr,air_gapped_gold_standard,0.5093,0.4718,0.5673,17.68,126,0.1339,0.85,0.94,16.0,145
+SEG00169,DEF00169,dmz_perimeter,tier1,local_only,0.5876,0.5914,0.8336,79.91,648,0.523,0.35,0.08,480.0,57
+SEG00170,DEF00170,ot_ics_control_network,tier3_mdr,network_attached,0.2469,0.2936,0.9175,24.48,33,0.0707,0.85,0.18,240.0,63
+SEG00171,DEF00171,dmz_perimeter,tier1,network_attached,0.6554,0.5397,0.8798,286.44,327,0.3776,0.35,0.18,240.0,30
+SEG00172,DEF00172,active_directory_domain,tier2,network_attached,0.5451,0.3389,0.6553,101.46,456,0.2301,0.65,0.18,240.0,125
+SEG00173,DEF00173,backup_infrastructure,tier1,local_only,0.537,0.7368,0.7619,183.3,683,0.4563,0.35,0.08,480.0,18
+SEG00174,DEF00174,backup_infrastructure,tier3_mdr,local_only,0.4291,0.8434,0.6686,24.61,499,0.073,0.85,0.08,480.0,47
+SEG00175,DEF00175,dmz_perimeter,tier1,network_attached,0.5825,0.4303,0.3868,159.62,585,0.4151,0.35,0.18,240.0,104
+SEG00176,DEF00176,dmz_perimeter,none,network_attached,0.7132,0.4548,0.6749,380.02,31,0.68,0.0,0.18,240.0,124
+SEG00177,DEF00177,dmz_perimeter,tier1,network_attached,0.6993,0.4382,0.5133,129.15,384,0.3745,0.35,0.18,240.0,143
+SEG00178,DEF00178,executive_endpoint_zone,tier3_mdr,offsite_unverified,0.7591,0.4404,0.8327,27.42,648,0.2064,0.85,0.35,120.0,150
+SEG00179,DEF00179,cloud_workload_tier,tier3_mdr,offsite_unverified,0.4787,0.1236,0.9347,19.01,463,0.1753,0.85,0.35,120.0,148
+SEG00180,DEF00180,cloud_workload_tier,tier2,network_attached,0.6983,0.3447,0.825,100.2,422,0.3391,0.65,0.18,240.0,172
+SEG00181,DEF00181,dmz_perimeter,tier3_mdr,network_attached,0.5977,0.5672,0.8067,14.51,793,0.6349,0.85,0.18,240.0,81
+SEG00182,DEF00182,active_directory_domain,tier3_mdr,local_only,0.547,0.0814,0.7457,10.36,283,0.7495,0.85,0.08,480.0,160
+SEG00183,DEF00183,active_directory_domain,tier2,offsite_unverified,0.5893,0.9445,0.7754,151.34,46,0.5031,0.65,0.35,120.0,145
+SEG00184,DEF00184,dmz_perimeter,tier1,network_attached,0.7015,0.2773,0.6089,264.34,156,0.4978,0.35,0.18,240.0,138
+SEG00185,DEF00185,backup_infrastructure,tier2,no_backup,0.5653,0.3353,0.4832,119.43,721,0.4417,0.65,0.02,720.0,145
+SEG00186,DEF00186,file_server_cluster,tier2,network_attached,0.4171,0.6871,0.5875,50.91,18,0.4938,0.65,0.18,240.0,93
+SEG00187,DEF00187,cloud_workload_tier,tier1,network_attached,0.5264,0.8787,0.6339,338.96,291,0.3428,0.35,0.18,240.0,34
+SEG00188,DEF00188,active_directory_domain,none,local_only,0.4849,0.5559,0.3234,242.78,420,0.6838,0.0,0.08,480.0,110
+SEG00189,DEF00189,dmz_perimeter,tier2,offsite_unverified,0.7741,0.391,0.4574,116.81,200,0.5088,0.65,0.35,120.0,74
+SEG00190,DEF00190,dmz_perimeter,tier1,offsite_unverified,0.7681,0.5546,0.5748,271.58,322,0.4861,0.35,0.35,120.0,48
+SEG00191,DEF00191,active_directory_domain,tier3_mdr,offsite_unverified,0.7126,0.4522,0.3305,31.46,703,0.801,0.85,0.35,120.0,16
+SEG00192,DEF00192,cloud_workload_tier,tier1,offsite_unverified,0.6775,0.5873,0.7836,386.56,237,0.6152,0.35,0.35,120.0,58
+SEG00193,DEF00193,dmz_perimeter,none,offsite_unverified,0.6439,0.5031,0.4808,772.8,468,0.1607,0.0,0.35,120.0,137
+SEG00194,DEF00194,ot_ics_control_network,tier3_mdr,network_attached,0.1978,0.721,0.9223,31.8,457,0.409,0.85,0.18,240.0,129
+SEG00195,DEF00195,file_server_cluster,tier1,offsite_verified_immutable,0.4686,0.492,0.6234,281.92,646,0.6754,0.35,0.72,48.0,95
+SEG00196,DEF00196,cloud_workload_tier,tier1,offsite_unverified,0.5656,0.8231,0.4019,157.87,24,0.7143,0.35,0.35,120.0,167
+SEG00197,DEF00197,cloud_workload_tier,tier2,network_attached,0.6489,0.4893,0.8178,92.77,534,0.2919,0.65,0.18,240.0,148
+SEG00198,DEF00198,ot_ics_control_network,tier3_mdr,offsite_unverified,0.0949,0.3831,0.819,16.76,742,0.1961,0.85,0.35,120.0,67
+SEG00199,DEF00199,corporate_workstation_fleet,tier1,network_attached,0.6978,0.4009,0.7417,317.1,412,0.4229,0.35,0.18,240.0,37
+SEG00200,DEF00200,active_directory_domain,tier1,network_attached,0.6248,0.4362,0.6567,197.44,129,0.7575,0.35,0.18,240.0,125
+SEG00201,DEF00201,executive_endpoint_zone,tier2,offsite_unverified,0.9236,0.6986,0.1,74.56,459,0.3661,0.65,0.35,120.0,88
+SEG00202,DEF00202,file_server_cluster,tier3_mdr,offsite_verified_immutable,0.4858,0.697,0.5218,28.74,72,0.4319,0.85,0.72,48.0,56
+SEG00203,DEF00203,active_directory_domain,tier2,air_gapped_gold_standard,0.624,0.4546,0.2916,111.54,188,0.2269,0.65,0.94,16.0,171
+SEG00204,DEF00204,active_directory_domain,none,network_attached,0.4018,0.3799,0.8575,314.7,425,0.5374,0.0,0.18,240.0,165
+SEG00205,DEF00205,file_server_cluster,none,network_attached,0.5671,0.6279,0.9828,388.79,44,0.3302,0.0,0.18,240.0,76
+SEG00206,DEF00206,file_server_cluster,tier1,offsite_verified_immutable,0.4804,0.6763,0.6538,263.23,237,0.383,0.35,0.72,48.0,73
+SEG00207,DEF00207,active_directory_domain,none,network_attached,0.5688,0.1121,0.4361,540.34,92,0.5664,0.0,0.18,240.0,31
+SEG00208,DEF00208,executive_endpoint_zone,tier2,offsite_verified_immutable,0.948,0.5306,0.63,96.4,269,0.6664,0.65,0.72,48.0,112
+SEG00209,DEF00209,corporate_workstation_fleet,none,network_attached,0.6173,0.452,0.9115,394.54,539,0.4388,0.0,0.18,240.0,25
+SEG00210,DEF00210,active_directory_domain,tier2,local_only,0.453,0.3234,0.6079,64.84,577,0.5679,0.65,0.08,480.0,41
+SEG00211,DEF00211,corporate_workstation_fleet,tier2,no_backup,0.6169,0.6862,0.1269,87.52,64,0.3517,0.65,0.02,720.0,178
+SEG00212,DEF00212,cloud_workload_tier,tier2,offsite_verified_immutable,0.4705,0.8943,0.1109,104.89,459,0.0544,0.65,0.72,48.0,38
+SEG00213,DEF00213,active_directory_domain,tier1,no_backup,0.5816,0.7451,0.4802,372.53,717,0.1749,0.35,0.02,720.0,45
+SEG00214,DEF00214,executive_endpoint_zone,tier3_mdr,network_attached,0.8317,0.4589,0.8187,8.19,63,0.5154,0.85,0.18,240.0,74
+SEG00215,DEF00215,cloud_workload_tier,tier2,network_attached,0.5956,0.2104,0.384,164.1,361,0.6824,0.65,0.18,240.0,171
+SEG00216,DEF00216,executive_endpoint_zone,tier2,local_only,0.8414,0.5687,0.6645,108.79,121,0.5365,0.65,0.08,480.0,143
+SEG00217,DEF00217,ot_ics_control_network,none,network_attached,0.2297,0.5629,0.7196,317.39,146,0.6149,0.0,0.18,240.0,70
+SEG00218,DEF00218,backup_infrastructure,none,offsite_unverified,0.4256,0.4977,0.8159,422.66,172,0.2624,0.0,0.35,120.0,62
+SEG00219,DEF00219,executive_endpoint_zone,tier3_mdr,no_backup,0.8376,0.2958,0.6757,20.8,262,0.5488,0.85,0.02,720.0,62
+SEG00220,DEF00220,backup_infrastructure,tier1,offsite_verified_immutable,0.3415,0.3659,0.6653,578.35,494,0.6068,0.35,0.72,48.0,33
+SEG00221,DEF00221,dmz_perimeter,tier1,offsite_verified_immutable,0.6986,0.3603,0.7872,230.66,513,0.2726,0.35,0.72,48.0,74
+SEG00222,DEF00222,dmz_perimeter,tier2,network_attached,0.7319,0.3458,0.4294,103.23,56,0.5356,0.65,0.18,240.0,8
+SEG00223,DEF00223,cloud_workload_tier,tier2,local_only,0.6332,0.3647,0.6128,78.29,709,0.2935,0.65,0.08,480.0,173
+SEG00224,DEF00224,ot_ics_control_network,tier3_mdr,offsite_unverified,0.3386,0.6894,0.9015,22.45,775,0.8064,0.85,0.35,120.0,146
+SEG00225,DEF00225,active_directory_domain,tier1,local_only,0.4088,0.5174,0.8131,242.88,550,0.3505,0.35,0.08,480.0,42
+SEG00226,DEF00226,executive_endpoint_zone,tier3_mdr,network_attached,0.8447,0.5017,0.354,24.27,82,0.4177,0.85,0.18,240.0,39
+SEG00227,DEF00227,ot_ics_control_network,none,air_gapped_gold_standard,0.2429,0.6828,0.6849,542.35,599,0.2489,0.0,0.94,16.0,175
+SEG00228,DEF00228,dmz_perimeter,tier2,air_gapped_gold_standard,0.6883,0.8812,0.1007,72.98,374,0.2659,0.65,0.94,16.0,154
+SEG00229,DEF00229,active_directory_domain,tier2,offsite_verified_immutable,0.5052,0.4,0.2955,117.43,587,0.6131,0.65,0.72,48.0,160
+SEG00230,DEF00230,executive_endpoint_zone,none,network_attached,0.8849,0.7194,0.4724,474.48,718,0.7968,0.0,0.18,240.0,57
+SEG00231,DEF00231,backup_infrastructure,none,offsite_unverified,0.4807,0.69,0.6486,545.17,613,0.5039,0.0,0.35,120.0,109
+SEG00232,DEF00232,file_server_cluster,tier1,offsite_unverified,0.4353,0.05,0.4229,228.74,621,0.3176,0.35,0.35,120.0,169
+SEG00233,DEF00233,file_server_cluster,tier3_mdr,network_attached,0.6104,0.4353,0.3756,25.85,656,0.2374,0.85,0.18,240.0,41
+SEG00234,DEF00234,cloud_workload_tier,tier2,offsite_unverified,0.693,0.4047,0.6561,63.11,472,0.5827,0.65,0.35,120.0,147
+SEG00235,DEF00235,active_directory_domain,tier3_mdr,no_backup,0.4898,0.5011,0.568,15.53,401,0.3991,0.85,0.02,720.0,161
+SEG00236,DEF00236,corporate_workstation_fleet,tier3_mdr,local_only,0.6733,0.7962,0.6729,37.64,705,0.5332,0.85,0.08,480.0,27
+SEG00237,DEF00237,backup_infrastructure,tier2,network_attached,0.4815,0.4731,0.5497,80.45,661,0.2688,0.65,0.18,240.0,131
+SEG00238,DEF00238,ot_ics_control_network,tier2,local_only,0.1241,0.3307,0.3156,96.01,483,0.6606,0.65,0.08,480.0,54
+SEG00239,DEF00239,active_directory_domain,none,local_only,0.5708,0.97,0.5545,1608.89,242,0.4603,0.0,0.08,480.0,7
+SEG00240,DEF00240,dmz_perimeter,none,offsite_verified_immutable,0.6427,0.4973,0.4603,604.69,93,0.47,0.0,0.72,48.0,71
+SEG00241,DEF00241,executive_endpoint_zone,tier3_mdr,air_gapped_gold_standard,0.7316,0.5204,0.2534,22.15,238,0.8383,0.85,0.94,16.0,102
+SEG00242,DEF00242,cloud_workload_tier,tier2,offsite_unverified,0.584,0.5758,0.5661,40.04,180,0.5067,0.65,0.35,120.0,174
+SEG00243,DEF00243,dmz_perimeter,tier1,offsite_verified_immutable,0.7775,0.595,0.5906,141.3,522,0.0516,0.35,0.72,48.0,150
+SEG00244,DEF00244,backup_infrastructure,tier2,air_gapped_gold_standard,0.6056,0.6718,0.4472,60.32,600,0.6015,0.65,0.94,16.0,25
+SEG00245,DEF00245,file_server_cluster,tier2,local_only,0.52,0.6958,0.7359,48.68,317,0.5584,0.65,0.08,480.0,137
+SEG00246,DEF00246,corporate_workstation_fleet,tier3_mdr,network_attached,0.7643,0.6146,0.4143,12.05,742,0.7928,0.85,0.18,240.0,154
+SEG00247,DEF00247,dmz_perimeter,tier2,network_attached,0.7582,0.5609,0.5133,54.89,566,0.7315,0.65,0.18,240.0,31
+SEG00248,DEF00248,dmz_perimeter,tier1,local_only,0.623,0.5606,0.5547,282.33,386,0.4232,0.35,0.08,480.0,123
+SEG00249,DEF00249,ot_ics_control_network,tier1,offsite_unverified,0.2972,0.8206,0.6545,633.53,512,0.5543,0.35,0.35,120.0,102
+SEG00250,DEF00250,corporate_workstation_fleet,tier1,network_attached,0.5846,0.3052,0.4575,263.06,599,0.4609,0.35,0.18,240.0,176
+SEG00251,DEF00251,active_directory_domain,tier2,network_attached,0.5547,0.5853,0.7435,105.69,733,0.5197,0.65,0.18,240.0,64
+SEG00252,DEF00252,corporate_workstation_fleet,tier3_mdr,local_only,0.61,0.4553,0.3719,13.34,581,0.5178,0.85,0.08,480.0,87
+SEG00253,DEF00253,corporate_workstation_fleet,tier2,local_only,0.6573,0.6677,0.198,87.35,389,0.2394,0.65,0.08,480.0,40
+SEG00254,DEF00254,file_server_cluster,tier1,offsite_verified_immutable,0.5151,0.253,0.8041,267.62,355,0.345,0.35,0.72,48.0,13
+SEG00255,DEF00255,cloud_workload_tier,tier1,no_backup,0.4518,0.3196,0.5434,459.47,794,0.2212,0.35,0.02,720.0,106
+SEG00256,DEF00256,corporate_workstation_fleet,tier2,local_only,0.6788,0.7865,0.7123,124.12,687,0.9456,0.65,0.08,480.0,55
+SEG00257,DEF00257,dmz_perimeter,tier3_mdr,network_attached,0.7357,0.4317,0.8631,30.13,348,0.4046,0.85,0.18,240.0,132
+SEG00258,DEF00258,backup_infrastructure,none,network_attached,0.4264,0.3598,0.3032,769.7,359,0.5731,0.0,0.18,240.0,35
+SEG00259,DEF00259,active_directory_domain,none,offsite_unverified,0.7012,0.6232,0.795,367.74,617,0.1361,0.0,0.35,120.0,65
+SEG00260,DEF00260,cloud_workload_tier,tier2,network_attached,0.5559,0.8494,0.6994,72.61,477,0.74,0.65,0.18,240.0,43
+SEG00261,DEF00261,executive_endpoint_zone,none,local_only,0.7173,0.3006,0.7399,343.65,511,0.2737,0.0,0.08,480.0,178
+SEG00262,DEF00262,active_directory_domain,tier3_mdr,local_only,0.5453,0.3999,0.8009,9.41,523,0.3049,0.85,0.08,480.0,7
+SEG00263,DEF00263,corporate_workstation_fleet,tier1,offsite_verified_immutable,0.6213,0.398,0.7366,154.85,607,0.4893,0.35,0.72,48.0,54
+SEG00264,DEF00264,corporate_workstation_fleet,none,offsite_unverified,0.7791,0.6278,0.8132,457.32,587,0.5315,0.0,0.35,120.0,109
+SEG00265,DEF00265,executive_endpoint_zone,tier3_mdr,offsite_unverified,0.8289,0.4489,0.9434,22.44,386,0.5416,0.85,0.35,120.0,122
+SEG00266,DEF00266,corporate_workstation_fleet,tier1,offsite_unverified,0.6841,0.565,0.8356,264.93,330,0.05,0.35,0.35,120.0,8
+SEG00267,DEF00267,ot_ics_control_network,tier1,offsite_verified_immutable,0.3404,0.3918,0.2695,235.46,73,0.2731,0.35,0.72,48.0,146
+SEG00268,DEF00268,backup_infrastructure,tier1,no_backup,0.4283,0.4942,0.8541,490.1,327,0.4604,0.35,0.02,720.0,48
+SEG00269,DEF00269,executive_endpoint_zone,none,network_attached,0.7513,0.705,0.5874,910.63,611,0.3132,0.0,0.18,240.0,111
+SEG00270,DEF00270,corporate_workstation_fleet,none,network_attached,0.666,0.05,0.8921,493.23,503,0.4549,0.0,0.18,240.0,160
+SEG00271,DEF00271,dmz_perimeter,none,network_attached,0.5755,0.1019,0.2054,404.78,729,0.1516,0.0,0.18,240.0,169
+SEG00272,DEF00272,ot_ics_control_network,tier1,offsite_verified_immutable,0.252,0.4378,0.5076,257.38,430,0.3995,0.35,0.72,48.0,138
+SEG00273,DEF00273,backup_infrastructure,none,network_attached,0.2614,0.6668,0.3104,225.39,450,0.2958,0.0,0.18,240.0,145
+SEG00274,DEF00274,file_server_cluster,tier2,offsite_verified_immutable,0.3947,0.4841,0.3714,137.73,65,0.1236,0.65,0.72,48.0,91
+SEG00275,DEF00275,dmz_perimeter,tier2,offsite_verified_immutable,0.7504,0.4203,0.8456,121.81,417,0.2941,0.65,0.72,48.0,43
+SEG00276,DEF00276,active_directory_domain,tier1,network_attached,0.6033,0.5668,0.5463,349.12,224,0.2609,0.35,0.18,240.0,128
+SEG00277,DEF00277,backup_infrastructure,tier1,offsite_verified_immutable,0.4963,0.6744,0.434,133.45,554,0.4791,0.35,0.72,48.0,119
+SEG00278,DEF00278,backup_infrastructure,tier2,offsite_unverified,0.3618,0.3622,0.8207,131.42,435,0.179,0.65,0.35,120.0,159
+SEG00279,DEF00279,file_server_cluster,tier3_mdr,offsite_verified_immutable,0.423,0.552,0.4683,25.07,617,0.2586,0.85,0.72,48.0,39
+SEG00280,DEF00280,backup_infrastructure,tier3_mdr,network_attached,0.465,0.6149,0.8654,23.81,438,0.2813,0.85,0.18,240.0,148
+SEG00281,DEF00281,file_server_cluster,none,network_attached,0.4237,0.6052,0.3664,231.6,204,0.6634,0.0,0.18,240.0,94
+SEG00282,DEF00282,corporate_workstation_fleet,tier1,network_attached,0.7398,0.9577,0.3562,210.11,687,0.3189,0.35,0.18,240.0,168
+SEG00283,DEF00283,active_directory_domain,tier1,local_only,0.5772,0.3252,0.5177,513.3,779,0.2319,0.35,0.08,480.0,156
+SEG00284,DEF00284,corporate_workstation_fleet,tier1,network_attached,0.5349,0.5226,0.729,244.82,80,0.5157,0.35,0.18,240.0,27
+SEG00285,DEF00285,backup_infrastructure,tier2,offsite_verified_immutable,0.3786,0.5829,0.907,187.56,413,0.6584,0.65,0.72,48.0,175
+SEG00286,DEF00286,executive_endpoint_zone,tier1,offsite_unverified,0.8281,0.5173,0.5551,333.8,268,0.3219,0.35,0.35,120.0,151
+SEG00287,DEF00287,file_server_cluster,none,local_only,0.3491,0.488,0.6289,232.87,782,0.2797,0.0,0.08,480.0,178
+SEG00288,DEF00288,corporate_workstation_fleet,tier1,network_attached,0.4798,0.8307,0.5399,205.35,714,0.2523,0.35,0.18,240.0,15
+SEG00289,DEF00289,corporate_workstation_fleet,tier2,local_only,0.6558,0.3829,0.517,206.41,599,0.3234,0.65,0.08,480.0,112
+SEG00290,DEF00290,cloud_workload_tier,none,no_backup,0.5778,0.6159,0.8616,357.88,518,0.2051,0.0,0.02,720.0,10
+SEG00291,DEF00291,active_directory_domain,tier3_mdr,air_gapped_gold_standard,0.4351,0.6954,0.6619,27.31,404,0.3276,0.85,0.94,16.0,24
+SEG00292,DEF00292,backup_infrastructure,none,network_attached,0.4392,0.3714,0.612,443.12,481,0.4382,0.0,0.18,240.0,115
+SEG00293,DEF00293,corporate_workstation_fleet,tier3_mdr,network_attached,0.5934,0.8293,0.3652,18.09,87,0.59,0.85,0.18,240.0,89
+SEG00294,DEF00294,active_directory_domain,none,offsite_unverified,0.4406,0.3409,0.5586,354.09,216,0.5496,0.0,0.35,120.0,15
+SEG00295,DEF00295,backup_infrastructure,tier3_mdr,no_backup,0.4502,0.2704,0.8777,34.36,612,0.276,0.85,0.02,720.0,172
+SEG00296,DEF00296,backup_infrastructure,tier3_mdr,network_attached,0.4641,0.7285,0.6271,31.43,791,0.2309,0.85,0.18,240.0,107
+SEG00297,DEF00297,cloud_workload_tier,tier3_mdr,offsite_unverified,0.4607,0.3928,0.8493,22.09,795,0.6862,0.85,0.35,120.0,50
+SEG00298,DEF00298,executive_endpoint_zone,tier3_mdr,offsite_unverified,0.8262,0.447,0.4564,10.0,738,0.4834,0.85,0.35,120.0,111
+SEG00299,DEF00299,backup_infrastructure,tier2,air_gapped_gold_standard,0.37,0.371,0.4313,43.53,562,0.4975,0.65,0.94,16.0,14
+SEG00300,DEF00300,executive_endpoint_zone,tier2,offsite_unverified,0.9083,0.5008,0.6337,67.45,507,0.3748,0.65,0.35,120.0,110