event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8a1bb8e7-c428-49ac-95b6-528c39b9694e | 2030-03-26T11:59:29 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SMB traffic from 207.115.77.166:44 to 210.10.56.100:338 MITRE Technique: T1547.001 | Associated Threat Actor: Leafminer | {
"geo_location": "Marshall Islands",
"device_hash": "c1714dd30c812de0cf07fca09e0c76fbbfb20c92c3cc560a06f130ce1d32b9dd",
"user_agent": "Opera/8.81.(Windows NT 4.0; hy-AM) Presto/2.9.169 Version/10.00",
"session_id": "57401971-ca9d-46f7-84f9-0695bc5af79b",
"risk_score": 52.05,
"confidence": 0.08
} | 207.115.77.166 | 210.10.56.100 | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Leafminer | Firewall quarantine SMB traffic from 207.115.77.166:44 to 210.10.56.100:338 MITRE Technique: T1547.001 | Associated Threat Actor: Leafminer | quarantine | 973,245 | SMB | null | null | null | null | null | null | null | null | 44 | 338 | 858 | null | null | null | null | null | null | null |
78c9a401-5bff-490d-b731-7a58aa7512d5 | 2025-06-18T19:22:10 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall deny ICMP traffic from 2.224.192.75:125 to 29.129.230.189:21144 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "58d5f9a6d5fff89536145a1779d7c6cf",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_9; rv:1.9.5.20) Gecko/3675-02-18 10:38:55 Firefox/12.0",
"session_id": "e018cade-c581-402d-a3d0-4bc7f6fabf37",
"risk_score": 46.8,
"confidence": 0.85
} | 2.224.192.75 | 29.129.230.189 | null | null | null | No additional info | Firewall deny ICMP traffic from 2.224.192.75:125 to 29.129.230.189:21144 No additional info | deny | 366,116 | ICMP | null | null | null | null | null | null | null | null | 125 | 21,144 | 2,439 | null | null | null | null | null | null | null |
a9593a93-89d1-42a2-9be3-c11c27c63e89 | 2025-02-16T09:38:43 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Ecuador",
"device_hash": "d9ceb4065a700e7793cdf585e6cc5886",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5944-07-05 20:44:28 Firefox/3.6.8",
"session_id": "8a6081c7-ef5c-4a6d-b8c5-10aad4221025",
"risk_score": 59.08,
"confidence": 0.45
} | null | null | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-4dc4686c | 10.3 | null | null | null | null | null | null | null | null | null | null |
4156309d-1d68-4abc-9e2e-b7e62a671125 | 2025-04-15T16:28:24 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task green by clintonkoch MITRE Technique: T1053.005 | {
"geo_location": "Tokelau",
"device_hash": "c3440dd71f9e12b7fcc6a0f19ddea287505c0439e968e3ca37febb46667a7217",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/58.0.834.0 Safari/532.0",
"session_id": "49f97cad-20a7-43a0-a639-8c9f6d464a5f",
"risk_score": 67.32,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1053.005 | Endpoint scheduled_task green by clintonkoch MITRE Technique: T1053.005 | scheduled_task | null | null | clintonkoch | green | 4,862 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0827060d-21f5-4b9f-9c82-790729806333 | 2025-05-22T18:58:40 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by lewisbrian No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "26e5b0a333d64e3665a88d3e7d31a6c357603b87",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/39.0.870.0 Safari/536.1",
"session_id": "5eabbf3c-59b4-463b-a872-1170b69f9d59",
"risk_score": 32.82,
"confidence": 0.24
} | null | null | null | null | null | No additional info | AI system membership_inference by lewisbrian No additional info | membership_inference | null | null | lewisbrian | null | null | null | null | null | null | null | null | null | null | null | null | model-2c379d2b | 2e58cdde3ba8b6c6a6d849defc454b64 | 6ad38498b8c4433b0030f20c2570ca92439013d8ace1fc6c4039087e4e30bf2c | null | null |
11eae695-3b3c-4691-a276-129bfb922bcf | 2025-05-22T03:44:25 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info noise=BC16F7FF | {
"geo_location": "Russia",
"device_hash": "d940a5c4ef2b0b5800561b30c79a905e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "6dd86840-0264-4a68-b67c-08697d9e23bd",
"risk_score": 65.86,
"confidence": 0.78
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | null | Thermostat | iot-ed66c735 | 1.0 | null | null | null | null | null | null | null | null | null | null |
2a31606d-8aa3-450b-aca9-e6d584f392ad | 2025-06-20T14:55:33 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Israel",
"device_hash": "bde117983cf410083931fdffc14927baf013dfda",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_4 rv:4.0; nhn-MX) AppleWebKit/534.48.5 (KHTML, like Gecko) Version/4.1 Safari/534.48.5",
"session_id": "eb7d6709-5fb9-4ad8-9695-2dfe9d6a48bf",
"risk_score": 58,
"confidence": 0.48
} | null | null | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | {
"baseline_deviation": 2.73,
"entropy": 4.86,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Sensor | iot-2c76a05a | 3.8 | null | null | null | null | null | null | null | null | null | null |
06f84ee0-45ad-4c48-b483-385402d144e2 | 2025-05-03T11:54:25 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: DNS Tunneling detected from 108.146.129.253 targeting 55.70.213.55 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "bd222df74d02e9397f2cd270e5934fd4fb6755f0518d947319eec1a49069dbeb",
"user_agent": "Opera/9.70.(X11; Linux i686; ff-SN) Presto/2.9.180 Version/10.00",
"session_id": "a14a3ad2-b2e9-48c6-8e21-7e5813e6bd37",
"risk_score": 53.91,
"confidence": 0.61
} | 108.146.129.253 | 55.70.213.55 | DNS Tunneling | SIG-1213 | Evasion | No additional info | CrowdStrike Alert: DNS Tunneling detected from 108.146.129.253 targeting 55.70.213.55 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c5573362-58ec-425f-9215-dd1cf202a11c | 2025-04-19T05:33:14 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop HTTP traffic from 169.230.182.150:598 to 122.134.70.47:842 No additional info | {
"geo_location": "Egypt",
"device_hash": "4e07d96e6d7485e5ab89716851558f8656c907399b18c3c324e028fa7f985add",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/5.1)",
"session_id": "f6a7ef79-81f4-4755-b5e5-1950a2cc8107",
"risk_score": 80.75,
"confidence": 0.12
} | 169.230.182.150 | 122.134.70.47 | null | null | null | No additional info | Firewall drop HTTP traffic from 169.230.182.150:598 to 122.134.70.47:842 No additional info | drop | 990,348 | HTTP | null | null | null | null | null | null | null | null | 598 | 842 | 824 | null | null | null | null | null | null | null |
1cf014f3-84b0-4ec4-83a9-ebeacb0821b1 | 2025-07-03T11:31:06 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by colescott No additional info | {
"geo_location": "Bolivia",
"device_hash": "1906fd8bbede9a1a24531fd52e2eaec50842c2fb",
"user_agent": "Opera/9.73.(Windows 98; Win 9x 4.90; tg-TJ) Presto/2.9.180 Version/11.00",
"session_id": "f6d9978b-3bc8-4288-81e2-c09e10cfe1ea",
"risk_score": 70.32,
"confidence": 0.02
} | null | null | null | null | null | No additional info | AI system api_abuse by colescott No additional info | api_abuse | null | null | colescott | null | null | null | null | null | null | null | null | null | null | null | null | model-3d45d100 | 4aa2a532cb0ea147216d5e738880ade09fa0168a02b31f349693932c5430ec4a | 019d6bdfb9a85523de00a5a531a9859f4d56fcd6 | null | null |
6083dbe1-9486-48b7-b9ef-4c78b64683ed | 2025-03-01T19:08:16 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical physical_tamper MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Kazakhstan",
"device_hash": "19e86e29bb721a19a8188f529dbd5ef0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/4.0)",
"session_id": "4777c097-b0e8-4ad9-a7af-ba0b899a3aa3",
"risk_score": 42.66,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | IoT device Medical physical_tamper MITRE Technique: T1134.001 | Associated Threat Actor: Mustang Panda | physical_tamper | null | null | null | null | null | null | null | Medical | iot-10ac6ae8 | 3.1 | null | null | null | null | null | null | null | null | null | null |
b2ab8591-1451-43c3-b221-024fb3c483a0 | 2025-06-03T14:45:09 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity No additional info noise=year|together|low | {
"geo_location": "North Korea",
"device_hash": "6bbae7a90f858fcdfc54a1a3f8603b34f96f86b42bb4df2f74cdf79f537af005",
"user_agent": "Opera/8.26.(Windows CE; lv-LV) Presto/2.9.166 Version/11.00",
"session_id": "d197947b-ee3d-461f-b7dd-c03fcba207b3",
"risk_score": 57.16,
"confidence": 0.15
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-44911c89 | 6.7 | null | null | null | null | null | null | null | null | null | null |
2a6c6458-7610-4440-a619-e999ea8442b1 | 2025-06-26T08:06:12 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth challenge for ocrawford via SAML from 161.179.116.177 MITRE Technique: T1110.003 | {
"geo_location": "Kazakhstan",
"device_hash": "0ed4a652c4bb7eb683732b9209430857f6856918",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; niu-NZ) AppleWebKit/534.31.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.31.7",
"session_id": "055628cc-4a6a-48f3-9c18-8305d8178d17",
"risk_score": 53.98,
"confidence": 0.42
} | 161.179.116.177 | null | null | null | null | MITRE Technique: T1110.003 | Auth challenge for ocrawford via SAML from 161.179.116.177 MITRE Technique: T1110.003 | challenge | null | null | ocrawford | null | null | null | null | null | null | null | null | null | null | SAML | b8:b6:26:4e:1e:7f | null | null | null | null | null |
d58adb99-df00-4097-a7b1-f39212cfec45 | 2025-07-05T10:07:36 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Domain Fronting detected from 6.91.23.198 targeting 8.104.128.88 No additional info noise=QmV0dGVyLg== | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "b798b0d8c7507339db16fc6cd43bb924da34b79b94761203db216684379fd283",
"user_agent": "Opera/8.46.(Windows NT 6.2; hr-HR) Presto/2.9.173 Version/12.00",
"session_id": "1b8ef041-61d6-4d6f-b286-075a2aa6be67",
"risk_score": 100,
"confidence": 0.66
} | 6.91.23.198 | 8.104.128.88 | Domain Fronting | SIG-4169 | Evasion | No additional info | QRadar Alert: Domain Fronting detected from 6.91.23.198 targeting 8.104.128.88 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d85d253-beab-4a17-bf91-9e4fe9d7e1d1 | 2025-01-15T00:35:59 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera side_channel MITRE Technique: T1547.001 | {
"geo_location": "Chile",
"device_hash": "c4b88dd529ac04fb0ab8f17f2797446d1759bcd2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2 rv:3.0; pap-AN) AppleWebKit/532.30.2 (KHTML, like Gecko) Version/5.0.5 Safari/532.30.2",
"session_id": "9ec6e73d-2332-44cc-877e-7e8b6f3f3f51",
"risk_score": 45.37,
"confidence": 0.99
} | null | null | null | null | null | MITRE Technique: T1547.001 | IoT device Camera side_channel MITRE Technique: T1547.001 | side_channel | null | null | null | null | null | null | null | Camera | iot-1ce051ea | 8.6 | null | null | null | null | null | null | null | null | null | null |
abbf3878-5e05-4f4d-ab02-119439497f8f | 2025-01-22T03:51:33 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Living-off-the-Land detected from 199.31.72.250 targeting 197.106.221.70 MITRE Technique: T1566.001 | Associated Threat Actor: APT38 | {
"geo_location": "Brunei Darussalam",
"device_hash": "8b9757c8036a7e5215db6489a6cd5cadd97bd6816bc7bca068841ce7cbc37879",
"user_agent": "Opera/9.34.(X11; Linux i686; as-IN) Presto/2.9.169 Version/10.00",
"session_id": "51e433a4-b7ce-40de-baf4-92d282430cd1",
"risk_score": 34.82,
"confidence": 0.41
} | 199.31.72.250 | 197.106.221.70 | Living-off-the-Land | SIG-7651 | Evasion | MITRE Technique: T1566.001 | Associated Threat Actor: APT38 | QRadar Alert: Living-off-the-Land detected from 199.31.72.250 targeting 197.106.221.70 MITRE Technique: T1566.001 | Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
81481495-296d-4b4b-b8c3-72236ba3d27c | 2025-04-21T00:56:59 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network beaconing from 128.253.247.246 to 210.208.240.149 No additional info | {
"geo_location": "Bahrain",
"device_hash": "f057b571be6baee520f42f5c525ad0494e01d1e12383498e2da178f15fc37dc0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/18.0.801.0 Safari/535.1",
"session_id": "cf4f6417-232a-4fd1-884b-2ff430be13f4",
"risk_score": 42.38,
"confidence": 0.23
} | 128.253.247.246 | 210.208.240.149 | null | null | null | No additional info | Network beaconing from 128.253.247.246 to 210.208.240.149 No additional info | beaconing | 658,304 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0a2bf94c-5ce9-4b30-b97e-80f7077b2000 | 2021-10-11T12:42:53 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 133.129.236.73:241 to 221.109.148.202:4556 No additional info | {
"geo_location": "Austria",
"device_hash": "2a357d492cedb1ae7080bf41d75605d7241d0b94",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6957-08-14 20:02:30 Firefox/3.6.11",
"session_id": "ffd2a06c-e7a4-4338-9452-292db7cbdcdc",
"risk_score": 58.93,
"confidence": 0.68
} | 133.129.236.73 | 221.109.148.202 | null | null | null | No additional info | Firewall log-only DNS traffic from 133.129.236.73:241 to 221.109.148.202:4556 No additional info | log-only | 917,103 | DNS | null | null | null | null | null | null | null | null | 241 | 4,556 | 613 | null | null | null | null | null | null | null |
d83ce874-7927-4ab4-8699-12aa229e2e44 | 2025-06-10T02:36:42 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in Azure by parkerdana No additional info | {
"geo_location": "Western Sahara",
"device_hash": "b2da69a21c3797f49046edbc93352081",
"user_agent": "Opera/8.16.(X11; Linux i686; ve-ZA) Presto/2.9.168 Version/12.00",
"session_id": "07fbec49-b7d1-44a7-bbb7-6447af45142e",
"risk_score": 32.67,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Cloud api_abuse in Azure by parkerdana No additional info | api_abuse | null | null | parkerdana | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-fc28b030 |
efb9987d-4b6f-4c10-9242-8a50636485a9 | 2025-07-04T05:49:27 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access easy by wgray MITRE Technique: T1110.003 | {
"geo_location": "Guernsey",
"device_hash": "5398bc4bfdea1535755a65ffd9c39a9fca30e2c7",
"user_agent": "Mozilla/5.0 (Android 2.0.1; Mobile; rv:25.0) Gecko/25.0 Firefox/25.0",
"session_id": "8bc47e32-3c12-4254-a19a-d816685388dc",
"risk_score": 71.51,
"confidence": 0.92
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint file_access easy by wgray MITRE Technique: T1110.003 | file_access | null | null | wgray | easy | 8,076 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b4b5a19-e565-4d13-b5fc-cfba84403709 | 2029-05-29T18:03:37 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Supply Chain Compromise detected from 33.30.102.50 targeting N/A MITRE Technique: T1071.001 | {
"geo_location": "Bulgaria",
"device_hash": "0242d199712f412e8a675716a922d9a0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.1)",
"session_id": "4e6623bd-53b4-4306-84e1-d72fee99b9c3",
"risk_score": 54.27,
"confidence": 0.23
} | 33.30.102.50 | N/A | Supply Chain Compromise | SIG-5265 | Policy | MITRE Technique: T1071.001 | CrowdStrike Alert: Supply Chain Compromise detected from 33.30.102.50 targeting N/A MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
827ac8a1-7025-4452-b096-fd59bb3771ff | 2025-05-08T06:01:44 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Zero-Day Exploit detected from 171.56.19.176 targeting 102.74.53.117 No additional info noise=everybody|laugh|listen | {
"geo_location": "Puerto Rico",
"device_hash": "54fd44b9cebb4cf5c48d0b1bc0cbdeb39142c1e02c22f869adb568f5d4464f65",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.0)",
"session_id": "63a01056-dc25-4bb0-bf48-fd27901d4a07",
"risk_score": 57.52,
"confidence": 0.17
} | 171.56.19.176 | 102.74.53.117 | Zero-Day Exploit | SIG-6735 | Malware | No additional info | OSSEC Alert: Zero-Day Exploit detected from 171.56.19.176 targeting 102.74.53.117 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f9856638-8f5d-435d-bc42-cac97b4abe75 | 2025-05-26T13:05:53 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Zero-Day Exploit detected from 111.181.53.134 targeting N/A Zero-day exploit pattern detected | {
"geo_location": "Oman",
"device_hash": "0c4b1ba2a0cd2e4acea994a97dffbedd08227d87",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:7.0) Gecko/7.0 Firefox/7.0",
"session_id": "0422e1c4-27fa-4d97-a123-f9f1b834e110",
"risk_score": 61.58,
"confidence": 0.75
} | 111.181.53.134 | N/A | Zero-Day Exploit | SIG-1372 | Malware | Zero-day exploit pattern detected | LogRhythm Alert: Zero-Day Exploit detected from 111.181.53.134 targeting N/A Zero-day exploit pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65f11690-2d70-4958-8a68-311fe2ca3db5 | 2025-06-26T12:21:25 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /arm/language.mp3 by taylor66 MITRE Technique: T1574.002 | {
"geo_location": "Trinidad and Tobago",
"device_hash": "5b43134403369cec35ba97ed48a562a78c685855775740149256df4f41b3bf76",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/58.0.843.0 Mobile/56S415 Safari/534.0",
"session_id": "fa7a9269-fc94-4100-8e0e-05f63b04b411",
"risk_score": 0,
"confidence": 0.32
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint wmi_exec /arm/language.mp3 by taylor66 MITRE Technique: T1574.002 | wmi_exec | null | null | taylor66 | /arm/language.mp3 | 9,497 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8f5a397a-9422-4ca4-bab8-f3e11ac109d3 | 2025-02-13T02:59:00 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper MITRE Technique: T1547.001 | {
"geo_location": "Pakistan",
"device_hash": "ffc4fd1fa7e99d435fd7739f5515d5a1c78cd970",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.1)",
"session_id": "3849e5df-b303-4a8d-a2e4-c66d918addc7",
"risk_score": 80.82,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1547.001 | IoT device HVAC physical_tamper MITRE Technique: T1547.001 | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-4f9b94c0 | 6.1 | null | null | null | null | null | null | null | null | null | null |
bd8d7e2c-92e3-41e1-99a6-c01caf7f4af0 | 2025-04-07T12:42:49 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by cory32 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "653d0e5831c77606f05c78519ac81f76a27f053473f69427daf05a79e25fef03",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.29.7 (KHTML, like Gecko) Version/4.0.2 Safari/531.29.7",
"session_id": "69236fcf-034d-4c53-96ad-00cb0cf189d4",
"risk_score": 39.3,
"confidence": 0.97
} | null | null | null | null | null | No additional info | AI system adversarial_input by cory32 No additional info | adversarial_input | null | null | cory32 | null | null | null | null | null | null | null | null | null | null | null | null | model-1ab9dcf9 | d75f106e4d8b37e017495b20ec2c4a3e | 14251ac69d745b28f659abaa0cd41597 | null | null |
8c87e97b-b877-405a-9633-3f5bb4e60ff7 | 2025-04-15T18:18:08 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by estradadiane No additional info | {
"geo_location": "Haiti",
"device_hash": "07d740b1ba8d42020759f6bc41ffc026",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/9.0w8025.0 Mobile/16V087 Safari/531.2",
"session_id": "97136f2e-e542-4856-a3e5-e1b7d64f2c97",
"risk_score": 27.03,
"confidence": 0.36
} | null | null | null | null | null | No additional info | Cloud config_change in OCI by estradadiane No additional info | config_change | null | null | estradadiane | null | null | null | {
"baseline_deviation": 0.95,
"entropy": 5.89,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-859b8788 |
62385e68-f7ed-4d40-a328-4531bf21525c | 2025-01-16T20:32:43 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for sarah80 via SAML from 165.224.203.167 MITRE Technique: T1071.001 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "876623b7359b0ca1bdf9b6028893cdf70d2dfa621b4ecf840b439ecc04c824ad",
"user_agent": "Opera/8.83.(X11; Linux i686; ru-UA) Presto/2.9.186 Version/11.00",
"session_id": "36b3b0f3-f6e9-4055-b321-140d1f9be212",
"risk_score": 53.67,
"confidence": 0.99
} | 165.224.203.167 | null | null | null | null | MITRE Technique: T1071.001 | Auth locked for sarah80 via SAML from 165.224.203.167 MITRE Technique: T1071.001 | locked | null | null | sarah80 | null | null | null | {
"baseline_deviation": 1.28,
"entropy": 6.82,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | SAML | 4a:8a:9a:df:c2:1f | null | null | null | null | null |
9291483c-a1c9-4f79-8d57-399164dfea9a | 2025-07-11T09:54:24 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by clinedenise No additional info | {
"geo_location": "Switzerland",
"device_hash": "58453c0d01e5f2f0f09715fb328e509bd322f9b1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/11.0w2012.0 Mobile/46O635 Safari/531.2",
"session_id": "9f97bafd-45c8-475d-80fc-07d7dc069765",
"risk_score": 72.05,
"confidence": 0.03
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by clinedenise No additional info | training_data_poisoning | null | null | clinedenise | null | null | null | null | null | null | null | null | null | null | null | null | model-a87bc956 | 4bd5ae77c4b581a4fddf54b48bdd6b1978ce4357 | 5d6a2f6b508d2ef162042033d4a5da44e45fbc5159889221a0a5222299de8310 | null | null |
84fb0cfb-399b-4b8a-ac38-5b9126ee6088 | 2025-02-12T15:56:41 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "India",
"device_hash": "4c3c8da1058e48b9c1210e73cefe10c1cb978a88",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_7; rv:1.9.4.20) Gecko/5596-06-11 07:01:29 Firefox/12.0",
"session_id": "6940a9fb-6d68-4c42-9310-dcc3053e7cfa",
"risk_score": 71.5,
"confidence": 0.13
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-c603aa47 | 2.5 | null | null | null | null | null | null | null | null | null | null |
9e8e21a6-5af3-413c-b114-4f1344f813e5 | 2025-02-09T09:12:47 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth success for randy54 via password from 82.213.47.253 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "91684afbcbbefd227ffa81ea57489f82",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_0; rv:1.9.5.20) Gecko/7064-08-02 07:57:16 Firefox/4.0",
"session_id": "dc8148cc-d63e-419e-bbd9-6e403885e5f6",
"risk_score": 31.5,
"confidence": 0.38
} | 82.213.47.253 | null | null | null | null | No additional info | Auth success for randy54 via password from 82.213.47.253 No additional info | success | null | null | randy54 | null | null | null | null | null | null | null | null | null | null | password | 7c:20:3c:19:49:62 | null | null | null | null | null |
1e50f493-dfbd-46f5-b25b-dcda4869241c | 2025-05-23T20:40:03 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in OCI by steven20 Associated Threat Actor: FIN7 | {
"geo_location": "Venezuela",
"device_hash": "047653d384d7cd4db0222e850e621a0990889f77",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_8) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/38.0.851.0 Safari/532.0",
"session_id": "76dbea60-ab6e-4bef-a905-8d77427790aa",
"risk_score": 64.1,
"confidence": 0.89
} | null | null | null | null | null | Associated Threat Actor: FIN7 | Cloud storage_access in OCI by steven20 Associated Threat Actor: FIN7 | storage_access | null | null | steven20 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-ce807252 |
ee409a3d-864d-4652-8cd8-e484ede44a07 | 2025-07-04T19:56:19 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install matter by bkelly No additional info | {
"geo_location": "Paraguay",
"device_hash": "f90fffb5a1caca923827db1250bce64aeac14efb",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; lt-LT; rv:1.9.2.20) Gecko/9981-10-28 16:16:16 Firefox/8.0",
"session_id": "13379320-b454-41e3-8560-400a07c9dbdb",
"risk_score": 49.79,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Endpoint service_install matter by bkelly No additional info | service_install | null | null | bkelly | matter | 5,327 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
458ba336-52f5-4be5-8978-8be04076efce | 2025-06-11T17:03:24 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat physical_tamper MITRE Technique: T1204.002 noise=among|another|lay | {
"geo_location": "Jersey",
"device_hash": "5a9726da7d050b942c13fb89dd6c2c6c",
"user_agent": "Opera/9.44.(Windows NT 6.2; tr-TR) Presto/2.9.180 Version/10.00",
"session_id": "0dd8957e-06e6-4c43-98ff-68678d0d73ab",
"risk_score": 48.06,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1204.002 | IoT device Thermostat physical_tamper MITRE Technique: T1204.002 | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-3d4e075c | 5.9 | null | null | null | null | null | null | null | null | null | null |
63ff3319-31a3-4c36-9021-e3cbb7d5ffc2 | 2025-06-06T00:47:17 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: MFA Bypass detected from 193.116.234.80 targeting 160.150.22.218 No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "0ea7d25ccebedc39b2636b4786ca34de6654cdb3a67a93ce03189c6ec1ef678a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_6) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/19.0.875.0 Safari/534.0",
"session_id": "ccdbe54b-5579-4bdd-adad-14ceff53fbdf",
"risk_score": 54.83,
"confidence": 0.91
} | 193.116.234.80 | 160.150.22.218 | MFA Bypass | SIG-6923 | Exploit | No additional info | Vectra AI Alert: MFA Bypass detected from 193.116.234.80 targeting 160.150.22.218 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5bd0c3de-afc5-49e2-ae81-6546ed21a8de | 2025-02-04T06:01:06 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: SQL Injection detected from 220.27.137.101 targeting 10.224.48.208 No additional info | {
"geo_location": "Tuvalu",
"device_hash": "6ba713f1ce7390755abb48a0f0713d897f1942371feed84a55cfdb93d1f91f04",
"user_agent": "Mozilla/5.0 (Linux; Android 2.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/37.0.889.0 Safari/535.0",
"session_id": "30b736dd-2ed8-4b97-936b-fbcc6022846a",
"risk_score": 30.51,
"confidence": 0.94
} | 220.27.137.101 | 10.224.48.208 | SQL Injection | SIG-8297 | Malware | No additional info | Snort Alert: SQL Injection detected from 220.27.137.101 targeting 10.224.48.208 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1c7f5728-dfd9-461e-ab38-3f39f17dc2d3 | 2025-02-20T14:23:46 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by jeremysmith MITRE Technique: T1059.005 | {
"geo_location": "Russia",
"device_hash": "d519cc4a94f428635d03a766cd4bc70c1dc12cc5e332577b2d979586eea02167",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.1)",
"session_id": "d1fc8983-07c2-4029-bc0d-cdf04153313f",
"risk_score": 44.58,
"confidence": 0.92
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system fine_tuning by jeremysmith MITRE Technique: T1059.005 | fine_tuning | null | null | jeremysmith | null | null | null | null | null | null | null | null | null | null | null | null | model-18ac3679 | 5d4c19c71a6b27a193ae0bf0f3992e929ddd9319 | 5c2d3cac8ea177798c2ef0d9dc3053f4eeb17ba96593216cf7e153973817984d | null | null |
6e58050b-4edd-4293-a0d6-c537d5dc9d1d | 2025-06-08T09:31:55 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 10.211.248.141:383 to 43.226.178.218:284 Associated Threat Actor: APT37 | {
"geo_location": "Norfolk Island",
"device_hash": "171d31a0b48587c5ac622a23938adebe44cbe295",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/9.3z1639.0 Mobile/03W175 Safari/534.0",
"session_id": "0d097ce8-b78c-40cb-9e98-f43e56e824a3",
"risk_score": 72.41,
"confidence": 0.88
} | 10.211.248.141 | 43.226.178.218 | null | null | null | Associated Threat Actor: APT37 | Firewall drop DNS traffic from 10.211.248.141:383 to 43.226.178.218:284 Associated Threat Actor: APT37 | drop | 870,398 | DNS | null | null | null | null | null | null | null | null | 383 | 284 | 2,115 | null | null | null | null | null | null | null |
921b7c86-ef37-4f8e-bc81-08f48010b969 | 2025-01-14T01:35:01 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine NTP traffic from 77.192.247.193:103 to 205.184.128.104:64 No additional info noise=fast|market|leader | {
"geo_location": "Cyprus",
"device_hash": "b13ae265919e2ee055829e9ccc6ddadf",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ik-CA) AppleWebKit/535.18.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.18.4",
"session_id": "c0e214f3-31dc-4762-806a-ba2c376eff95",
"risk_score": 22.54,
"confidence": 0.72
} | 77.192.247.193 | 205.184.128.104 | null | null | null | No additional info | Firewall quarantine NTP traffic from 77.192.247.193:103 to 205.184.128.104:64 No additional info | quarantine | 131,926 | NTP | null | null | null | null | null | null | null | null | 103 | 64 | 1,280 | null | null | null | null | null | null | null |
f2ba5bed-1406-454d-aec7-e0405931cf00 | 2025-07-05T12:02:41 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /young/heart.bmp by alexmyers MITRE Technique: T1071.001 | {
"geo_location": "Guyana",
"device_hash": "dc1081ab9a5531e93189674b70d68a3b9e1fac51",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/19.0.895.0 Safari/533.1",
"session_id": "787f3512-025e-4e96-9a9d-e2db14f60b09",
"risk_score": 36.64,
"confidence": 0.49
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint service_install /young/heart.bmp by alexmyers MITRE Technique: T1071.001 | service_install | null | null | alexmyers | /young/heart.bmp | 5,688 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2985d190-feea-4ccb-90e9-844fe97289a9 | 2025-04-16T01:06:08 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine HTTPS traffic from 41.47.0.253:966 to 159.90.6.69:479 MITRE Technique: T1078.004 | {
"geo_location": "Latvia",
"device_hash": "2b45834bf58de2adc45c5affdf005298",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.0)",
"session_id": "8fb61d83-e05f-4527-ae38-7550d74fc337",
"risk_score": 52.65,
"confidence": 0.35
} | 41.47.0.253 | 159.90.6.69 | null | null | null | MITRE Technique: T1078.004 | Firewall quarantine HTTPS traffic from 41.47.0.253:966 to 159.90.6.69:479 MITRE Technique: T1078.004 | quarantine | 894,796 | HTTPS | null | null | null | null | null | null | null | null | 966 | 479 | 2,024 | null | null | null | null | null | null | null |
9d9adefa-d9e5-425e-a494-39c9f1ba1728 | 2025-04-02T07:22:54 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTPS traffic from 146.60.50.97:27818 to 193.254.191.26:60 MITRE Technique: T1059.005 | {
"geo_location": "Morocco",
"device_hash": "0b3d1875d8cd087a56991fc39e49c9f5f92bb629f8f2117b816654a10d82bec9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.0)",
"session_id": "0632e8cd-a20c-4dbd-b930-494ac405653f",
"risk_score": 30.2,
"confidence": 0.37
} | 146.60.50.97 | 193.254.191.26 | null | null | null | MITRE Technique: T1059.005 | Firewall allow HTTPS traffic from 146.60.50.97:27818 to 193.254.191.26:60 MITRE Technique: T1059.005 | allow | 851,619 | HTTPS | null | null | null | null | null | null | null | null | 27,818 | 60 | 1,719 | null | null | null | null | null | null | null |
e7c747c4-f2d1-4d01-920b-581a78a915e7 | 2025-03-27T19:49:31 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task white by hknight No additional info | {
"geo_location": "Estonia",
"device_hash": "d7f4db197ccdf1c69e9edf247c6a69bead031822",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/23.0.832.0 Safari/535.2",
"session_id": "f604e762-163d-456e-b460-b484829a7cb9",
"risk_score": 93.27,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Endpoint scheduled_task white by hknight No additional info | scheduled_task | null | null | hknight | white | 7,314 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b5122a60-7cb6-4940-b93c-c4a93d80412d | 2025-01-14T17:00:49 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Port Scan detected from 124.90.171.227 targeting N/A No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "d382cd59f94dcada17f824e62bdd16fc4dd5141abff3c4eac455e748a525c62c",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; uk-UA; rv:1.9.1.20) Gecko/3131-07-24 14:46:01 Firefox/14.0",
"session_id": "a90fb685-f6d8-43cf-ba3a-01d43d47d4f4",
"risk_score": 65.18,
"confidence": 0.44
} | 124.90.171.227 | N/A | Port Scan | SIG-6367 | Exploit | No additional info | CrowdStrike Alert: Port Scan detected from 124.90.171.227 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
78591cf6-8b83-4ebf-9ea4-eee4dbd6e4c9 | 2025-06-02T14:29:29 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in AWS by davisjennifer Associated Threat Actor: Scattered Spider noise=others|some|run | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "da7852181b9843cd32cb0e132c6a3ea1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/3.1)",
"session_id": "33366946-f8ef-4598-83a8-0c246a05e66e",
"risk_score": 44.73,
"confidence": 0.2
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | Cloud lambda_execution in AWS by davisjennifer Associated Threat Actor: Scattered Spider | lambda_execution | null | null | davisjennifer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-fa7ba458 |
35ca7953-4e2a-42a8-b0b5-4a6a1ad2b059 | 2025-05-28T11:51:10 | network | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 39.59.250.28 to 199.8.27.212 No additional info | {
"geo_location": "Panama",
"device_hash": "6d52f9491c706136afaf389dfe228152",
"user_agent": "Opera/9.16.(Windows NT 4.0; uk-UA) Presto/2.9.164 Version/11.00",
"session_id": "214fc0fa-c19a-4320-b407-21a4e2ce3b42",
"risk_score": 57.06,
"confidence": 0.03
} | 39.59.250.28 | 199.8.27.212 | null | null | null | No additional info | Network disconnection from 39.59.250.28 to 199.8.27.212 No additional info | disconnection | 477,081 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8099b7b-9c10-4b5a-b79c-dcc8ff19c892 | 2025-05-14T19:29:01 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /same/prevent.wav by baileyerica No additional info | {
"geo_location": "Tajikistan",
"device_hash": "128bce446c63fd98256243bbfeb83d8f79a2a998",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "73fa8501-a943-42c6-8d05-d6c59b95b950",
"risk_score": 34.42,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Endpoint registry_change /same/prevent.wav by baileyerica No additional info | registry_change | null | null | baileyerica | /same/prevent.wav | 1,352 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ebefdbd-b854-41cc-9100-69ed17589a0c | 2025-05-04T07:07:47 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec happy by leebell MITRE Technique: T1486 | {
"geo_location": "Philippines",
"device_hash": "25aa71673d666d771e74993d6a921743",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_3 rv:2.0; ur-PK) AppleWebKit/533.50.5 (KHTML, like Gecko) Version/5.1 Safari/533.50.5",
"session_id": "1cb58cb2-8088-437d-b9f4-ce2cbd8f74e7",
"risk_score": 62.77,
"confidence": 0.09
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint wmi_exec happy by leebell MITRE Technique: T1486 | wmi_exec | null | null | leebell | happy | 5,959 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6490f0bd-5066-4a79-95a2-9998601ef707 | 2025-05-27T23:25:07 | ids_alert | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|critical| desc=Palo Alto Cortex Alert: DDoS detected from 66.16.129.132 targeting 6.205.255.40 MITRE Technique: T1204.002 noise=U3Rhci4= | {
"geo_location": "Russian Federation",
"device_hash": "e87eef096ba2f30673d3398282478333355fbc9d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; nr-ZA) AppleWebKit/533.15.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.15.4",
"session_id": "dd812b49-41c4-4c17-9f2e-a67a5dc79777",
"risk_score": 10.12,
"confidence": 0.33
} | 66.16.129.132 | 6.205.255.40 | DDoS | SIG-3409 | Recon | MITRE Technique: T1204.002 | Palo Alto Cortex Alert: DDoS detected from 66.16.129.132 targeting 6.205.255.40 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4e1c9dd3-45c8-443b-91d6-eda3bae9f268 | 2025-07-03T04:39:44 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Alibaba by samantha16 No additional info noise=QWN0dWFsbHku | {
"geo_location": "Reunion",
"device_hash": "ef1ac7775302e0128ece7e669d71cb25",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/5.0)",
"session_id": "ac8d3a6c-59a8-4881-b8a0-42728ce85f6a",
"risk_score": 24.42,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Alibaba by samantha16 No additional info | crypto_mining | null | null | samantha16 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-2a6840ac |
edc6e419-30b2-48cb-ad82-f6ef65866b1e | 2025-03-01T05:57:53 | ids_alert | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|high| desc=Carbon Black Alert: DDoS detected from 126.76.41.7 targeting N/A MITRE Technique: T1071.001 | {
"geo_location": "Tuvalu",
"device_hash": "28685f105b90327f6e094f803ae5af79",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5261-12-09 06:20:13 Firefox/3.6.12",
"session_id": "81b15ff1-4266-4298-a06e-739c978bc2ca",
"risk_score": 100,
"confidence": 0.26
} | 126.76.41.7 | N/A | DDoS | SIG-9578 | Recon | MITRE Technique: T1071.001 | Carbon Black Alert: DDoS detected from 126.76.41.7 targeting N/A MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d74b362-55ab-4c3b-aaa1-47a875f76043 | 2025-01-24T20:48:49 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by zgallegos No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "1c6269523f710a10e4cc50d7df357b068240184b4a1994f34982fd3cb5b0d163",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.27.5 (KHTML, like Gecko) Version/4.0.5 Safari/535.27.5",
"session_id": "99efa6f9-0f78-4e54-80e4-b31daddf164e",
"risk_score": 71.95,
"confidence": 0.95
} | null | null | null | null | null | No additional info | AI system fine_tuning by zgallegos No additional info | fine_tuning | null | null | zgallegos | null | null | null | {
"baseline_deviation": 1.85,
"entropy": 7.84,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-c9955833 | 6b8eeaa05b482ffdcbd17ae6dc8fb0ed | 7b7a1201212313b3e894312293606d4d02f70a12b9e5ada8043198c868c1b44d | null | null |
b98cbb68-4752-40a9-971d-af6f47f2fb5e | 2025-04-23T10:29:48 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: Port Scan detected from 212.24.210.97 targeting N/A No additional info | {
"geo_location": "Macao",
"device_hash": "5f70c9327800a6a139d35acb97725bd60bec2860",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.1)",
"session_id": "a9debc4f-0b8a-4d74-ad84-ac266f48482d",
"risk_score": 23.93,
"confidence": 0.71
} | 212.24.210.97 | N/A | Port Scan | SIG-8340 | Recon | No additional info | Zeek Alert: Port Scan detected from 212.24.210.97 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
425fd7b6-5b1d-4ada-9538-e2b098c1f981 | 2025-03-17T00:29:16 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Fiji",
"device_hash": "05b7d6133ab51569681c9451938353e88feae947",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/43.0.851.0 Safari/536.1",
"session_id": "ae93e1a1-8a41-4e16-92f1-f9cc69196815",
"risk_score": 92.34,
"confidence": 0.79
} | null | null | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-e5cc0ba2 | 3.7 | null | null | null | null | null | null | null | null | null | null |
76b99086-b972-45c1-81ea-c03bc8ae90b0 | 2025-02-13T09:38:53 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for harrisoncathy via SAML from 120.13.112.158 No additional info | {
"geo_location": "Botswana",
"device_hash": "7691660011b21d4e43e7f7f3674199db2f62a261b459e5c7bd09a655bd3e7791",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; sk-SK; rv:1.9.1.20) Gecko/9048-06-15 13:19:29 Firefox/14.0",
"session_id": "ece5a6b6-5054-4952-a965-0e91b9cd2725",
"risk_score": 53.65,
"confidence": 0.99
} | 120.13.112.158 | null | null | null | null | No additional info | Auth challenge for harrisoncathy via SAML from 120.13.112.158 No additional info | challenge | null | null | harrisoncathy | null | null | null | null | null | null | null | null | null | null | SAML | 89:20:4f:44:6e:2c | null | null | null | null | null |
00c99a5c-1875-44e4-8e91-feb7e704ce68 | 2025-05-15T15:16:59 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start place by cookjoseph No additional info | {
"geo_location": "Belgium",
"device_hash": "df6b55f29333f127d33c1cfa6c85f86943a33813ba4ed748915e43f820fe1f25",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; hr-HR) AppleWebKit/532.26.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.26.7",
"session_id": "8de3bbd4-0294-4ba8-a08d-b6c9450a140a",
"risk_score": 68.08,
"confidence": 0.43
} | null | null | null | null | null | No additional info | Endpoint process_start place by cookjoseph No additional info | process_start | null | null | cookjoseph | place | 759 | cmd.exe | {
"baseline_deviation": 2.73,
"entropy": 2.95,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
546be55f-2155-4c02-9426-214149ffdba1 | 2025-01-27T13:08:30 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by briannawoodward MITRE Technique: T1547.001 | {
"geo_location": "Dominican Republic",
"device_hash": "5164e8dc9dddeac48b87ff141b9f0e2e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; si-LK) AppleWebKit/534.35.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6534.35.6",
"session_id": "1478de2e-ca8a-4809-a6b5-97233b012be1",
"risk_score": 62.9,
"confidence": 0.88
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system adversarial_input by briannawoodward MITRE Technique: T1547.001 | adversarial_input | null | null | briannawoodward | null | null | null | null | null | null | null | null | null | null | null | null | model-1410f9bb | f06140dbf5272aabd3304eb600a421838309ab2940426620c6e6a2d20095d1d6 | d3b01f6ffd87a8ec4991c34d1697e7b4 | null | null |
c1c51ed1-2417-4dbf-a741-56a26f604dd4 | 2025-02-22T05:16:42 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny HTTPS traffic from 165.221.132.190:14 to 178.211.52.5:36950 No additional info | {
"geo_location": "Fiji",
"device_hash": "a68efdc38d9d74ac98bec9d67e01c8446d3a9ec46a7fc3dea9b1b515a3b6a904",
"user_agent": "Opera/9.69.(X11; Linux i686; wae-CH) Presto/2.9.182 Version/12.00",
"session_id": "eabb8118-1b9b-4f25-9c67-870b0a520305",
"risk_score": 49.79,
"confidence": 0.62
} | 165.221.132.190 | 178.211.52.5 | null | null | null | No additional info | Firewall deny HTTPS traffic from 165.221.132.190:14 to 178.211.52.5:36950 No additional info | deny | 147,338 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.2,
"entropy": 4.31,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 14 | 36,950 | 2,494 | null | null | null | null | null | null | null |
218e245f-2269-4157-84fc-b8cc1a96f5cc | 2025-02-27T19:47:46 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by masonkatherine MITRE Technique: T1059.005 noise=UHVzaC4= | {
"geo_location": "Armenia",
"device_hash": "1eb0d324a1e8cfec944c94f2560e36d36f0cbfa1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "9857f460-0091-4f20-981d-b2c80a90264a",
"risk_score": 31.31,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system model_access by masonkatherine MITRE Technique: T1059.005 | model_access | null | null | masonkatherine | null | null | null | null | null | null | null | null | null | null | null | null | model-f18f8036 | a5ae73683296e9b5d4a5d62ef8e42ab264513fc716be89ef543c7f20c9a1c415 | 2ebf22423bc123925bcb1712c999807b | null | null |
3a8f6702-1d41-49f8-95e8-2be740a0be57 | 2025-07-02T01:01:31 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: Cloud API Abuse detected from 84.9.43.101 targeting 19.116.110.70 MITRE Technique: T1134.001 noise=list/posts | {
"geo_location": "Chile",
"device_hash": "3bf6e55db5835eedba22956e69611bb88ee4f136f708ed05cb1dd5abae60c0bb",
"user_agent": "Opera/8.88.(X11; Linux x86_64; wo-SN) Presto/2.9.189 Version/12.00",
"session_id": "e419eb8c-f813-4528-afb5-ce3317611963",
"risk_score": 18.14,
"confidence": 0.57
} | 84.9.43.101 | 19.116.110.70 | Cloud API Abuse | SIG-7861 | Exploit | MITRE Technique: T1134.001 | Vectra AI Alert: Cloud API Abuse detected from 84.9.43.101 targeting 19.116.110.70 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4e7dddcd-5edb-483d-9774-eb57379766aa | 2025-05-02T06:18:46 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect DNS traffic from 192.239.159.119:1005 to 189.27.205.222:228 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "61e8ae72557cc43f57c4b628d0c816490be239a5ebcf6fb0e38b15159a9efd54",
"user_agent": "Opera/8.24.(X11; Linux i686; lzh-TW) Presto/2.9.172 Version/12.00",
"session_id": "3891b008-04b9-487d-8876-50da9e353b95",
"risk_score": 59.28,
"confidence": 1
} | 192.239.159.119 | 189.27.205.222 | null | null | null | No additional info | Firewall inspect DNS traffic from 192.239.159.119:1005 to 189.27.205.222:228 No additional info | inspect | 217,606 | DNS | null | null | null | null | null | null | null | null | 1,005 | 228 | 1,067 | null | null | null | null | null | null | null |
aa07b47b-e681-4ed2-8395-7400249648f0 | 2025-02-15T10:41:02 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop condition by yfranklin MITRE Technique: T1071.001 | {
"geo_location": "Central African Republic",
"device_hash": "3ce5b4bd82094f942cd42498ead9658ab04f149b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; da-DK) AppleWebKit/535.41.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.41.3",
"session_id": "c88a3507-cba1-421e-8934-9221a60c3aef",
"risk_score": 0,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint process_stop condition by yfranklin MITRE Technique: T1071.001 | process_stop | null | null | yfranklin | condition | 6,122 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b30c3f0-ac43-404d-b93d-74e31b82ade8 | 2025-04-28T22:12:51 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: ICS Attack detected from 2.197.5.246 targeting N/A MITRE Technique: T1566.001 | Obfuscated payload detected | {
"geo_location": "Aruba",
"device_hash": "a4203ddf42a9571e492e41cd48e27446",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.1)",
"session_id": "3cfc5a16-4010-48ea-b1e9-739254cb20a1",
"risk_score": 58.94,
"confidence": 0.15
} | 2.197.5.246 | N/A | ICS Attack | SIG-6499 | Evasion | MITRE Technique: T1566.001 | Obfuscated payload detected | Palo Alto Cortex Alert: ICS Attack detected from 2.197.5.246 targeting N/A MITRE Technique: T1566.001 | Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3b9d6715-3e9f-4ae0-9b58-c2bfe1b8b3ab | 2025-03-03T04:36:20 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Bermuda",
"device_hash": "ef745b129660b83bb06cd375fe83a322",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_8; rv:1.9.3.20) Gecko/9336-02-18 15:48:41 Firefox/3.6.14",
"session_id": "4ec946a8-f9d5-4a7b-849e-05455ea3550a",
"risk_score": 15.44,
"confidence": 0.72
} | null | null | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Camera | iot-8e03aacd | 10.5 | null | null | null | null | null | null | null | null | null | null |
a9e39b28-6557-4ea0-aaa4-e9c0374468c7 | 2025-01-21T20:30:23 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SSH traffic from 116.156.155.146:34955 to 202.124.227.80:928 MITRE Technique: T1574.002 | Associated Threat Actor: Sandworm Team | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "efdbc147d2ac029e165b23daea6ae553c57976e4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "d4341548-ff25-485f-9d51-9ce8651b6377",
"risk_score": 66.85,
"confidence": 0.97
} | 116.156.155.146 | 202.124.227.80 | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Sandworm Team | Firewall log-only SSH traffic from 116.156.155.146:34955 to 202.124.227.80:928 MITRE Technique: T1574.002 | Associated Threat Actor: Sandworm Team | log-only | 200,032 | SSH | null | null | null | null | {
"baseline_deviation": 1.03,
"entropy": 6.3,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 34,955 | 928 | 2,491 | null | null | null | null | null | null | null |
eaa9c941-9c61-44e5-b55a-1dc9445cc5fb | 2025-04-05T01:46:05 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor protocol_violation MITRE Technique: T1574.002 | {
"geo_location": "Wallis and Futuna",
"device_hash": "d8eb527ace51335751dfb273023fc9576160fb63",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; tig-ER) AppleWebKit/535.34.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.34.6",
"session_id": "1c54b8a5-3082-4063-9d54-e3f820234d6d",
"risk_score": 34.38,
"confidence": 0.51
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device Sensor protocol_violation MITRE Technique: T1574.002 | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-b9dc7fd3 | 6.4 | null | null | null | null | null | null | null | null | null | null |
fd94f4e9-6dee-4a33-9843-9ef82b30eadc | 2025-01-23T08:39:54 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 156.56.118.115 to 118.248.174.237 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "0f12865cbb8d0b47c8530ba1bd0418837cf12fb7a89e25e6f7138c76ed7b654d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.0)",
"session_id": "e7ac0094-0f8c-4243-a7ae-124dab25cbc9",
"risk_score": 69.46,
"confidence": 0.74
} | 156.56.118.115 | 118.248.174.237 | null | null | null | No additional info | Network bandwidth_usage from 156.56.118.115 to 118.248.174.237 No additional info | bandwidth_usage | 190,627 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d7aa964e-3f66-4195-8e6e-1e4225d99b62 | 2025-06-08T17:47:04 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in GCP by lisacampbell No additional info | {
"geo_location": "Anguilla",
"device_hash": "2dce4aedb31367e88a1019e48d9d2333852701419bc8f30b91c702a22069019f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.1)",
"session_id": "4e99e220-e055-42b8-80e3-61105abf46bc",
"risk_score": 26.7,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by lisacampbell No additional info | container_escape | null | null | lisacampbell | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-5cb1a290 |
5ae578fd-a274-4130-8f37-83a4dd6c4e61 | 2025-02-14T06:14:03 | network | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|medium| desc=Network latency_spike from 21.70.3.141 to 97.179.180.232 Unconventional IOC: ACPI table modifications | {
"geo_location": "Turkmenistan",
"device_hash": "26b952443a24b6929ab39020a6f610167ad02797",
"user_agent": "Opera/9.93.(Windows NT 6.0; kw-GB) Presto/2.9.165 Version/10.00",
"session_id": "29777185-4c34-4b65-9df4-48155d9647f0",
"risk_score": 25.23,
"confidence": 0.09
} | 21.70.3.141 | 97.179.180.232 | null | null | null | Unconventional IOC: ACPI table modifications | Network latency_spike from 21.70.3.141 to 97.179.180.232 Unconventional IOC: ACPI table modifications | latency_spike | 121,212 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
288a6aa1-1cb8-4a7f-af8a-8119a8361cd3 | 2025-05-12T02:14:37 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /only/allow.wav by sheilaweeks No additional info | {
"geo_location": "Belarus",
"device_hash": "2ab935e366a3d7752fbedc5ad96651d216612cb8",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.4) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/52.0.851.0 Safari/533.1",
"session_id": "51c652fe-2bed-45dc-8cb2-680ea265ce76",
"risk_score": 46.33,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Endpoint driver_load /only/allow.wav by sheilaweeks No additional info | driver_load | null | null | sheilaweeks | /only/allow.wav | 2,063 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
55f809d8-427e-43a2-ab56-20ddf8593200 | 2025-06-20T10:14:42 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "42a7338c32ae7c62ae913cef74c77986e04363519f50b7981dff0b2823ecbd68",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/62.0.897.0 Mobile/17Z260 Safari/532.1",
"session_id": "42418d72-6c54-4c2d-b235-37829ffb8334",
"risk_score": 61.61,
"confidence": 0.9
} | null | null | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-e1d4152b | 2.4 | null | null | null | null | null | null | null | null | null | null |
69994be9-8779-4261-93e2-331df32fe6a5 | 2027-04-06T10:06:46 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: ICS Attack detected from 51.105.70.154 targeting 97.65.222.141 MITRE Technique: T1059.001 | {
"geo_location": "Egypt",
"device_hash": "9dadbefacbd234bf01e580652c48bb882bb296d733c2f7ee52594da30811783d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/2042-11-07 14:14:33 Firefox/9.0",
"session_id": "5ebf3a6e-2c39-4f80-bef7-f7c4a32f6845",
"risk_score": 54.24,
"confidence": 0.92
} | 51.105.70.154 | 97.65.222.141 | ICS Attack | SIG-3872 | Policy | MITRE Technique: T1059.001 | Trellix Alert: ICS Attack detected from 51.105.70.154 targeting 97.65.222.141 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
13c502c2-1b3a-4ed8-9313-f19ea17f583c | 2025-07-04T13:36:08 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /cultural/investment.webm by fscott Associated Threat Actor: Mustang Panda | {
"geo_location": "Pitcairn Islands",
"device_hash": "6dead5c0553f56b70c5d0317315a5b3b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.1)",
"session_id": "c0dd3b77-c471-4a94-8d18-68b8701dd0ba",
"risk_score": 66.61,
"confidence": 0.06
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Endpoint persistence_mechanism /cultural/investment.webm by fscott Associated Threat Actor: Mustang Panda | persistence_mechanism | null | null | fscott | /cultural/investment.webm | 502 | cmd.exe | {
"baseline_deviation": 0.94,
"entropy": 7.49,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
a783283f-b07d-43c2-b84e-26cc38df09a1 | 2025-04-01T17:16:48 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor side_channel MITRE Technique: T1486 | {
"geo_location": "Seychelles",
"device_hash": "d6e3affd584655352e268c8c4b0025b5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.28.1 (KHTML, like Gecko) Version/4.0.4 Safari/531.28.1",
"session_id": "f375cb72-3eee-4fd1-b9b7-50b6d2f986a5",
"risk_score": 18.64,
"confidence": 0.06
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Sensor side_channel MITRE Technique: T1486 | side_channel | null | null | null | null | null | null | null | Sensor | iot-6c98f5cb | 7.2 | null | null | null | null | null | null | null | null | null | null |
c9fae63e-59c4-4f59-b414-3dac307af352 | 2025-04-07T15:44:31 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Azure by monicabecker No additional info | {
"geo_location": "Monaco",
"device_hash": "d3d2d22e94ce82bf65055e627d947371",
"user_agent": "Opera/8.42.(Windows NT 6.0; ja-JP) Presto/2.9.173 Version/11.00",
"session_id": "624735e6-21dd-46fb-ad67-ff0ea095db7c",
"risk_score": 62.58,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by monicabecker No additional info | shadow_it | null | null | monicabecker | null | null | null | {
"baseline_deviation": 1.83,
"entropy": 2.65,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-2c8c4fab |
d41de989-e3c9-42fe-bdbb-4b8844f766ee | 2025-04-28T03:16:15 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 10.135.82.171 to 67.140.22.1 No additional info | {
"geo_location": "Australia",
"device_hash": "7e11a476413382fc7a43a26bedfcc00774427280",
"user_agent": "Opera/8.72.(Windows NT 5.1; ts-ZA) Presto/2.9.190 Version/10.00",
"session_id": "2bf176a6-e0e4-464e-bc61-a22ad60bbe60",
"risk_score": 67.79,
"confidence": 0.13
} | 10.135.82.171 | 67.140.22.1 | null | null | null | No additional info | Network covert_channel from 10.135.82.171 to 67.140.22.1 No additional info | covert_channel | 568,437 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
612c7b58-466d-4d2b-89fd-a6d7d665063b | 2023-01-29T00:16:10 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 178.209.176.226 to 132.127.106.225 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "c712b98305a36a96d4812d81de0196e01483fb99",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.0)",
"session_id": "ea858753-e29c-4180-8c10-db4c4300ff6a",
"risk_score": 41.81,
"confidence": 0.61
} | 178.209.176.226 | 132.127.106.225 | null | null | null | No additional info | Network covert_channel from 178.209.176.226 to 132.127.106.225 No additional info | covert_channel | 203,503 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bf5fc219-4bf0-4997-8264-4ce7149e7813 | 2028-03-30T21:01:48 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 85.1.92.81 to 4.245.225.142 No additional info noise=app | {
"geo_location": "Lesotho",
"device_hash": "a9578ba3a3f997f87a7f87430bbc89d6",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/18.0.816.0 Safari/531.0",
"session_id": "1fb019af-2092-4fe8-a571-ddae1c62ab3a",
"risk_score": 26.76,
"confidence": 0.43
} | 85.1.92.81 | 4.245.225.142 | null | null | null | No additional info | Network bandwidth_usage from 85.1.92.81 to 4.245.225.142 No additional info | bandwidth_usage | 222,634 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f91bd03c-cdba-404c-ab3b-1fb2138d57cb | 2025-06-16T22:16:34 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Micronesia",
"device_hash": "0e2202f5b24cc77acc660f745144aede",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0; rv:1.9.6.20) Gecko/8110-12-01 05:30:39 Firefox/3.6.14",
"session_id": "696e985e-c21f-490d-bf85-394b42b06535",
"risk_score": 32.18,
"confidence": 0.46
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-17d4be67 | 8.6 | null | null | null | null | null | null | null | null | null | null |
1eb97002-c6fa-4b99-8b95-f59e5bad8906 | 2025-02-19T13:42:05 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Container Escape detected from 45.134.31.184 targeting N/A No additional info | {
"geo_location": "Bhutan",
"device_hash": "7e91603ece93a60ca0ea2fc7da399e3b81eb73873645a5e9995f076c1ef9a0fe",
"user_agent": "Opera/8.31.(Windows NT 4.0; si-LK) Presto/2.9.173 Version/11.00",
"session_id": "08a1c990-faa0-4303-9cda-861a72282c95",
"risk_score": 18.81,
"confidence": 0.31
} | 45.134.31.184 | N/A | Container Escape | SIG-6511 | Evasion | No additional info | ArcSight Alert: Container Escape detected from 45.134.31.184 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29fae384-6be7-4642-aae7-6e4a54c94b3f | 2025-03-08T23:38:11 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network connection from 151.168.251.171 to 78.75.54.86 Associated Threat Actor: Leafminer | {
"geo_location": "El Salvador",
"device_hash": "1a0d70ae631c240487559a033ca9c180e26ec8190c84055491037bd60569e4c5",
"user_agent": "Opera/9.91.(Windows NT 5.0; af-ZA) Presto/2.9.171 Version/12.00",
"session_id": "bb56787c-9a2a-4837-9e96-6dbdc9573ead",
"risk_score": 64.04,
"confidence": 0.6
} | 151.168.251.171 | 78.75.54.86 | null | null | null | Associated Threat Actor: Leafminer | Network connection from 151.168.251.171 to 78.75.54.86 Associated Threat Actor: Leafminer | connection | 227,741 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5102d0ac-13d8-45b8-9983-3d3ff1c55805 | 2025-01-27T15:29:17 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for sarahharris via biometric from 12.27.244.161 No additional info | {
"geo_location": "Angola",
"device_hash": "28d6638fdb245f338bcf97a1b5d0e696",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_9 rv:5.0; kl-GL) AppleWebKit/535.31.1 (KHTML, like Gecko) Version/5.0 Safari/535.31.1",
"session_id": "cd95881e-4dc3-4543-92fc-bf199f111b76",
"risk_score": 32.42,
"confidence": 0.53
} | 12.27.244.161 | null | null | null | null | No additional info | Auth challenge for sarahharris via biometric from 12.27.244.161 No additional info | challenge | null | null | sarahharris | null | null | null | null | null | null | null | null | null | null | biometric | e0:fe:13:c5:3c:9e | null | null | null | null | null |
0ec81f21-97dd-4c11-8b54-7093ecb84a16 | 2020-12-24T18:42:11 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth timeout for andrew60 via biometric from 153.75.43.247 No additional info | {
"geo_location": "Turkey",
"device_hash": "57d5110acb4586f2447049a161bcb14e4ca3ffa25d5e34a4062dcfef34d0f3e9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.1)",
"session_id": "a87bc343-a242-4620-9e20-bb17b8914d5f",
"risk_score": 67.11,
"confidence": 0.15
} | 153.75.43.247 | null | null | null | null | No additional info | Auth timeout for andrew60 via biometric from 153.75.43.247 No additional info | timeout | null | null | andrew60 | null | null | null | null | null | null | null | null | null | null | biometric | bd:9e:01:fa:e2:aa | null | null | null | null | null |
385a249d-6b81-40c7-86ba-e3f1171c9858 | 2025-01-26T20:31:21 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: DDoS detected from 48.136.61.130 targeting 217.130.172.48 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "11fe3e43a0983a34b812c4a867c1c1c66a3fd317",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/15.0.836.0 Safari/535.1",
"session_id": "a38f2b82-de42-4073-bf9c-af294c8c5758",
"risk_score": 68.79,
"confidence": 0.71
} | 48.136.61.130 | 217.130.172.48 | DDoS | SIG-2221 | Recon | No additional info | Zeek Alert: DDoS detected from 48.136.61.130 targeting 217.130.172.48 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.74,
"entropy": 2.79,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
cfca2e9a-ec6f-4504-a085-0da25d6b7930 | 2025-06-08T17:24:34 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for warrensexton via password from 122.50.239.207 No additional info | {
"geo_location": "Mayotte",
"device_hash": "55e71720841871adf307f75a8bb8b8c17d52683a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "fba27a50-9685-4804-b22b-ce1f7102be9b",
"risk_score": 61.59,
"confidence": 0.53
} | 122.50.239.207 | null | null | null | null | No additional info | Auth failed for warrensexton via password from 122.50.239.207 No additional info | failed | null | null | warrensexton | null | null | null | null | null | null | null | null | null | null | password | d1:99:fd:4d:ca:d4 | null | null | null | null | null |
e33ebe63-ea77-4ddd-b511-29d0752dd437 | 2025-01-19T18:22:03 | ai | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by wgraham No additional info | {
"geo_location": "Dominica",
"device_hash": "a8861e1c8454c356b6dd2f95c00f6959",
"user_agent": "Opera/9.59.(Windows NT 4.0; th-TH) Presto/2.9.161 Version/12.00",
"session_id": "ab9af0d6-cc80-489a-af98-b0d78db7c08d",
"risk_score": 29.11,
"confidence": 0.48
} | null | null | null | null | null | No additional info | AI system model_access by wgraham No additional info | model_access | null | null | wgraham | null | null | null | null | null | null | null | null | null | null | null | null | model-065de15b | e60974b7b3bef4f50ff9f73ed7a75ad0b149aa16 | 6be8aeb2a45114e86f6b1c9f20586422 | null | null |
838de5bc-08aa-47cd-80db-5d6e39e0872f | 2025-03-17T11:16:17 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth bypass for thomashernandez via OAuth from 212.169.181.109 MITRE Technique: T1059.005 | {
"geo_location": "Gabon",
"device_hash": "10ddd4f923a3f2e2e51cd256214ad76e5fb9a3fe529678e803f7602533919da6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.1)",
"session_id": "69113d43-2734-4887-8a03-04b0907abd00",
"risk_score": 66.74,
"confidence": 0.89
} | 212.169.181.109 | null | null | null | null | MITRE Technique: T1059.005 | Auth bypass for thomashernandez via OAuth from 212.169.181.109 MITRE Technique: T1059.005 | bypass | null | null | thomashernandez | null | null | null | null | null | null | null | null | null | null | OAuth | e9:15:0e:9d:db:12 | null | null | null | null | null |
ce571043-16f2-4f5c-ab42-54f6da3a21f9 | 2025-02-26T07:18:59 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth timeout for pamela00 via key from 98.78.164.225 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "5b1e3a7ec14a109821f0c5bee61b06b8c0c93a40",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/13.0.893.0 Safari/531.1",
"session_id": "fe41a6d5-6b25-4dd2-84ba-04fd1bca2186",
"risk_score": 82.07,
"confidence": 0.85
} | 98.78.164.225 | null | null | null | null | No additional info | Auth timeout for pamela00 via key from 98.78.164.225 No additional info | timeout | null | null | pamela00 | null | null | null | null | null | null | null | null | null | null | key | 47:bf:90:3f:2e:5d | null | null | null | null | null |
430b1e9b-0c28-45be-9951-6900f24c5070 | 2025-05-19T12:42:44 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth failed for thomasbradley via key from 195.183.217.45 No additional info noise=prevent|development|among | {
"geo_location": "New Zealand",
"device_hash": "357f247d86faaf485ab21b12eb76464dc122daff824da4104c0f05f543e10676",
"user_agent": "Opera/8.98.(X11; Linux x86_64; st-ZA) Presto/2.9.179 Version/10.00",
"session_id": "9067333e-9997-4385-aab3-194ccf506f97",
"risk_score": 60.34,
"confidence": 0.05
} | 195.183.217.45 | null | null | null | null | No additional info | Auth failed for thomasbradley via key from 195.183.217.45 No additional info | failed | null | null | thomasbradley | null | null | null | null | null | null | null | null | null | null | key | 15:97:bf:e3:64:0b | null | null | null | null | null |
0ddb5f42-ddcb-4e1c-82fc-65c5ee382bd2 | 2025-06-30T00:10:07 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_access by nlynch No additional info noise=time|respond|against | {
"geo_location": "Cameroon",
"device_hash": "b82a22a14402dcffae039cb8d190f6f03b22e70c",
"user_agent": "Opera/9.97.(X11; Linux x86_64; bs-BA) Presto/2.9.165 Version/12.00",
"session_id": "643fbbd7-f794-4e2f-b46e-a03fa41e4d55",
"risk_score": 39.23,
"confidence": 0.19
} | null | null | null | null | null | No additional info | AI system model_access by nlynch No additional info | model_access | null | null | nlynch | null | null | null | null | null | null | null | null | null | null | null | null | model-2a626a55 | b1e5c882e6025cfad1f30fcdeb5f098a | 6d556bcc24df6afa1a32466ba37591b16c98fe24 | null | null |
a815786b-11a7-4bee-bdf0-c4df67b5979e | 2025-02-12T22:14:03 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by cholt No additional info | {
"geo_location": "China",
"device_hash": "54c719820aa62a9599d73360fb92a40b621507ba",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_2; rv:1.9.2.20) Gecko/2814-04-28 18:33:04 Firefox/3.6.6",
"session_id": "4726518d-6ad0-4527-bd60-e2dcea74cfa9",
"risk_score": 55.42,
"confidence": 0.88
} | null | null | null | null | null | No additional info | AI system membership_inference by cholt No additional info | membership_inference | null | null | cholt | null | null | null | null | null | null | null | null | null | null | null | null | model-7d8fbe51 | 39d6d0177fb3b25fd201d690bdedb851 | 2afeb1a5e0245c299bde73e565f74d556226496ab81b39a24c680fa07e8e8685 | null | null |
74d0a9f0-80f3-41a5-b830-13e456fa8d49 | 2025-02-19T20:34:31 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: Zero-Day Exploit detected from 156.105.229.133 targeting 79.90.43.226 No additional info | {
"geo_location": "Oman",
"device_hash": "a7a1a9d537172ec3518c396660cd19804da4eb42082bc06b92a6b5b7559828b5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3174-06-17 17:51:50 Firefox/11.0",
"session_id": "9e04ca68-2514-4767-8831-98ffa95a1383",
"risk_score": 45.23,
"confidence": 0.37
} | 156.105.229.133 | 79.90.43.226 | Zero-Day Exploit | SIG-5705 | Policy | No additional info | Tanium Alert: Zero-Day Exploit detected from 156.105.229.133 targeting 79.90.43.226 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b416287-ea97-4341-9f96-c3c8795d3006 | 2025-05-13T18:22:44 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Medical battery_drain MITRE Technique: T1134.001 | Unconventional IOC: Power consumption spikes noise=search | {
"geo_location": "Mayotte",
"device_hash": "dcb99bc2f0b1824e473f812acf1296e7b6e267e4dc18b7316f3c30ac8eb45432",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_0 rv:4.0; eu-FR) AppleWebKit/531.29.1 (KHTML, like Gecko) Version/4.0 Safari/531.29.1",
"session_id": "86d3a7b9-d630-4807-82a0-1719554fa0b5",
"risk_score": 14.12,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1134.001 | Unconventional IOC: Power consumption spikes | IoT device Medical battery_drain MITRE Technique: T1134.001 | Unconventional IOC: Power consumption spikes | battery_drain | null | null | null | null | null | null | null | Medical | iot-667f187b | 7.0 | null | null | null | null | null | null | null | null | null | null |
92dc5cd2-0dbe-43a5-823f-0dbda0428d16 | 2021-03-21T19:19:47 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by rebeccarowland No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "d26dfb02b20a5979dd3a290af60b60fd825a4fab",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/12.8x2286.0 Mobile/97C321 Safari/535.0",
"session_id": "4a070423-ac09-41aa-95a3-f06b3da2fab1",
"risk_score": 54.42,
"confidence": 0.41
} | null | null | null | null | null | No additional info | AI system model_inversion by rebeccarowland No additional info | model_inversion | null | null | rebeccarowland | null | null | null | null | null | null | null | null | null | null | null | null | model-051fee3a | 636eec42fa7a8165d227b673e9e687f5 | 89475ae52dc3119ef7c90992760ca3de | null | null |
1df4b744-ac66-4c65-9e38-042860ed911d | 2025-05-14T22:04:53 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /official/move.png by jillandrade MITRE Technique: T1110.003 | {
"geo_location": "Aruba",
"device_hash": "4dca9648e31df59de6387339ac111214203660f59cdb5c7691e96c3c0a39ec2f",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/32.0.861.0 Safari/535.0",
"session_id": "3176ea25-21e4-4c56-9fca-8cad906fd3ae",
"risk_score": 54.44,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint powershell_exec /official/move.png by jillandrade MITRE Technique: T1110.003 | powershell_exec | null | null | jillandrade | /official/move.png | 3,881 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9a02b92c-fc12-4958-98a5-a024d751418e | 2025-04-11T18:47:38 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by johnsonkenneth No additional info | {
"geo_location": "Macao",
"device_hash": "bb176678dc5e5f14f78a1c982fcc1a8963c546ba2e0c8984214e8594f3116480",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/6118-09-06 03:02:06 Firefox/3.6.1",
"session_id": "5de058c9-f4d9-41a1-920e-5a6f92305431",
"risk_score": 39.86,
"confidence": 0.81
} | null | null | null | null | null | No additional info | AI system adversarial_input by johnsonkenneth No additional info | adversarial_input | null | null | johnsonkenneth | null | null | null | null | null | null | null | null | null | null | null | null | model-8a30ee8a | 37795c362d573fe1023336ccf1715188 | 4cf66bb199c65cb23017838ef9e375f65255ba6b | null | null |
31f0a427-47a7-4f48-abf5-e7fe48bfd76d | 2025-05-03T06:44:18 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: XSS detected from 152.214.174.58 targeting 10.252.204.163 MITRE Technique: T1059.001 | {
"geo_location": "North Korea",
"device_hash": "df14f1b2ad3926d02823022c73ecb4c7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/20.0.823.0 Mobile/51X682 Safari/533.1",
"session_id": "1d25b1e9-1c9c-4733-beaa-31502e2e6057",
"risk_score": 23.77,
"confidence": 0.69
} | 152.214.174.58 | 10.252.204.163 | XSS | SIG-6306 | Recon | MITRE Technique: T1059.001 | Trellix Alert: XSS detected from 152.214.174.58 targeting 10.252.204.163 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f3d6ea15-d59f-4ca8-91a0-0abca3cf9e89 | 2025-03-08T15:31:34 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system model_access by marymora No additional info | {
"geo_location": "Jordan",
"device_hash": "a5c0abbff854bb210926a9e1744fb96e5818c927d47699abef478aa3fc594351",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; byn-ER; rv:1.9.0.20) Gecko/5559-09-15 21:43:56 Firefox/3.8",
"session_id": "58a5f3bd-2cb8-49d3-925b-2a73a81d9ab3",
"risk_score": 47.36,
"confidence": 0.63
} | null | null | null | null | null | No additional info | AI system model_access by marymora No additional info | model_access | null | null | marymora | null | null | null | null | null | null | null | null | null | null | null | null | model-a2d974c3 | 7d8e53b73dd3102693b94f86343af7e342f0b316b7cb0c37f32e21309cd82d1f | ae35f21ef82da85972024b1d31052926 | null | null |
d17ae736-4c8f-4500-92d7-40d086d7f8ec | 2025-04-04T06:37:57 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for josephsanchez via passwordless from 139.0.227.232 No additional info noise=UmVzcG9uc2Uu | {
"geo_location": "Djibouti",
"device_hash": "1ea2785b756f0af55c0f97b954e4044a",
"user_agent": "Opera/8.59.(Windows NT 5.1; hsb-DE) Presto/2.9.172 Version/12.00",
"session_id": "78507c28-af19-46cf-bb62-0baada377af7",
"risk_score": 54.37,
"confidence": 0.68
} | 139.0.227.232 | null | null | null | null | No additional info | Auth locked for josephsanchez via passwordless from 139.0.227.232 No additional info | locked | null | null | josephsanchez | null | null | null | null | null | null | null | null | null | null | passwordless | 34:da:0f:f0:1d:c2 | null | null | null | null | null |
8b9c4bca-e1b6-4f8c-89cc-03076ed661fd | 2025-07-09T14:50:41 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation Associated Threat Actor: Mustang Panda | Unconventional IOC: CPU microcode changes | {
"geo_location": "Bermuda",
"device_hash": "66087d70a08413fc44b2d3113dab62df",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.1)",
"session_id": "684b25cc-789c-4189-ac7c-bc0387a83101",
"risk_score": 28.33,
"confidence": 0.27
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Unconventional IOC: CPU microcode changes | IoT device HVAC protocol_violation Associated Threat Actor: Mustang Panda | Unconventional IOC: CPU microcode changes | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-7c5dee79 | 2.6 | null | null | null | null | null | null | null | null | null | null |
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