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README.md

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+---
+license: cc-by-nc-4.0
+task_categories:
+  - tabular-classification
+  - time-series-forecasting
+tags:
+  - cybersecurity
+  - network-traffic
+  - intrusion-detection
+  - synthetic-data
+  - anomaly-detection
+  - apt
+  - c2-beacon
+pretty_name: CYB001 — Synthetic Network Traffic (Sample)
+size_categories:
+  - 1K<n<10K
+---
+
+# CYB001 — Synthetic Network Traffic Dataset (Sample)
+
+**XpertSystems.ai Synthetic Data Platform · SKU: CYB001-SAMPLE · Version 1.0.0**
+
+This is a **free preview** of the full **CYB001 — Synthetic Network Traffic
+Dataset** product. It contains roughly **1 / 60th of the full dataset** at
+identical schema, label distribution, and statistical fingerprint, so you can
+evaluate fit before licensing the full product.
+
+| File                    | Rows (sample) | Rows (full)   | Description                                |
+|-------------------------|---------------|---------------|--------------------------------------------|
+| `network_topology.csv`  | ~200   | ~3,200        | Network segments and defender configs      |
+| `session_summary.csv`   | ~1000    | ~62,000       | Multi-flow session aggregates              |
+| `network_flows.csv`     | ~9,770    | ~500,000      | Per-flow records (CICFlowMeter-compatible) |
+| `flow_events.csv`       | ~5,431    | ~120,000      | Per-flow security event records            |
+
+## Dataset Summary
+
+CYB001 simulates 30 days of enterprise network traffic across **9 segment
+types** (corporate LAN, DMZ, cloud workload, OT/ICS, endpoint fleet, SOC
+management plane, zero-trust, guest Wi-Fi, data centre spine), with:
+
+- **3-class labels**: `BENIGN`, `MALICIOUS`, `AMBIGUOUS`
+- **19 fine-grained traffic categories** including portscan, brute-force,
+  SQLi, XSS, exfiltration, C2 beaconing, lateral movement, ransomware staging
+- **4 attacker capability tiers**: opportunistic, targeted, APT, insider threat
+- **Diurnal traffic patterns** with off-peak attack bias for APT/insider tiers
+- **APT C2 beacon regularity** governed by a configurable IAT coefficient of
+  variation (default 0.065 → regularity score ≈ 0.93)
+
+All IP addresses are SHA-256 pseudonyms (`IP_<12 hex>`) — no real network data.
+
+## Calibrated Benchmark Targets
+
+The full product is calibrated to 12 benchmark metrics; the sample preserves
+the same calibration. Observed values on this sample:
+
+| Test | Target | Observed | Verdict |
+|------|--------|----------|---------|
+| malicious_flow_rate | 0.1720 | 0.2015 | ✓ PASS |
+| c2_beacon_regularity_score | 0.7800 | 0.7673 | ✓ PASS |
+| payload_entropy_benign_mean | 4.8000 | 4.8556 | ✓ PASS |
+| protocol_violation_rate | 0.0150 | 0.0161 | ✓ PASS |
+| scan_probe_density | 0.0430 | 0.0450 | ✓ PASS |
+| exfil_volume_ratio | 0.0240 | 0.0153 | ✓ PASS |
+| retransmission_rate | 0.0380 | 0.0365 | ✓ PASS |
+| dns_query_rate_anomaly | 0.0620 | 0.0620 | ✓ PASS |
+| lateral_move_flag_rate | 0.0310 | 0.0340 | ✓ PASS |
+| session_risk_score_apt | 0.6800 | 0.6803 | ✓ PASS |
+| fwd_bwd_byte_ratio_benign | 1.3400 | 1.4119 | ✓ PASS |
+| tunnel_detection_rate | 0.0180 | 0.0180 | ✓ PASS |
+
+## Schema
+
+### `network_flows.csv` (primary file)
+
+| Column                       | Type    | Description                                  |
+|------------------------------|---------|----------------------------------------------|
+| flow_id                      | string  | Unique flow identifier                       |
+| session_id                   | string  | Parent session FK                            |
+| source_ip_hash               | string  | SHA-256 pseudonymised source IP              |
+| destination_ip_hash          | string  | SHA-256 pseudonymised destination IP         |
+| source_port, dest_port       | int     | TCP/UDP port numbers                         |
+| protocol                     | string  | TCP / UDP / HTTPS / DNS / SMTP / SSH / etc.  |
+| flow_start_timestamp         | string  | ISO timestamp                                |
+| flow_duration_ms             | int     | Flow duration in milliseconds                |
+| total_fwd_packets            | int     | Forward packet count                         |
+| total_bwd_packets            | int     | Backward packet count                        |
+| total_bytes_fwd              | int     | Forward byte volume                          |
+| total_bytes_bwd              | int     | Backward byte volume                         |
+| fwd_packet_len_mean / _std   | int     | Forward packet length statistics             |
+| bwd_packet_len_mean / _std   | int     | Backward packet length statistics            |
+| flow_bytes_per_sec           | float   | Throughput (bytes/sec)                       |
+| flow_packets_per_sec         | float   | Throughput (packets/sec)                     |
+| inter_arrival_time_mean/_std | float   | IAT statistics (ms) — key C2 beacon feature  |
+| tcp_flag_{syn,ack,fin,rst,psh,urg}_count | int | TCP flag counts                  |
+| flow_lifecycle_phase         | string  | initiation / handshake / transfer / etc.     |
+| traffic_category             | string  | 1 of 19 fine-grained categories              |
+| attack_subcategory           | string  | Attack subcategory (empty for benign)        |
+| **label**                    | string  | **BENIGN / MALICIOUS / AMBIGUOUS** (target)  |
+| segment_id                   | string  | FK to `network_topology.csv`                 |
+| source_device_type           | string  | workstation / server / iot / mobile / cloud  |
+| dest_device_type             | string  | (same as source)                             |
+| attacker_capability_tier     | string  | opportunistic / targeted / apt / insider     |
+| retransmission_flag          | int     | TCP retransmission flag                      |
+| fragmentation_flag           | int     | IP fragmentation flag                        |
+| protocol_violation_flag      | int     | Protocol-violation detection flag            |
+
+See `session_summary.csv`, `network_topology.csv`, and `flow_events.csv` for
+the complementary aggregate, topology, and per-event schemas.
+
+## Suggested Use Cases
+
+- Training and evaluating **network intrusion detection** models
+- Benchmarking **C2 beacon detection** algorithms (regular-IAT signatures)
+- **APT behaviour modelling** with off-peak temporal bias
+- **Multi-class anomaly detection** including the `AMBIGUOUS` class
+- **Synthetic-vs-real transfer-learning** studies
+- **Feature engineering** practice with CICFlowMeter-compatible fields
+
+## Loading the Data
+
+```python
+import pandas as pd
+
+flows    = pd.read_csv("network_flows.csv")
+sessions = pd.read_csv("session_summary.csv")
+topology = pd.read_csv("network_topology.csv")
+events   = pd.read_csv("flow_events.csv")
+
+# Join flows to topology to get defender configuration
+flows_enriched = flows.merge(topology, on="segment_id", how="left")
+
+# Binary classification target
+y = (flows["label"] == "MALICIOUS").astype(int)
+```
+
+## 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 CYB001 dataset includes **~685,000 rows** across all four files,
+with calibrated A-grade benchmark validation across 12 statistical tests.
+
+📧  **sales@xpertsystems.ai**
+🌐  **https://xpertsystems.ai**
+
+## Citation
+
+```bibtex
+@dataset{xpertsystems_cyb001_sample_2026,
+  title  = {CYB001: Synthetic Network Traffic Dataset (Sample)},
+  author = {XpertSystems.ai},
+  year   = {2026},
+  url    = {https://huggingface.co/datasets/xpertsystems/cyb001-sample}
+}
+```
+
+## Generation Details
+
+- Generator version : 1.0.0
+- Random seed       : 42
+- Generated         : 2026-05-16 13:23:38 UTC
+- Simulation window : 30 days
+- Overall benchmark : 100.0 / 100  (grade A+)

network_topology.csv

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+segment_id,detector_id,segment_type,trust_level,firewall_policy,allowed_protocols,avg_concurrent_flows,bandwidth_mbps,nat_enabled,ids_coverage,qos_policy,diurnal_peak_factor,feature_space_dim,alert_threshold,retraining_cadence_days,ensemble_size,defender_architecture,device_count
+SEG_00000,DET_00000,corporate_lan,0.7674,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,479.35,0,0.8347,none,1.5979,25,0.8007,65,5,neural_network_dense,1517
+SEG_00001,DET_00001,zero_trust_segment,0.3099,zone_based,"HTTPS,DNS,SSH",109,236.1,0,0.8946,best_effort,1.4272,118,0.708,50,3,neural_network_dense,1369
+SEG_00002,DET_00002,soc_management_plane,0.6216,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,687.54,0,0.9084,dscp_expedited,1.1884,40,0.8538,22,5,gradient_boosted_tree,709
+SEG_00003,DET_00003,ot_ics_control_network,0.3908,default_deny,"Modbus,DNP3,ICMP",109,1374.98,0,0.7415,weighted_fair_queue,1.1752,27,0.9312,43,4,rule_based_threshold,1288
+SEG_00004,DET_00004,ot_ics_control_network,0.3336,strict_allowlist,"Modbus,DNP3,ICMP",109,473.65,1,0.7481,priority_queue,1.1631,78,0.3936,27,7,neural_network_dense,1906
+SEG_00005,DET_00005,guest_wifi,0.5777,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,435.63,0,0.8599,best_effort,1.1018,60,0.592,46,2,autoencoder_anomaly,1301
+SEG_00006,DET_00006,corporate_lan,0.5311,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,229.15,1,0.6658,weighted_fair_queue,1.4397,80,0.9321,58,1,ensemble_stacked,991
+SEG_00007,DET_00007,zero_trust_segment,0.1817,zone_based,"HTTPS,DNS,SSH",109,425.86,0,0.875,best_effort,1.6225,107,0.9468,24,5,ensemble_stacked,544
+SEG_00008,DET_00008,dmz_perimeter,0.4599,strict_allowlist,"HTTP,HTTPS,DNS,SMTP",109,163.96,0,0.7377,priority_queue,1.4176,27,0.7473,27,3,isolation_forest,1048
+SEG_00009,DET_00009,corporate_lan,0.3839,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,263.91,1,0.5863,priority_queue,1.0131,46,0.7337,76,6,isolation_forest,746
+SEG_00010,DET_00010,endpoint_fleet,0.5867,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,586.02,1,0.5688,weighted_fair_queue,1.3857,70,0.6196,38,1,lstm_behavioural,1224
+SEG_00011,DET_00011,data_centre_spine,0.5501,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,5035.22,0,0.8768,dscp_expedited,1.3907,98,0.9485,23,5,transformer_sequence,96
+SEG_00012,DET_00012,zero_trust_segment,0.1918,stateful_inspection,"HTTPS,DNS,SSH",109,3572.62,0,0.5622,best_effort,1.7973,79,0.6898,66,8,ensemble_stacked,384
+SEG_00013,DET_00013,zero_trust_segment,0.2738,zone_based,"HTTPS,DNS,SSH",109,331.62,1,0.6522,none,1.1577,57,0.6821,67,1,rule_based_threshold,1574
+SEG_00014,DET_00014,zero_trust_segment,0.153,open_permissive,"HTTPS,DNS,SSH",109,1365.56,0,0.6737,priority_queue,1.3497,80,0.8947,76,3,ensemble_stacked,764
+SEG_00015,DET_00015,guest_wifi,0.4965,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,593.02,0,0.6092,dscp_expedited,1.7271,117,0.8783,70,7,neural_network_dense,868
+SEG_00016,DET_00016,endpoint_fleet,0.5277,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,449.77,1,0.6656,weighted_fair_queue,1.501,66,0.8981,90,5,autoencoder_anomaly,1090
+SEG_00017,DET_00017,dmz_perimeter,0.7114,default_deny,"HTTP,HTTPS,DNS,SMTP",109,676.83,1,0.8371,priority_queue,1.5214,108,0.7132,55,2,gradient_boosted_tree,879
+SEG_00018,DET_00018,guest_wifi,0.4781,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,522.15,1,0.5459,priority_queue,1.4406,97,0.8775,31,2,transformer_sequence,1518
+SEG_00019,DET_00019,endpoint_fleet,0.8693,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,540.17,0,0.8709,weighted_fair_queue,1.4794,48,0.9209,79,7,lstm_behavioural,494
+SEG_00020,DET_00020,endpoint_fleet,0.8498,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,375.69,1,0.8826,dscp_expedited,1.56,43,0.7538,29,7,autoencoder_anomaly,1518
+SEG_00021,DET_00021,ot_ics_control_network,0.295,stateful_inspection,"Modbus,DNP3,ICMP",109,187.9,0,0.6889,priority_queue,1.2743,96,0.6625,31,3,isolation_forest,422
+SEG_00022,DET_00022,dmz_perimeter,0.497,default_deny,"HTTP,HTTPS,DNS,SMTP",109,169.71,1,0.6014,priority_queue,1.5781,39,0.7614,76,4,gradient_boosted_tree,744
+SEG_00023,DET_00023,data_centre_spine,0.6213,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,3159.52,0,0.7803,weighted_fair_queue,1.1729,52,0.6267,81,7,lstm_behavioural,1177
+SEG_00024,DET_00024,guest_wifi,0.8091,stateful_inspection,"HTTP,HTTPS,DNS,NTP",109,411.96,1,0.5879,best_effort,1.4791,42,0.7741,35,2,gradient_boosted_tree,1772
+SEG_00025,DET_00025,soc_management_plane,0.6916,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,329.42,1,0.686,weighted_fair_queue,1.4522,79,0.7269,68,2,gradient_boosted_tree,468
+SEG_00026,DET_00026,ot_ics_control_network,0.199,strict_allowlist,"Modbus,DNP3,ICMP",109,502.99,0,0.9234,priority_queue,1.3091,48,0.8497,84,7,neural_network_dense,1176
+SEG_00027,DET_00027,guest_wifi,0.6196,open_permissive,"HTTP,HTTPS,DNS,NTP",109,872.24,1,0.9382,none,1.4159,85,0.4148,74,2,gradient_boosted_tree,133
+SEG_00028,DET_00028,endpoint_fleet,0.6798,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,567.29,1,0.8488,weighted_fair_queue,1.3079,113,0.7188,7,7,isolation_forest,155
+SEG_00029,DET_00029,ot_ics_control_network,0.2763,open_permissive,"Modbus,DNP3,ICMP",109,315.88,0,0.6644,dscp_expedited,1.2271,102,0.9389,62,4,autoencoder_anomaly,1536
+SEG_00030,DET_00030,endpoint_fleet,0.7409,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1179.7,0,0.8151,weighted_fair_queue,1.3563,114,0.8484,21,8,neural_network_dense,1439
+SEG_00031,DET_00031,cloud_workload,0.4214,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,6041.05,0,0.8222,best_effort,1.2213,20,0.9108,78,1,gradient_boosted_tree,756
+SEG_00032,DET_00032,corporate_lan,0.7169,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,706.84,1,0.6951,best_effort,1.4781,64,0.8985,12,8,gradient_boosted_tree,1247
+SEG_00033,DET_00033,endpoint_fleet,0.8164,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,988.48,0,0.7964,priority_queue,1.213,40,0.7325,90,2,isolation_forest,763
+SEG_00034,DET_00034,guest_wifi,0.3793,zone_based,"HTTP,HTTPS,DNS,NTP",109,1192.71,0,0.5443,none,1.5482,111,0.6554,21,1,gradient_boosted_tree,558
+SEG_00035,DET_00035,corporate_lan,0.6686,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1102.88,1,0.6236,none,1.2073,90,0.7673,42,6,transformer_sequence,865
+SEG_00036,DET_00036,guest_wifi,0.3571,open_permissive,"HTTP,HTTPS,DNS,NTP",109,768.53,1,0.75,weighted_fair_queue,1.3181,50,0.4877,26,5,neural_network_dense,627
+SEG_00037,DET_00037,guest_wifi,0.7354,default_deny,"HTTP,HTTPS,DNS,NTP",109,760.1,0,0.6055,best_effort,1.3076,75,0.8668,75,7,neural_network_dense,1631
+SEG_00038,DET_00038,cloud_workload,0.3507,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,2877.46,1,0.6064,none,1.6585,79,0.8339,40,1,isolation_forest,826
+SEG_00039,DET_00039,soc_management_plane,0.8616,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,231.94,0,0.8745,weighted_fair_queue,1.4795,68,0.4037,69,1,isolation_forest,645
+SEG_00040,DET_00040,dmz_perimeter,0.3824,zone_based,"HTTP,HTTPS,DNS,SMTP",109,816.57,0,0.9357,dscp_expedited,1.3819,66,0.4655,12,5,gradient_boosted_tree,1074
+SEG_00041,DET_00041,zero_trust_segment,0.2472,strict_allowlist,"HTTPS,DNS,SSH",109,193.55,0,0.7624,none,1.5098,23,0.6173,45,8,gradient_boosted_tree,1517
+SEG_00042,DET_00042,zero_trust_segment,0.3813,open_permissive,"HTTPS,DNS,SSH",109,286.69,1,0.8756,priority_queue,1.0407,64,0.5027,83,4,rule_based_threshold,550
+SEG_00043,DET_00043,ot_ics_control_network,0.2715,open_permissive,"Modbus,DNP3,ICMP",109,1245.27,1,0.9361,priority_queue,1.4122,53,0.8333,84,7,gradient_boosted_tree,1879
+SEG_00044,DET_00044,corporate_lan,0.7696,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,900.33,1,0.5966,dscp_expedited,1.7796,101,0.593,24,8,autoencoder_anomaly,929
+SEG_00045,DET_00045,data_centre_spine,0.7771,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,5665.11,1,0.7193,none,1.4438,106,0.7562,40,7,autoencoder_anomaly,1323
+SEG_00046,DET_00046,endpoint_fleet,0.8676,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,413.41,0,0.697,weighted_fair_queue,1.4322,94,0.9346,41,5,neural_network_dense,1914
+SEG_00047,DET_00047,data_centre_spine,0.452,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,892.77,0,0.572,weighted_fair_queue,1.5187,21,0.5663,54,6,isolation_forest,866
+SEG_00048,DET_00048,zero_trust_segment,0.2317,zone_based,"HTTPS,DNS,SSH",109,422.55,1,0.8421,priority_queue,1.5812,103,0.6249,52,5,ensemble_stacked,403
+SEG_00049,DET_00049,guest_wifi,0.357,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,537.02,1,0.7135,priority_queue,1.0605,58,0.7815,15,6,rule_based_threshold,1496
+SEG_00050,DET_00050,zero_trust_segment,0.3479,strict_allowlist,"HTTPS,DNS,SSH",109,528.42,0,0.7277,best_effort,1.1172,60,0.7797,71,5,neural_network_dense,18
+SEG_00051,DET_00051,dmz_perimeter,0.4028,default_deny,"HTTP,HTTPS,DNS,SMTP",109,1105.65,1,0.6003,dscp_expedited,1.4579,114,0.6417,25,5,neural_network_dense,918
+SEG_00052,DET_00052,ot_ics_control_network,0.1421,zone_based,"Modbus,DNP3,ICMP",109,388.28,1,0.6124,dscp_expedited,1.2913,106,0.8813,33,4,neural_network_dense,1960
+SEG_00053,DET_00053,endpoint_fleet,0.6435,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,639.72,1,0.9028,none,1.6562,23,0.8,77,6,isolation_forest,831
+SEG_00054,DET_00054,endpoint_fleet,0.5796,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,250.28,0,0.5579,priority_queue,1.3633,54,0.8153,64,7,transformer_sequence,1369
+SEG_00055,DET_00055,corporate_lan,0.6136,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,685.28,1,0.6331,dscp_expedited,1.0718,94,0.8307,40,8,neural_network_dense,1052
+SEG_00056,DET_00056,endpoint_fleet,0.7584,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,501.09,0,0.6568,priority_queue,1.1918,72,0.6924,83,5,neural_network_dense,433
+SEG_00057,DET_00057,dmz_perimeter,0.7795,zone_based,"HTTP,HTTPS,DNS,SMTP",109,295.82,1,0.7361,priority_queue,0.9251,44,0.6474,40,1,rule_based_threshold,638
+SEG_00058,DET_00058,zero_trust_segment,0.3181,zone_based,"HTTPS,DNS,SSH",109,423.91,0,0.7746,dscp_expedited,1.3779,71,0.7047,54,5,gradient_boosted_tree,1049
+SEG_00059,DET_00059,zero_trust_segment,0.3306,stateful_inspection,"HTTPS,DNS,SSH",109,439.52,1,0.7373,weighted_fair_queue,1.3861,106,0.7466,27,3,isolation_forest,212
+SEG_00060,DET_00060,data_centre_spine,0.8587,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1655.39,1,0.5736,none,1.3436,40,0.9268,22,1,ensemble_stacked,832
+SEG_00061,DET_00061,zero_trust_segment,0.3748,default_deny,"HTTPS,DNS,SSH",109,1727.7,1,0.6375,weighted_fair_queue,1.6142,94,0.7297,48,1,gradient_boosted_tree,832
+SEG_00062,DET_00062,ot_ics_control_network,0.1691,open_permissive,"Modbus,DNP3,ICMP",109,466.7,1,0.8774,best_effort,1.6357,92,0.5185,54,5,gradient_boosted_tree,1670
+SEG_00063,DET_00063,data_centre_spine,0.3526,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1686.1,1,0.795,priority_queue,1.3893,108,0.5985,74,8,gradient_boosted_tree,252
+SEG_00064,DET_00064,ot_ics_control_network,0.2665,open_permissive,"Modbus,DNP3,ICMP",109,115.17,1,0.7997,weighted_fair_queue,1.0358,48,0.9624,39,5,rule_based_threshold,1686
+SEG_00065,DET_00065,cloud_workload,0.5512,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1069.51,1,0.8081,weighted_fair_queue,1.5311,40,0.7184,82,4,gradient_boosted_tree,823
+SEG_00066,DET_00066,data_centre_spine,0.7646,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1663.62,1,0.8452,priority_queue,1.52,73,0.5128,58,1,neural_network_dense,1304
+SEG_00067,DET_00067,ot_ics_control_network,0.3425,stateful_inspection,"Modbus,DNP3,ICMP",109,309.36,0,0.5632,none,1.4757,72,0.7405,12,6,gradient_boosted_tree,1116
+SEG_00068,DET_00068,corporate_lan,0.5002,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1315.28,1,0.6866,dscp_expedited,1.5967,59,0.8549,69,1,gradient_boosted_tree,603
+SEG_00069,DET_00069,endpoint_fleet,0.839,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,445.48,0,0.7558,weighted_fair_queue,1.2103,97,0.4639,55,7,transformer_sequence,1861
+SEG_00070,DET_00070,guest_wifi,0.7575,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,1232.15,0,0.6754,best_effort,1.7816,99,0.7818,39,7,neural_network_dense,452
+SEG_00071,DET_00071,dmz_perimeter,0.4623,default_deny,"HTTP,HTTPS,DNS,SMTP",109,522.07,1,0.8778,priority_queue,1.2473,43,0.8763,46,8,autoencoder_anomaly,77
+SEG_00072,DET_00072,endpoint_fleet,0.5185,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,513.2,0,0.733,weighted_fair_queue,1.5549,99,0.7363,32,3,autoencoder_anomaly,1501
+SEG_00073,DET_00073,dmz_perimeter,0.4887,open_permissive,"HTTP,HTTPS,DNS,SMTP",109,469.87,0,0.8475,dscp_expedited,1.1163,41,0.4289,58,2,rule_based_threshold,1244
+SEG_00074,DET_00074,zero_trust_segment,0.1494,zone_based,"HTTPS,DNS,SSH",109,501.33,0,0.8808,priority_queue,1.2526,59,0.4889,54,3,gradient_boosted_tree,1781
+SEG_00075,DET_00075,endpoint_fleet,0.3887,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1665.31,1,0.7419,weighted_fair_queue,1.6929,20,0.791,44,7,rule_based_threshold,918
+SEG_00076,DET_00076,cloud_workload,0.8617,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,394.32,1,0.9038,weighted_fair_queue,1.373,52,0.3726,30,2,transformer_sequence,38
+SEG_00077,DET_00077,cloud_workload,0.5627,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,492.66,1,0.7748,weighted_fair_queue,1.5712,115,0.9612,40,8,gradient_boosted_tree,45
+SEG_00078,DET_00078,soc_management_plane,0.53,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,341.86,1,0.8801,dscp_expedited,1.4627,63,0.8864,48,2,ensemble_stacked,869
+SEG_00079,DET_00079,zero_trust_segment,0.3246,strict_allowlist,"HTTPS,DNS,SSH",109,505.11,0,0.6762,best_effort,1.4011,90,0.7949,46,1,rule_based_threshold,502
+SEG_00080,DET_00080,data_centre_spine,0.6318,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,3242.1,0,0.7395,none,1.6655,29,0.5727,32,2,neural_network_dense,1844
+SEG_00081,DET_00081,ot_ics_control_network,0.368,default_deny,"Modbus,DNP3,ICMP",109,696.29,1,0.7526,best_effort,1.3774,82,0.6866,55,7,rule_based_threshold,241
+SEG_00082,DET_00082,dmz_perimeter,0.7682,strict_allowlist,"HTTP,HTTPS,DNS,SMTP",109,382.08,0,0.582,dscp_expedited,1.0995,55,0.7349,26,5,isolation_forest,1762
+SEG_00083,DET_00083,guest_wifi,0.5876,open_permissive,"HTTP,HTTPS,DNS,NTP",109,1020.39,1,0.6994,priority_queue,1.2754,93,0.6491,49,3,transformer_sequence,437
+SEG_00084,DET_00084,soc_management_plane,0.5258,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1028.38,0,0.9069,best_effort,1.5192,112,0.8943,17,6,lstm_behavioural,243
+SEG_00085,DET_00085,zero_trust_segment,0.2985,strict_allowlist,"HTTPS,DNS,SSH",109,568.75,1,0.7923,priority_queue,1.4912,72,0.5871,46,6,isolation_forest,552
+SEG_00086,DET_00086,corporate_lan,0.7307,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,980.9,0,0.611,priority_queue,1.1379,28,0.7282,72,5,ensemble_stacked,292
+SEG_00087,DET_00087,cloud_workload,0.8707,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,2420.56,0,0.6755,priority_queue,1.2896,66,0.6217,75,5,neural_network_dense,805
+SEG_00088,DET_00088,zero_trust_segment,0.324,strict_allowlist,"HTTPS,DNS,SSH",109,337.5,1,0.6166,dscp_expedited,1.3153,30,0.5878,65,1,ensemble_stacked,664
+SEG_00089,DET_00089,guest_wifi,0.8103,zone_based,"HTTP,HTTPS,DNS,NTP",109,814.91,1,0.5499,best_effort,1.3542,63,0.8105,69,3,transformer_sequence,1060
+SEG_00090,DET_00090,ot_ics_control_network,0.381,strict_allowlist,"Modbus,DNP3,ICMP",109,540.25,0,0.911,none,1.1723,24,0.759,12,5,neural_network_dense,1076
+SEG_00091,DET_00091,guest_wifi,0.3732,default_deny,"HTTP,HTTPS,DNS,NTP",109,500.47,1,0.7193,dscp_expedited,1.3069,83,0.538,35,2,isolation_forest,6
+SEG_00092,DET_00092,guest_wifi,0.653,open_permissive,"HTTP,HTTPS,DNS,NTP",109,1402.03,1,0.663,none,1.2889,49,0.736,61,4,neural_network_dense,254
+SEG_00093,DET_00093,ot_ics_control_network,0.3493,stateful_inspection,"Modbus,DNP3,ICMP",109,89.93,0,0.7794,best_effort,1.5589,38,0.9284,74,1,gradient_boosted_tree,327
+SEG_00094,DET_00094,data_centre_spine,0.3074,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,741.39,0,0.5429,best_effort,1.5656,19,0.6335,55,7,gradient_boosted_tree,393
+SEG_00095,DET_00095,cloud_workload,0.5726,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,871.27,1,0.6512,priority_queue,1.3938,108,0.8169,78,1,neural_network_dense,191
+SEG_00096,DET_00096,cloud_workload,0.7952,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1550.95,1,0.8212,none,1.3494,103,0.6584,29,1,gradient_boosted_tree,632
+SEG_00097,DET_00097,zero_trust_segment,0.3624,open_permissive,"HTTPS,DNS,SSH",109,418.38,1,0.7935,none,1.4452,100,0.8259,19,6,gradient_boosted_tree,1101
+SEG_00098,DET_00098,soc_management_plane,0.5751,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,174.07,0,0.9327,priority_queue,1.273,23,0.7242,14,2,ensemble_stacked,621
+SEG_00099,DET_00099,dmz_perimeter,0.5654,default_deny,"HTTP,HTTPS,DNS,SMTP",109,250.89,1,0.7881,dscp_expedited,1.2136,53,0.754,55,3,ensemble_stacked,661
+SEG_00100,DET_00100,guest_wifi,0.4812,zone_based,"HTTP,HTTPS,DNS,NTP",109,273.7,1,0.731,none,1.2508,117,0.5936,62,3,ensemble_stacked,941
+SEG_00101,DET_00101,dmz_perimeter,0.8511,zone_based,"HTTP,HTTPS,DNS,SMTP",109,2792.81,1,0.8446,priority_queue,1.3057,77,0.6446,30,2,neural_network_dense,1099
+SEG_00102,DET_00102,guest_wifi,0.7688,stateful_inspection,"HTTP,HTTPS,DNS,NTP",109,1764.86,0,0.9013,best_effort,1.2106,31,0.9713,72,7,rule_based_threshold,665
+SEG_00103,DET_00103,corporate_lan,0.3664,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,374.8,1,0.8283,best_effort,1.4492,32,0.3704,69,6,autoencoder_anomaly,447
+SEG_00104,DET_00104,guest_wifi,0.8982,default_deny,"HTTP,HTTPS,DNS,NTP",109,387.65,0,0.9253,none,1.5513,44,0.885,37,2,gradient_boosted_tree,821
+SEG_00105,DET_00105,guest_wifi,0.8275,default_deny,"HTTP,HTTPS,DNS,NTP",109,223.67,0,0.8528,dscp_expedited,1.1343,117,0.7351,27,6,gradient_boosted_tree,53
+SEG_00106,DET_00106,guest_wifi,0.4703,default_deny,"HTTP,HTTPS,DNS,NTP",109,131.49,0,0.8867,priority_queue,1.4245,35,0.7547,69,6,transformer_sequence,987
+SEG_00107,DET_00107,soc_management_plane,0.8021,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,460.72,0,0.5856,best_effort,1.3804,110,0.5243,63,5,gradient_boosted_tree,1883
+SEG_00108,DET_00108,endpoint_fleet,0.3639,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,248.67,0,0.833,dscp_expedited,1.4815,87,0.5252,21,5,autoencoder_anomaly,798
+SEG_00109,DET_00109,zero_trust_segment,0.2519,open_permissive,"HTTPS,DNS,SSH",109,471.17,0,0.716,dscp_expedited,1.4177,112,0.5773,28,8,lstm_behavioural,221
+SEG_00110,DET_00110,cloud_workload,0.6994,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,652.47,1,0.7612,dscp_expedited,1.1584,102,0.5718,47,4,gradient_boosted_tree,1415
+SEG_00111,DET_00111,guest_wifi,0.6901,open_permissive,"HTTP,HTTPS,DNS,NTP",109,293.31,0,0.8016,priority_queue,1.1928,51,0.5885,49,4,gradient_boosted_tree,258
+SEG_00112,DET_00112,soc_management_plane,0.3543,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,554.82,1,0.9279,none,1.4253,102,0.8624,20,5,lstm_behavioural,391
+SEG_00113,DET_00113,endpoint_fleet,0.8382,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,646.1,1,0.9338,none,1.6052,35,0.3831,86,7,autoencoder_anomaly,297
+SEG_00114,DET_00114,endpoint_fleet,0.3174,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,669.71,0,0.6553,priority_queue,1.0214,47,0.9041,39,6,gradient_boosted_tree,1767
+SEG_00115,DET_00115,soc_management_plane,0.4445,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,198.4,0,0.8335,dscp_expedited,1.4822,39,0.5728,39,1,rule_based_threshold,1962
+SEG_00116,DET_00116,corporate_lan,0.3858,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,909.49,0,0.84,none,1.6341,31,0.3656,12,4,rule_based_threshold,1141
+SEG_00117,DET_00117,dmz_perimeter,0.7661,zone_based,"HTTP,HTTPS,DNS,SMTP",109,285.56,1,0.6786,weighted_fair_queue,1.3925,27,0.4003,80,6,autoencoder_anomaly,1237
+SEG_00118,DET_00118,cloud_workload,0.4189,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,3114.75,1,0.5895,weighted_fair_queue,1.519,37,0.4662,26,2,transformer_sequence,1292
+SEG_00119,DET_00119,dmz_perimeter,0.8464,zone_based,"HTTP,HTTPS,DNS,SMTP",109,496.29,1,0.5564,priority_queue,1.2934,30,0.4279,89,8,neural_network_dense,1222
+SEG_00120,DET_00120,ot_ics_control_network,0.1903,default_deny,"Modbus,DNP3,ICMP",109,190.78,1,0.8509,priority_queue,1.3985,56,0.7385,48,7,gradient_boosted_tree,1090
+SEG_00121,DET_00121,zero_trust_segment,0.2466,zone_based,"HTTPS,DNS,SSH",109,400.72,1,0.7359,none,1.1282,25,0.98,80,7,autoencoder_anomaly,1973
+SEG_00122,DET_00122,soc_management_plane,0.3033,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,645.72,1,0.9342,weighted_fair_queue,0.998,24,0.625,22,1,neural_network_dense,1467
+SEG_00123,DET_00123,endpoint_fleet,0.331,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,767.92,1,0.726,priority_queue,1.5897,118,0.6866,20,5,transformer_sequence,181
+SEG_00124,DET_00124,guest_wifi,0.6636,default_deny,"HTTP,HTTPS,DNS,NTP",109,453.01,0,0.9312,priority_queue,1.2427,26,0.732,74,5,ensemble_stacked,786
+SEG_00125,DET_00125,soc_management_plane,0.7809,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1460.97,1,0.7046,dscp_expedited,1.338,25,0.6201,75,6,gradient_boosted_tree,1949
+SEG_00126,DET_00126,corporate_lan,0.4431,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1012.18,0,0.8575,dscp_expedited,1.1704,21,0.6502,52,7,autoencoder_anomaly,810
+SEG_00127,DET_00127,zero_trust_segment,0.2666,strict_allowlist,"HTTPS,DNS,SSH",109,417.78,0,0.5739,priority_queue,1.1662,31,0.6276,9,3,neural_network_dense,412
+SEG_00128,DET_00128,soc_management_plane,0.3343,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,845.3,1,0.7622,best_effort,1.3887,71,0.717,86,5,rule_based_threshold,1737
+SEG_00129,DET_00129,soc_management_plane,0.7806,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1935.78,1,0.8608,dscp_expedited,1.2887,102,0.6387,40,6,neural_network_dense,1248
+SEG_00130,DET_00130,soc_management_plane,0.8567,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1972.28,1,0.9099,priority_queue,1.488,92,0.9105,85,7,transformer_sequence,1127
+SEG_00131,DET_00131,endpoint_fleet,0.7633,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,211.67,0,0.869,none,1.5015,77,0.5616,80,7,autoencoder_anomaly,843
+SEG_00132,DET_00132,corporate_lan,0.7189,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,261.4,1,0.5548,weighted_fair_queue,1.4778,26,0.6892,78,3,isolation_forest,253
+SEG_00133,DET_00133,soc_management_plane,0.8028,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1413.82,1,0.6891,dscp_expedited,1.4629,96,0.5705,64,8,transformer_sequence,770
+SEG_00134,DET_00134,guest_wifi,0.3241,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,238.37,0,0.5595,weighted_fair_queue,1.704,21,0.7806,63,1,ensemble_stacked,877
+SEG_00135,DET_00135,cloud_workload,0.4211,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,792.45,0,0.5837,priority_queue,1.2278,82,0.8124,51,4,autoencoder_anomaly,1862
+SEG_00136,DET_00136,soc_management_plane,0.375,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,355.77,1,0.8101,weighted_fair_queue,1.4101,59,0.98,9,5,ensemble_stacked,618
+SEG_00137,DET_00137,corporate_lan,0.6027,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,671.0,1,0.8253,best_effort,1.6239,107,0.3089,39,1,lstm_behavioural,302
+SEG_00138,DET_00138,ot_ics_control_network,0.1054,open_permissive,"Modbus,DNP3,ICMP",109,465.42,1,0.8495,weighted_fair_queue,1.6476,49,0.5201,68,4,isolation_forest,857
+SEG_00139,DET_00139,ot_ics_control_network,0.1327,default_deny,"Modbus,DNP3,ICMP",109,317.1,1,0.8862,weighted_fair_queue,1.1641,83,0.3,75,5,autoencoder_anomaly,1994
+SEG_00140,DET_00140,data_centre_spine,0.8107,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1247.57,1,0.8358,priority_queue,1.3638,62,0.5796,54,5,gradient_boosted_tree,966
+SEG_00141,DET_00141,dmz_perimeter,0.3931,default_deny,"HTTP,HTTPS,DNS,SMTP",109,303.68,0,0.8603,none,1.6645,71,0.3,66,1,ensemble_stacked,761
+SEG_00142,DET_00142,cloud_workload,0.7408,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1080.57,0,0.5596,none,1.5115,113,0.4284,8,3,autoencoder_anomaly,1335
+SEG_00143,DET_00143,ot_ics_control_network,0.2592,strict_allowlist,"Modbus,DNP3,ICMP",109,2469.45,1,0.6338,priority_queue,1.4551,90,0.7576,46,2,isolation_forest,1299
+SEG_00144,DET_00144,data_centre_spine,0.4625,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,2463.06,0,0.7888,dscp_expedited,1.3808,60,0.4953,49,6,gradient_boosted_tree,602
+SEG_00145,DET_00145,guest_wifi,0.7259,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,930.14,1,0.8833,weighted_fair_queue,1.3509,63,0.5844,81,3,rule_based_threshold,1935
+SEG_00146,DET_00146,corporate_lan,0.8881,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,355.05,0,0.5418,best_effort,1.4719,89,0.3,33,5,isolation_forest,1187
+SEG_00147,DET_00147,cloud_workload,0.6669,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1755.89,0,0.7459,none,1.3746,53,0.8908,26,6,transformer_sequence,119
+SEG_00148,DET_00148,guest_wifi,0.3327,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,303.42,0,0.8109,none,1.4123,35,0.5599,36,7,gradient_boosted_tree,818
+SEG_00149,DET_00149,corporate_lan,0.6698,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,78.13,0,0.5518,none,1.4341,65,0.5572,21,2,lstm_behavioural,1846
+SEG_00150,DET_00150,guest_wifi,0.3254,open_permissive,"HTTP,HTTPS,DNS,NTP",109,190.57,1,0.7005,dscp_expedited,1.2979,24,0.737,53,8,gradient_boosted_tree,789
+SEG_00151,DET_00151,cloud_workload,0.8305,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,563.11,1,0.8983,dscp_expedited,1.5158,35,0.3474,60,2,neural_network_dense,1137
+SEG_00152,DET_00152,data_centre_spine,0.7257,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,414.08,1,0.8086,none,1.9446,60,0.3,74,1,rule_based_threshold,1227
+SEG_00153,DET_00153,cloud_workload,0.4039,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,866.23,1,0.6351,weighted_fair_queue,1.1001,99,0.7711,88,1,rule_based_threshold,1410
+SEG_00154,DET_00154,ot_ics_control_network,0.171,open_permissive,"Modbus,DNP3,ICMP",109,1264.05,0,0.8811,priority_queue,1.4783,97,0.6567,13,2,neural_network_dense,1745
+SEG_00155,DET_00155,soc_management_plane,0.4101,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,484.69,1,0.6792,weighted_fair_queue,1.2832,44,0.6897,27,7,isolation_forest,302
+SEG_00156,DET_00156,dmz_perimeter,0.888,zone_based,"HTTP,HTTPS,DNS,SMTP",109,1233.98,0,0.8813,weighted_fair_queue,1.5239,61,0.8444,32,2,ensemble_stacked,1035
+SEG_00157,DET_00157,soc_management_plane,0.5751,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,666.67,1,0.6596,priority_queue,1.4284,33,0.9777,27,6,rule_based_threshold,1069
+SEG_00158,DET_00158,endpoint_fleet,0.7704,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,864.71,1,0.7761,none,1.5571,95,0.8823,76,4,isolation_forest,309
+SEG_00159,DET_00159,guest_wifi,0.6818,strict_allowlist,"HTTP,HTTPS,DNS,NTP",109,266.13,1,0.6988,dscp_expedited,1.6316,43,0.8765,18,1,autoencoder_anomaly,1348
+SEG_00160,DET_00160,data_centre_spine,0.6434,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,2886.12,0,0.6499,none,1.4546,99,0.9552,9,4,ensemble_stacked,240
+SEG_00161,DET_00161,soc_management_plane,0.3871,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,832.73,0,0.8946,dscp_expedited,1.6238,103,0.8066,79,1,ensemble_stacked,915
+SEG_00162,DET_00162,ot_ics_control_network,0.1931,strict_allowlist,"Modbus,DNP3,ICMP",109,333.94,1,0.615,weighted_fair_queue,0.998,88,0.8505,87,4,ensemble_stacked,663
+SEG_00163,DET_00163,ot_ics_control_network,0.1432,open_permissive,"Modbus,DNP3,ICMP",109,739.73,1,0.5739,none,1.7063,51,0.6857,26,5,autoencoder_anomaly,314
+SEG_00164,DET_00164,ot_ics_control_network,0.3763,open_permissive,"Modbus,DNP3,ICMP",109,743.18,0,0.6768,none,1.4875,115,0.8231,34,5,gradient_boosted_tree,1645
+SEG_00165,DET_00165,guest_wifi,0.7199,stateful_inspection,"HTTP,HTTPS,DNS,NTP",109,340.33,1,0.8271,none,1.614,87,0.771,49,3,rule_based_threshold,492
+SEG_00166,DET_00166,cloud_workload,0.6895,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,911.38,0,0.863,dscp_expedited,1.2004,83,0.4151,51,7,rule_based_threshold,514
+SEG_00167,DET_00167,dmz_perimeter,0.8644,zone_based,"HTTP,HTTPS,DNS,SMTP",109,218.27,1,0.9395,none,1.2705,105,0.5105,90,5,ensemble_stacked,1709
+SEG_00168,DET_00168,ot_ics_control_network,0.1346,open_permissive,"Modbus,DNP3,ICMP",109,531.21,1,0.6585,none,1.4463,107,0.5257,40,3,gradient_boosted_tree,1755
+SEG_00169,DET_00169,corporate_lan,0.605,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,628.61,1,0.7032,none,1.4169,25,0.4699,8,4,neural_network_dense,73
+SEG_00170,DET_00170,corporate_lan,0.5424,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,287.1,1,0.5947,best_effort,1.471,107,0.6917,42,1,ensemble_stacked,559
+SEG_00171,DET_00171,corporate_lan,0.5845,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,509.39,1,0.7699,priority_queue,1.6152,96,0.7871,53,8,gradient_boosted_tree,1419
+SEG_00172,DET_00172,zero_trust_segment,0.116,stateful_inspection,"HTTPS,DNS,SSH",109,745.45,1,0.939,none,1.1023,39,0.5189,50,7,lstm_behavioural,1557
+SEG_00173,DET_00173,zero_trust_segment,0.2773,default_deny,"HTTPS,DNS,SSH",109,770.73,0,0.8204,priority_queue,1.5953,49,0.5729,50,3,isolation_forest,1998
+SEG_00174,DET_00174,zero_trust_segment,0.3042,zone_based,"HTTPS,DNS,SSH",109,1481.67,1,0.7781,dscp_expedited,1.4215,94,0.9244,84,6,ensemble_stacked,1111
+SEG_00175,DET_00175,endpoint_fleet,0.4828,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1222.31,1,0.6969,priority_queue,1.3833,40,0.5021,74,6,rule_based_threshold,19
+SEG_00176,DET_00176,zero_trust_segment,0.1954,open_permissive,"HTTPS,DNS,SSH",109,248.07,1,0.9061,best_effort,1.1552,64,0.7268,28,5,isolation_forest,1747
+SEG_00177,DET_00177,dmz_perimeter,0.6666,default_deny,"HTTP,HTTPS,DNS,SMTP",109,1624.76,1,0.7388,weighted_fair_queue,1.5105,88,0.4827,36,1,neural_network_dense,326
+SEG_00178,DET_00178,data_centre_spine,0.6808,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1379.14,0,0.5937,priority_queue,0.9855,84,0.5825,63,8,transformer_sequence,245
+SEG_00179,DET_00179,endpoint_fleet,0.5471,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1039.01,1,0.6862,weighted_fair_queue,1.5367,110,0.6034,41,8,autoencoder_anomaly,1349
+SEG_00180,DET_00180,data_centre_spine,0.5453,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,2097.48,0,0.5669,priority_queue,1.1514,29,0.7653,42,8,isolation_forest,1209
+SEG_00181,DET_00181,dmz_perimeter,0.4306,stateful_inspection,"HTTP,HTTPS,DNS,SMTP",109,374.69,1,0.6208,dscp_expedited,1.4296,48,0.5914,21,8,transformer_sequence,124
+SEG_00182,DET_00182,endpoint_fleet,0.653,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,141.06,0,0.5471,priority_queue,1.3985,118,0.5917,28,8,rule_based_threshold,342
+SEG_00183,DET_00183,zero_trust_segment,0.1748,stateful_inspection,"HTTPS,DNS,SSH",109,443.42,1,0.7213,priority_queue,1.6305,76,0.8499,69,6,isolation_forest,1181
+SEG_00184,DET_00184,endpoint_fleet,0.3216,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,167.84,0,0.7938,priority_queue,1.3878,43,0.691,77,1,neural_network_dense,514
+SEG_00185,DET_00185,endpoint_fleet,0.551,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,984.09,1,0.6773,dscp_expedited,1.2951,47,0.5968,72,4,isolation_forest,1369
+SEG_00186,DET_00186,dmz_perimeter,0.5845,open_permissive,"HTTP,HTTPS,DNS,SMTP",109,1445.72,1,0.7082,dscp_expedited,1.3288,52,0.6994,32,2,isolation_forest,826
+SEG_00187,DET_00187,ot_ics_control_network,0.2121,default_deny,"Modbus,DNP3,ICMP",109,286.22,0,0.9237,dscp_expedited,1.6491,74,0.8452,18,2,gradient_boosted_tree,1178
+SEG_00188,DET_00188,cloud_workload,0.6435,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,2470.76,0,0.8408,weighted_fair_queue,1.5165,47,0.6289,20,7,gradient_boosted_tree,952
+SEG_00189,DET_00189,cloud_workload,0.6395,open_permissive,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1203.67,0,0.7563,weighted_fair_queue,1.3506,81,0.7412,40,7,transformer_sequence,733
+SEG_00190,DET_00190,zero_trust_segment,0.35,zone_based,"HTTPS,DNS,SSH",109,322.04,1,0.6538,dscp_expedited,1.3774,63,0.8725,50,5,neural_network_dense,688
+SEG_00191,DET_00191,soc_management_plane,0.6888,zone_based,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,859.85,0,0.8988,weighted_fair_queue,1.1379,80,0.6902,82,6,lstm_behavioural,1396
+SEG_00192,DET_00192,soc_management_plane,0.6915,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,486.69,0,0.634,dscp_expedited,1.4899,33,0.8288,82,2,neural_network_dense,1031
+SEG_00193,DET_00193,ot_ics_control_network,0.1297,stateful_inspection,"Modbus,DNP3,ICMP",109,1689.79,0,0.6701,dscp_expedited,1.1032,81,0.7906,7,2,gradient_boosted_tree,1190
+SEG_00194,DET_00194,data_centre_spine,0.7725,stateful_inspection,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1427.01,1,0.9036,priority_queue,1.5553,112,0.9548,66,7,ensemble_stacked,1156
+SEG_00195,DET_00195,corporate_lan,0.6295,strict_allowlist,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1006.41,0,0.7518,none,1.4432,31,0.4986,32,4,rule_based_threshold,419
+SEG_00196,DET_00196,ot_ics_control_network,0.3939,zone_based,"Modbus,DNP3,ICMP",109,535.28,0,0.8369,dscp_expedited,1.8497,51,0.8092,23,5,neural_network_dense,1826
+SEG_00197,DET_00197,dmz_perimeter,0.6756,open_permissive,"HTTP,HTTPS,DNS,SMTP",109,872.75,0,0.7763,none,1.222,88,0.9164,53,4,neural_network_dense,1128
+SEG_00198,DET_00198,ot_ics_control_network,0.3338,default_deny,"Modbus,DNP3,ICMP",109,365.62,1,0.8014,weighted_fair_queue,1.4015,80,0.6607,9,2,neural_network_dense,1437
+SEG_00199,DET_00199,data_centre_spine,0.6076,default_deny,"TCP,UDP,HTTPS,DNS,SMTP,SSH,NTP,FTP",109,1931.81,1,0.6598,best_effort,1.7437,86,0.7245,35,7,autoencoder_anomaly,1764