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 | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3e8fe62e-8414-4a42-9fc9-ed1a5d8e2acf | 2025-04-28T20:27:49 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTP traffic from 97.20.36.188:447 to 211.224.183.245:631 No additional info | {
"geo_location": "Iran",
"device_hash": "c5e6e4bbac1be9cadedb8c7f90b64cab7391141980e65f2209e2fab8e73d7a83",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/18.1y6565.0 Mobile/66E861 Safari/534.0",
"session_id": "79007b6b-434e-4dda-8af8-dd4ccdc35... | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 97.20.36.188:447 to 211.224.183.245:631 No additional info | null | null | null | null | 97.20.36.188 | 211.224.183.245 | null | null | null | null | null | null | null | null | 447 | 631 | HTTP | 733,498 | 907 | null | null |
6848c982-caff-4db6-9880-7c4b687cda05 | 2025-04-29T18:15:43 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by mjames No additional info noise=4C93F2AE | {
"geo_location": "Zimbabwe",
"device_hash": "b9bde836056ddb67087f2e0c6bbf4206",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.1)",
"session_id": "71cf4a0e-51a7-4282-80b7-c1fdc9329d1c",
"risk_score": 39.77,
"confidence": 0.83
} | mjames | fine_tuning | null | null | null | No additional info | AI system fine_tuning by mjames No additional info | null | null | null | null | null | null | null | null | null | null | null | model-77724784 | d85180698466f96f904bdfb8b045ab84 | 2d35cf4af9bdd1723cc4e00f24c84982300ad0808f659cd43eaaf6d6bda67cf3 | null | null | null | null | null | null | null |
f86b27cb-9e52-4c0b-b1cd-4c74b697cf3e | 2025-05-21T10:48:45 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only SSH traffic from 217.0.8.164:232 to 221.32.197.170:412 MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected | {
"geo_location": "Pitcairn Islands",
"device_hash": "a5852078f4067afdcc3dbb137a40375bea951c17fa283ffb5a95bbc7b187d98c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.1)",
"session_id": "8247e331-1505-419e-b8dc-ea9a38cc924c",
"risk_score": 71.21,
"confidence": 0.81
} | null | log-only | null | null | null | MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected | Firewall log-only SSH traffic from 217.0.8.164:232 to 221.32.197.170:412 MITRE Technique: T1547.001 | Geo anomaly: Impossible travel detected | null | null | null | null | 217.0.8.164 | 221.32.197.170 | null | null | null | null | null | null | null | null | 232 | 412 | SSH | 156,332 | 3,404 | null | null |
9b93e97b-f155-47b7-bfaa-e368edcc7a10 | 2025-05-03T06:07:52 | ids_alert | Microsoft Sentinel v1.0.0 | emergency | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Microsoft Sentinel Alert: Zero-Day Exploit detected from 161.244.213.167 targeting 182.64.162.123 Unconventional IOC: Quantum random number deviations | {
"geo_location": "United Kingdom",
"device_hash": "3f7becb98ece24856d7f0709690260dd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.1)",
"session_id": "9ddb6ee2-1fb4-4386-8215-9fc3fcbc5472",
"risk_score": 55.94,
"confidence": 0.75
} | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | Microsoft Sentinel Alert: Zero-Day Exploit detected from 161.244.213.167 targeting 182.64.162.123 Unconventional IOC: Quantum random number deviations | null | null | null | null | 161.244.213.167 | 182.64.162.123 | Zero-Day Exploit | SIG-1627 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
2489b075-b228-46a3-8fdc-f4a61ff688df | 2025-05-28T20:21:46 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by briana53 No additional info | {
"geo_location": "Swaziland",
"device_hash": "a99e08a5b73eef92d05485684d633a9bd4a0403c3a5cfc3afb01134e52643f6a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_3) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/37.0.886.0 Safari/532.1",
"session_id": "b3aba6ba-ab9f-4c04-86d6-c9d488fdba48",
"risk_sc... | briana53 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by briana53 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-533d1986 | 71708202fe687ffda72ca2e97f585d4b | 7c8ec616b1de0acaaaf5f7a88347c1c3 | null | null | null | null | null | null | null |
5b18dfb5-5774-4eb2-aec6-b4d8291fbbc0 | 2025-04-25T14:53:05 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 84.105.200.91:764 to 159.166.151.51:58277 MITRE Technique: T1190 | {
"geo_location": "Sri Lanka",
"device_hash": "53cd99d94d9c4413c4df58defee46dd3bb71447cde572c6951e2f0ea2be7fcf4",
"user_agent": "Opera/9.10.(X11; Linux i686; bhb-IN) Presto/2.9.181 Version/11.00",
"session_id": "569a638d-5171-446d-af47-358f75eefa41",
"risk_score": 36.49,
"confidence": 0.39
} | null | drop | null | null | null | MITRE Technique: T1190 | Firewall drop DNS traffic from 84.105.200.91:764 to 159.166.151.51:58277 MITRE Technique: T1190 | null | null | null | null | 84.105.200.91 | 159.166.151.51 | null | null | null | null | null | null | null | null | 764 | 58,277 | DNS | 98,177 | 1,803 | null | null |
336d2ecf-e360-46a7-8aac-273d2d0b28d8 | 2025-03-30T10:32:02 | 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: Cloud API Abuse detected from 60.33.12.164 targeting N/A No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "ce735b370c39b689f58fd706e09ed5d8",
"user_agent": "Opera/9.22.(Windows 98; ps-AF) Presto/2.9.181 Version/11.00",
"session_id": "e05043b5-f6df-485e-abdf-cd6c3b148f94",
"risk_score": 44.7,
"confidence": 0.62
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Cloud API Abuse detected from 60.33.12.164 targeting N/A No additional info | null | null | null | null | 60.33.12.164 | N/A | Cloud API Abuse | SIG-6658 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a38e9046-f519-481d-bf45-6d6c4e93de8e | 2025-02-21T14:08:22 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper MITRE Technique: T1053.005 | {
"geo_location": "Tokelau",
"device_hash": "2049fe878785c8fb6011c342a5f1599c601baf68",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3 rv:4.0; wa-BE) AppleWebKit/531.29.5 (KHTML, like Gecko) Version/5.0.5 Safari/531.29.5",
"session_id": "74c4001d-4987-4aa0-a262-0596d9244e3f",
"risk_score": 63.12... | null | physical_tamper | null | null | null | MITRE Technique: T1053.005 | IoT device Camera physical_tamper MITRE Technique: T1053.005 | null | Camera | iot-c751eacf | 1.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2eb37177-033c-492f-a56b-89952402ecfe | 2025-03-17T21:35:36 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 99.57.247.9 to 198.138.253.171 MITRE Technique: T1566.001 | {
"geo_location": "Palestinian Territory",
"device_hash": "d2439dd5ad976f67d2a6786ab64ff1b845073650",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.1)",
"session_id": "49692287-af51-4671-b470-9f5b362e8c22",
"risk_score": 61.77,
"confidence": 0.36
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1566.001 | Network protocol_anomaly from 99.57.247.9 to 198.138.253.171 MITRE Technique: T1566.001 | null | null | null | null | 99.57.247.9 | 198.138.253.171 | null | null | null | null | null | null | null | null | null | null | TCP | 18,372 | null | null | null |
b9081be7-3624-4732-88b7-108b48fa6141 | 2022-09-20T21:42:29 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 10.131.95.6 to 6.28.190.219 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "f1b93c0ebef5b26f02c515ef033760e6",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; ps-AF; rv:1.9.1.20) Gecko/4851-11-12 03:46:26 Firefox/11.0",
"session_id": "69c3cee1-12a9-4661-8655-a929cbc2bd86",
"risk_score": 32.27,
"confidence": 0.31
... | null | beaconing | null | null | null | No additional info | Network beaconing from 10.131.95.6 to 6.28.190.219 No additional info | null | null | null | null | 10.131.95.6 | 6.28.190.219 | null | null | null | null | null | null | null | null | null | null | ICMP | 240,471 | null | null | null |
e4884116-1334-400a-96ff-4277ef7b8496 | 2025-02-06T13:00:23 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth bypass for sandra67 via key from 141.55.122.112 MITRE Technique: T1574.002 | {
"geo_location": "Indonesia",
"device_hash": "bb1450150c4e5a00cca7ae86a8d56f23f66575d2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7; rv:1.9.3.20) Gecko/2235-04-18 08:33:31 Firefox/3.8",
"session_id": "0c9788e8-7db2-42e1-b3db-4668262f4547",
"risk_score": 47.36,
"confidence": 0.97
} | sandra67 | bypass | null | null | null | MITRE Technique: T1574.002 | Auth bypass for sandra67 via key from 141.55.122.112 MITRE Technique: T1574.002 | null | null | null | null | 141.55.122.112 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 8f:dd:62:41:9a:d8 |
29cb38b5-4089-477f-bbf8-7263d368ccb7 | 2025-03-07T15:30:47 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for pmurphy via biometric from 10.129.149.93 No additional info noise=4A76BB8E | {
"geo_location": "Senegal",
"device_hash": "d86fd0db254ab6124e127810c6c721c0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "11cdb0f4-d768-4e64-8067-298d84a63066",
"risk_score": 34.64,
"confidence": 0.37
} | pmurphy | bypass | null | null | null | No additional info | Auth bypass for pmurphy via biometric from 10.129.149.93 No additional info | null | null | null | null | 10.129.149.93 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 24:6d:e4:b5:fe:e0 |
5cb1cd03-7f39-4797-97a7-2a58d4f8662c | 2025-01-16T09:32:25 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 223.177.195.194 to 28.234.199.164 No additional info noise=Q2hhaXIu | {
"geo_location": "China",
"device_hash": "cc8a29f8a2f1452fd0276f1a255b10a9fd897d7f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.1)",
"session_id": "7573cdc9-6d2e-4d56-a50f-d306bb7d0502",
"risk_score": 38.42,
"confidence": 0.89
} | null | disconnection | null | null | null | No additional info | Network disconnection from 223.177.195.194 to 28.234.199.164 No additional info | null | null | null | null | 223.177.195.194 | 28.234.199.164 | null | null | null | null | null | null | null | null | null | null | UDP | 981,595 | null | null | null |
f820c8e0-756d-4ac4-8dde-10a451438758 | 2025-04-17T02:56:57 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for hebertlinda via SAML from 102.77.5.19 MITRE Technique: T1110.003 noise=time|bed|someone | {
"geo_location": "Bangladesh",
"device_hash": "a08b8c596930450d90180536020852270b2fa8e6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.18.7 (KHTML, like Gecko) Version/5.0.4 Safari/535.18.7",
"session_id": "f16796ae-d9a0-4602-a8ba-e394dcaa8c38",
"risk_score": 23.71,
"confidence":... | hebertlinda | timeout | null | null | null | MITRE Technique: T1110.003 | Auth timeout for hebertlinda via SAML from 102.77.5.19 MITRE Technique: T1110.003 | null | null | null | null | 102.77.5.19 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | f0:3a:26:75:f6:1f |
a9719989-d4de-463e-9363-4532f709f28b | 2025-07-08T13:38:56 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by qowen MITRE Technique: T1218.011 | {
"geo_location": "Botswana",
"device_hash": "d4cc3195010b013e5b11fc5bf4bea716adab9c02",
"user_agent": "Opera/9.58.(X11; Linux i686; ln-CD) Presto/2.9.190 Version/11.00",
"session_id": "e33654c1-a70f-4e70-a1a1-bcf81fd54887",
"risk_score": 83.64,
"confidence": 0.29
} | qowen | api_abuse | null | null | null | MITRE Technique: T1218.011 | Cloud api_abuse in GCP by qowen MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | GCP | res-2357d8d8 | null | null | null | null | null | null | null | null | null | null |
83e20823-22ef-4265-92cc-7418368d643f | 2025-06-26T03:23:00 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for montoyaemily via SAML from 10.228.221.50 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Dominica",
"device_hash": "e36aacb2484362c5d5fa5f27f649aed11f117d9d",
"user_agent": "Opera/9.89.(Windows NT 5.2; zh-HK) Presto/2.9.187 Version/12.00",
"session_id": "de815801-ca1c-47fa-81dc-cbb36cf71f83",
"risk_score": 46.77,
"confidence": 0.36
} | montoyaemily | locked | null | null | null | Unconventional IOC: GPU memory artifacts | Auth locked for montoyaemily via SAML from 10.228.221.50 Unconventional IOC: GPU memory artifacts | null | null | null | null | 10.228.221.50 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 80:87:49:54:24:41 |
c033a638-ffb2-4b10-975b-90a389fb9c70 | 2025-03-19T07:44:50 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Credential Stuffing detected from 53.66.134.203 targeting 32.168.190.74 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "cd0cfb3e77be86c6afc54f0f2097a62cb6a449dd48f3c9919509145309692ad4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.1)",
"session_id": "20828d7a-299c-4321-b8b2-eeb0eb906c99",
"risk_score": 51.93,
"confidence": 0.66
... | null | null | null | null | null | No additional info | Trellix Alert: Credential Stuffing detected from 53.66.134.203 targeting 32.168.190.74 No additional info | null | null | null | null | 53.66.134.203 | 32.168.190.74 | Credential Stuffing | SIG-7053 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
efa32b4e-86a8-4046-918e-eafdf8985391 | 2025-04-15T02:08:18 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Kiribati",
"device_hash": "25848b93ccb93fb1f25ad8dfd0c6b2ec",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.1)",
"session_id": "3d762fbe-728f-470e-86a6-68e52e7cc483",
"risk_score": 0,
"confidence": 0.9
} | null | battery_drain | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | null | Sensor | iot-8778d6bd | 5.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ceacee2-18f1-47c7-96af-e4a0ebd1de34 | 2025-04-25T09:30:54 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection No additional info noise=categories/category | {
"geo_location": "Argentina",
"device_hash": "45b3490a8c47987b93e4a7e358753eff20d87bca",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/52.0.898.0 Safari/532.0",
"session_id": "dc3bbaa4-e45a-4940-9370-bce095065768",
"risk_score": 30.59,
"confid... | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-a435b4f3 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
67c0c73f-da14-4469-b99f-6460d0fbcaf3 | 2025-05-17T06:15:50 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /vote/pull.numbers by sparksjacob MITRE Technique: T1547.001 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "deba17f093c2be2488ad0fed499f2d4b807d09663485290dc0418579ac2fa2fe",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2; rv:1.9.3.20) Gecko/7288-11-19 09:04:17 Firefox/3.6.13",
"session_id": "40285975-9668-4b25-9dd5-b5c6e7c99695",
"risk_score"... | sparksjacob | memory_injection | /vote/pull.numbers | 2,478 | explorer.exe | MITRE Technique: T1547.001 | Endpoint memory_injection /vote/pull.numbers by sparksjacob MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6bbf27cd-ce2c-49dc-b65a-55a94130ddb8 | 2025-03-31T10:39:54 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTP traffic from 10.150.48.197:893 to 106.193.128.40:101 No additional info noise=U3BlY2lmaWMu | {
"geo_location": "Syrian Arab Republic",
"device_hash": "255f3688840ba6e79132571fb8fbe038c2c0b1771677fcec2c5a50048ec0e726",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/53.0.816.0 Safari/533.1",
"session_id": "72c3b59c-3827-4a51-a372-29e338981fc9",
"risk_score"... | null | inspect | null | null | null | No additional info | Firewall inspect HTTP traffic from 10.150.48.197:893 to 106.193.128.40:101 No additional info | null | null | null | null | 10.150.48.197 | 106.193.128.40 | null | null | null | null | null | null | null | null | 893 | 101 | HTTP | 243,227 | 1,184 | null | null |
88def72f-bbcc-4995-9816-52b73aee5354 | 2025-02-02T03:49:35 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for ocooper via MFA from 10.239.75.116 No additional info | {
"geo_location": "Jersey",
"device_hash": "9745da1b7f07d24d6dc024b615f8795072a7f565723a639234cb075d683b7406",
"user_agent": "Opera/8.54.(X11; Linux x86_64; st-ZA) Presto/2.9.182 Version/12.00",
"session_id": "123a50cd-c28f-4ecb-9e9f-481103699a66",
"risk_score": 15.31,
"confidence": 0.67
} | ocooper | timeout | null | null | null | No additional info | Auth timeout for ocooper via MFA from 10.239.75.116 No additional info | null | null | null | null | 10.239.75.116 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 57:76:3e:06:ab:d3 |
4ac77beb-b6b8-4f32-87b7-e8aab0ecb4d8 | 2025-03-01T00:32:07 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 11.26.228.249 to 220.186.254.119 No additional info | {
"geo_location": "Tokelau",
"device_hash": "1666d025bfdcf94e42c7d4da046b8b7128633680",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_4; rv:1.9.2.20) Gecko/6014-08-16 00:12:05 Firefox/3.8",
"session_id": "e3f82a23-5dd7-42f4-bba8-054d7de24070",
"risk_score": 60.55,
"confidence": 0.03
} | null | disconnection | null | null | null | No additional info | Network disconnection from 11.26.228.249 to 220.186.254.119 No additional info | null | null | null | null | 11.26.228.249 | 220.186.254.119 | null | null | null | null | null | null | null | null | null | null | ICMP | 700,130 | null | null | null |
b2030169-7e96-44e3-a43e-9cf8b6dc6761 | 2025-04-07T02:08:35 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by ohughes No additional info | {
"geo_location": "Tajikistan",
"device_hash": "612202b4cbbb548b64f38c9ac7fa9bc9",
"user_agent": "Opera/9.67.(Windows NT 5.01; cv-RU) Presto/2.9.160 Version/10.00",
"session_id": "9bb58b1c-d20b-42a4-b05c-1969b42cc439",
"risk_score": 80.93,
"confidence": 0.3
} | ohughes | model_inversion | null | null | null | No additional info | AI system model_inversion by ohughes No additional info | null | null | null | null | null | null | null | null | null | null | null | model-85a3aff0 | 302d2b18f5a737952bc2e62751f97867 | 0d7ebc601f4b38bc8be089b91932a820 | null | null | null | null | null | null | null |
e16d175f-31fd-4b48-af12-415807dc2375 | 2025-02-26T01:34:18 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Bahrain",
"device_hash": "97f1b02a4ba6578778b6e68b19d272155a6cb4a7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/4.0)",
"session_id": "1a90a0db-8d9e-4be1-8fb2-50be68af03e9",
"risk_score": 37.88,
"confidence": 0.37
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-9466fc31 | 9.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7cae543d-85da-4c34-9b02-aa6ebcacbefb | 2025-05-23T09:20:07 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine RDP traffic from 10.5.116.176:23701 to 155.218.16.83:8054 No additional info noise=0C75487B | {
"geo_location": "Swaziland",
"device_hash": "406fbe0fb9b1bd7b4c766e9fc585da95",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/11.8v8404.0 Mobile/22C906 Safari/531.1",
"session_id": "e84d27e6-eacf-46f8-9b6f-c4bdddcd90f8",
"risk_score": 46.89,
... | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 10.5.116.176:23701 to 155.218.16.83:8054 No additional info | {
"baseline_deviation": 2.86,
"entropy": 7.34,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 10.5.116.176 | 155.218.16.83 | null | null | null | null | null | null | null | null | 23,701 | 8,054 | RDP | 7,732 | 3,094 | null | null |
48cee763-e42d-4fd8-b187-5893daa5609f | 2025-07-02T02:23:04 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 147.9.21.170:7535 to 87.51.8.92:715 No additional info | {
"geo_location": "Palau",
"device_hash": "c0e2c146fc01d603329ec01b22db2a15",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_8 rv:2.0; it-CH) AppleWebKit/534.17.1 (KHTML, like Gecko) Version/4.0.2 Safari/534.17.1",
"session_id": "a0ca3472-6699-4538-ac8e-ea69db1643b3",
"risk_score": 43.4,
"conf... | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 147.9.21.170:7535 to 87.51.8.92:715 No additional info | null | null | null | null | 147.9.21.170 | 87.51.8.92 | null | null | null | null | null | null | null | null | 7,535 | 715 | DNS | 416,374 | 2,019 | null | null |
5b95a0dd-296a-4414-985b-ccc72f33f323 | 2025-06-09T14:24:22 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall deny ICMP traffic from 122.86.192.227:43081 to 25.180.56.152:6 No additional info | {
"geo_location": "Egypt",
"device_hash": "0497de08197ee2c605c7aa73c22e116828e6bae4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "ece688ba-0759-4e64-82dc-7e67983687e0",
"risk_score": 35.44,
"confidence": 0.21
} | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 122.86.192.227:43081 to 25.180.56.152:6 No additional info | null | null | null | null | 122.86.192.227 | 25.180.56.152 | null | null | null | null | null | null | null | null | 43,081 | 6 | ICMP | 253,575 | 2,010 | null | null |
20c319b9-b3f4-40c2-9495-c3a56724d962 | 2025-01-29T03:13:08 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTP traffic from 170.244.183.158:18142 to 43.3.35.228:973 No additional info | {
"geo_location": "French Guiana",
"device_hash": "0fb4b60396d3172cb029a20c207dd125",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; te-IN) AppleWebKit/533.42.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.42.4",
"session_id": "06e84fca-b375-4d18-8bd4-4a8f9df817c8",
"risk_... | null | log-only | null | null | null | No additional info | Firewall log-only HTTP traffic from 170.244.183.158:18142 to 43.3.35.228:973 No additional info | null | null | null | null | 170.244.183.158 | 43.3.35.228 | null | null | null | null | null | null | null | null | 18,142 | 973 | HTTP | 515,592 | 1,296 | null | null |
8db491f8-2d45-40e9-80e5-c0d1c476bd67 | 2025-03-24T08:21:56 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth locked for brussell via password from 70.43.73.44 MITRE Technique: T1204.002 | {
"geo_location": "Isle of Man",
"device_hash": "bc30e335ed203826cbe8f02d1a064007",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/47.0.877.0 Safari/536.2",
"session_id": "679e0d1d-03e8-46aa-a74b-ef0a07b9f4e3",
"risk_score": 50.42,
"confidence": 0.37
} | brussell | locked | null | null | null | MITRE Technique: T1204.002 | Auth locked for brussell via password from 70.43.73.44 MITRE Technique: T1204.002 | null | null | null | null | 70.43.73.44 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 58:b6:bf:ef:ec:16 |
5515bd66-ecb0-4185-873c-5b277127d268 | 2025-03-10T21:03:16 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network connection from 107.224.135.218 to 41.159.108.189 No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "8a3c4c1ef4fe86827e4616308ca4278a97f65322",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_9 rv:5.0; nn-NO) AppleWebKit/531.18.1 (KHTML, like Gecko) Version/4.0.3 Safari/531.18.1",
"session_id": "a6307d02-266f-4df6-b497-e62056c40163",
"risk_s... | null | connection | null | null | null | No additional info | Network connection from 107.224.135.218 to 41.159.108.189 No additional info | null | null | null | null | 107.224.135.218 | 41.159.108.189 | null | null | null | null | null | null | null | null | null | null | ICMP | 874,196 | null | null | null |
e925d6ac-700a-4dbc-98e4-80c717fa1bac | 2025-01-22T22:13:47 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in AWS by francishenderson Associated Threat Actor: Equation Group | {
"geo_location": "Luxembourg",
"device_hash": "9d30a67cdcc0b310aed7d349fdf119dc33396460",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "47307bed-3c7a-40de-a50e-47dd54bbdc3f",
"risk_score": 65.36,
"confidence": 0.45
} | francishenderson | api_abuse | null | null | null | Associated Threat Actor: Equation Group | Cloud api_abuse in AWS by francishenderson Associated Threat Actor: Equation Group | {
"baseline_deviation": 0.69,
"entropy": 2.23,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-54b09b31 | null | null | null | null | null | null | null | null | null | null |
5d0eddb8-7ec5-4f1a-831b-c05c3473f47d | 2025-03-07T02:15:20 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /pay/job.png by zachary41 No additional info | {
"geo_location": "Guernsey",
"device_hash": "c5a828ab344e102a418f68da0f240751",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; tk-TM; rv:1.9.0.20) Gecko/2425-06-06 10:19:11 Firefox/11.0",
"session_id": "99d1e2c5-a483-4ddb-9c35-e0fc3afc3167",
"risk_score": 68,
"confidence": 0.4
} | zachary41 | service_install | /pay/job.png | 4,553 | svchost.exe | No additional info | Endpoint service_install /pay/job.png by zachary41 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2b61b80-5cd0-4028-95b3-d93c836470ec | 2025-05-03T09:24:42 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network beaconing from 25.86.46.237 to 10.20.154.243 MITRE Technique: T1566.001 | Associated Threat Actor: DarkSide | {
"geo_location": "Niue",
"device_hash": "73f28aead96dda073774f84a8126ffe1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/9190-09-29 02:42:42 Firefox/3.8",
"session_id": "b0a0773f-b6db-47a8-8344-11834aed50a2",
"risk_score": 55.7,
"confidence": 0.8
} | null | beaconing | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: DarkSide | Network beaconing from 25.86.46.237 to 10.20.154.243 MITRE Technique: T1566.001 | Associated Threat Actor: DarkSide | null | null | null | null | 25.86.46.237 | 10.20.154.243 | null | null | null | null | null | null | null | null | null | null | HTTPS | 725,117 | null | null | null |
3d4ff5f9-c2a4-4262-9002-04667fee3130 | 2025-03-17T23:29:40 | ids_alert | FireEye HX v4.5.0 | emergency | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=FireEye HX Alert: AI Model Poisoning detected from 208.104.1.10 targeting 40.10.9.189 No additional info | {
"geo_location": "Chad",
"device_hash": "7c7b7d49a3eb7d7fc8b681e31d7765da",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_6 rv:2.0; nb-NO) AppleWebKit/533.2.4 (KHTML, like Gecko) Version/4.0.1 Safari/533.2.4",
"session_id": "da935328-7824-4907-8361-445c7d878c29",
"risk_score": 75.2,
"confiden... | null | null | null | null | null | No additional info | FireEye HX Alert: AI Model Poisoning detected from 208.104.1.10 targeting 40.10.9.189 No additional info | null | null | null | null | 208.104.1.10 | 40.10.9.189 | AI Model Poisoning | SIG-2730 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
0b8a565b-6dd0-4e61-911b-b91208d5e818 | 2025-03-10T04:48:00 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by adrian82 No additional info | {
"geo_location": "Egypt",
"device_hash": "b12d937e7fe6e8073d7e360b149276a3",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; os-RU; rv:1.9.1.20) Gecko/9863-04-22 05:43:06 Firefox/3.6.19",
"session_id": "5674e057-d20f-4e7b-acea-e63fb18d4619",
"risk_score": 89.84,
"confidence": 0.33
} | adrian82 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by adrian82 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-193fbb52 | 452c760be57c842da9762b10444554f9 | ec67561548ba4806739f77c323fe32fa86cdeccdd30da51d6312b2cb0d0f1a3e | null | null | null | null | null | null | null |
5e6727e9-8271-4fe6-bc36-ee5e90e78abc | 2025-05-20T00:02:59 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: MFA Bypass detected from 23.208.72.122 targeting N/A MITRE Technique: T1059.005 | {
"geo_location": "Malta",
"device_hash": "b2243b909200f146c1f3e102d90d53631fd02b87",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mi-NZ) AppleWebKit/535.18.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6535.18.4",
"session_id": "e6352453-76ab-4037-aded-ec8151f4d141",
"risk_... | null | null | null | null | null | MITRE Technique: T1059.005 | OSSEC Alert: MFA Bypass detected from 23.208.72.122 targeting N/A MITRE Technique: T1059.005 | null | null | null | null | 23.208.72.122 | N/A | MFA Bypass | SIG-8743 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
644ec2af-e91c-4bfb-b4a8-fc53fa462b45 | 2025-07-07T02:34:11 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine TCP traffic from 146.17.251.68:300 to 43.235.124.121:465 MITRE Technique: T1204.002 noise=V29ycnkgdG8u | {
"geo_location": "Canada",
"device_hash": "58cfccad41b55a59ed7c59e978bdf8a9b3e5d0bae763fd5dc4dad574fbbf3cfc",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/19.0.804.0 Safari/533.1",
"session_id": "d975c5c3-3bcb-4845-93ff-5653598344d6",
"risk_score": 59.8,
"confi... | null | quarantine | null | null | null | MITRE Technique: T1204.002 | Firewall quarantine TCP traffic from 146.17.251.68:300 to 43.235.124.121:465 MITRE Technique: T1204.002 | null | null | null | null | 146.17.251.68 | 43.235.124.121 | null | null | null | null | null | null | null | null | 300 | 465 | TCP | 362,703 | 2,147 | null | null |
2be31d78-b10d-40a9-b717-5a9d401c412f | 2025-04-28T10:43:46 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow ICMP traffic from 21.147.226.255:50028 to 219.230.189.81:659 MITRE Technique: T1218.011 | {
"geo_location": "Saudi Arabia",
"device_hash": "d1e42826cf9d8c912bd7b4370659a341",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.1)",
"session_id": "107b782a-7378-4b26-8b81-a5bdd55773c3",
"risk_score": 35.63,
"confidence": 0.5
} | null | allow | null | null | null | MITRE Technique: T1218.011 | Firewall allow ICMP traffic from 21.147.226.255:50028 to 219.230.189.81:659 MITRE Technique: T1218.011 | {
"baseline_deviation": 0.73,
"entropy": 6.34,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 21.147.226.255 | 219.230.189.81 | null | null | null | null | null | null | null | null | 50,028 | 659 | ICMP | 677,882 | 1,099 | null | null |
9695a028-5be7-4236-af7f-586dd4dcf268 | 2025-04-01T09:03:58 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in AWS by jonesjoel MITRE Technique: T1134.001 | {
"geo_location": "Lebanon",
"device_hash": "73f0cc37868a0fec98364b435510688b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_4; rv:1.9.4.20) Gecko/8909-07-04 00:40:11 Firefox/3.6.3",
"session_id": "55682935-5d22-4790-a4cd-c020f27c3e8d",
"risk_score": 20.86,
"confidence": 0.34
} | jonesjoel | config_change | null | null | null | MITRE Technique: T1134.001 | Cloud config_change in AWS by jonesjoel MITRE Technique: T1134.001 | {
"baseline_deviation": 2.02,
"entropy": 5.04,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-8db23123 | null | null | null | null | null | null | null | null | null | null |
47f7c7ef-5f61-4288-a031-50fa996db24f | 2025-03-27T22:10:06 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: Supply Chain Compromise detected from 140.31.139.29 targeting 155.127.33.34 MITRE Technique: T1110.003 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "c2421813a9a5d205efdc25cca88892be8e06547ec1a427fbe4f3590b48554203",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_3) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/36.0.821.0 Safari/532.0",
"session_id": "158c613d-883c-40bd-8c30-6f0be5f03483",
... | null | null | null | null | null | MITRE Technique: T1110.003 | CrowdStrike Alert: Supply Chain Compromise detected from 140.31.139.29 targeting 155.127.33.34 MITRE Technique: T1110.003 | null | null | null | null | 140.31.139.29 | 155.127.33.34 | Supply Chain Compromise | SIG-5130 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
8aa83104-2037-4440-a277-8e53d6f038fd | 2025-06-26T16:53:03 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny RDP traffic from 10.155.252.153:58628 to 121.127.194.138:99 No additional info | {
"geo_location": "Togo",
"device_hash": "c1743cb8c586d387956afbd31bfc628e91fd3ae3",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/33.0.814.0 Safari/532.1",
"session_id": "046557f0-7d0c-4007-9eb6-548da666af42",
"risk_score": 75.99,
"confidence"... | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 10.155.252.153:58628 to 121.127.194.138:99 No additional info | {
"baseline_deviation": 1.57,
"entropy": 3.85,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 10.155.252.153 | 121.127.194.138 | null | null | null | null | null | null | null | null | 58,628 | 99 | RDP | 713,960 | 65 | null | null |
862016d2-2355-435d-8f1e-96ece1f00fc8 | 2025-04-05T13:33:56 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 118.153.106.219 to 87.59.24.48 No additional info | {
"geo_location": "Belize",
"device_hash": "fdf4ca1f917724e8fed8b804f9ca29840185a4b5d26fff6d2474a278c8092bd9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_8 rv:6.0; wa-BE) AppleWebKit/532.42.5 (KHTML, like Gecko) Version/4.0.1 Safari/532.42.5",
"session_id": "91a4a444-9160-4d81-a529-1ec0cac58852... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 118.153.106.219 to 87.59.24.48 No additional info | null | null | null | null | 118.153.106.219 | 87.59.24.48 | null | null | null | null | null | null | null | null | null | null | HTTP | 872,205 | null | null | null |
7b24669c-d559-4a8a-957b-dd1a693e328e | 2025-07-08T20:10:19 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system api_abuse by phillip80 MITRE Technique: T1078.004 | {
"geo_location": "Philippines",
"device_hash": "3e1567c906aee19f30ce87b70175675a87d6b28782f069bbca7dd9d53aca2397",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/52.0.865.0 Mobile/94F396 Safari/535.1",
"session_id": "f8abfd33-c004-40f6-887a-50... | phillip80 | api_abuse | null | null | null | MITRE Technique: T1078.004 | AI system api_abuse by phillip80 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-9c68408e | 48e6ca21b30758559eccfa41eb41540c | 6b2a8c32d240e667ad6f85c4a0897b4355bb76d9 | null | null | null | null | null | null | null |
70ce0e80-ac38-4abd-9f27-ef3746ec3696 | 2025-05-03T20:02:55 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Tonga",
"device_hash": "53b1e3fbf4274524f008e1e16ef3ba4730e5e94398e6de53340fe0d39d228a0c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/34.0.858.0 Safari/531.1",
"session_id": "8594ab77-a693-41a9-9863-5c96785aa870",
"risk_score": 51.81,
"confid... | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-c32929cf | 8.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bbb3e843-7c9c-4d5f-a0bb-974375b0939f | 2025-04-13T04:31:48 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network disconnection from 24.70.140.111 to 37.102.218.209 MITRE Technique: T1543.003 | {
"geo_location": "Bulgaria",
"device_hash": "19fcb3fce0c0b698351125cad3aad66c5a6d46db",
"user_agent": "Opera/9.83.(X11; Linux i686; lo-LA) Presto/2.9.180 Version/12.00",
"session_id": "6d87790d-a2a5-4286-927d-816c93adfe6f",
"risk_score": 56.06,
"confidence": 0.92
} | null | disconnection | null | null | null | MITRE Technique: T1543.003 | Network disconnection from 24.70.140.111 to 37.102.218.209 MITRE Technique: T1543.003 | null | null | null | null | 24.70.140.111 | 37.102.218.209 | null | null | null | null | null | null | null | null | null | null | TCP | 452,407 | null | null | null |
5565ff47-39c8-4f49-b6dc-b071b51126c4 | 2025-05-24T05:25:27 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 118.244.14.74 to 11.173.179.31 No additional info | {
"geo_location": "Norway",
"device_hash": "267f519dd61fc026e093e8eb17b1b8362b84dc99d6e33409850e279053be6065",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/49.0.859.0 Safari/533.2",
"session_id": "c6a685ca-0af2-4c84-94b3-4a6703709d24",
"risk_score": 44.09,
"... | null | beaconing | null | null | null | No additional info | Network beaconing from 118.244.14.74 to 11.173.179.31 No additional info | null | null | null | null | 118.244.14.74 | 11.173.179.31 | null | null | null | null | null | null | null | null | null | null | UDP | 636,566 | null | null | null |
d8c75b98-c243-4511-b028-2ab3509eaf54 | 2025-06-16T00:24:52 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall inspect SSH traffic from 72.45.82.146:490 to 74.142.69.40:28687 MITRE Technique: T1547.001 | Associated Threat Actor: Inception Framework | {
"geo_location": "Monaco",
"device_hash": "29e5c86d4025057336c7a3a889bc6c97b995d4a3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.0)",
"session_id": "ad18fb0d-7c51-4bdb-bd46-a9ab7dfeee44",
"risk_score": 29.1,
"confidence": 0.43
} | null | inspect | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Inception Framework | Firewall inspect SSH traffic from 72.45.82.146:490 to 74.142.69.40:28687 MITRE Technique: T1547.001 | Associated Threat Actor: Inception Framework | null | null | null | null | 72.45.82.146 | 74.142.69.40 | null | null | null | null | null | null | null | null | 490 | 28,687 | SSH | 929,541 | 1,708 | null | null |
60ac2075-16da-489d-9c7f-345dbf192681 | 2025-06-23T15:47:49 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec customer by ztodd Associated Threat Actor: APT35 noise=whole|much|happen | {
"geo_location": "Maldives",
"device_hash": "1cb4537551df94867a12904d70cbb489",
"user_agent": "Opera/9.29.(X11; Linux i686; ja-JP) Presto/2.9.166 Version/11.00",
"session_id": "6a2979da-495c-415d-95d8-d14506d790c1",
"risk_score": 33.94,
"confidence": 0.01
} | ztodd | powershell_exec | customer | 8,097 | svchost.exe | Associated Threat Actor: APT35 | Endpoint powershell_exec customer by ztodd Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42b6b105-7274-4293-a2b9-89d5ceab7d47 | 2025-04-06T10:36:25 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "c72da187bd248d2427c4e4d56e684cc9c6f7182de7ac60c87c835d09f45bb6b5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/38.0.812.0 Mobile/13U048 Safari/534.0",
"session_id": "f113b7df-ed25-4ec... | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-2c3ff44a | 5.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2c86868-e8e7-48b7-aad4-42ea4ff8c6ae | 2025-03-07T04:55:55 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Iran",
"device_hash": "79ba023618dfac2ab31cdb5828596c12",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/11.8z2332.0 Mobile/69S574 Safari/533.0",
"session_id": "f7c49392-3551-456a-84d5-1b9bc118d701",
"risk_score": 17.97,
... | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-894a986c | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f64e970-539d-4562-9031-24a1a81feac0 | 2025-07-04T08:49:25 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper MITRE Technique: T1218.011 | {
"geo_location": "Mozambique",
"device_hash": "81ed36098b6da628ee7fe0af382aa1762be7fa01ba9f9756909f48a34cc93609",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.0)",
"session_id": "2520d25b-1a18-4ad9-8fd2-8289494233f7",
"risk_score": 40.22,
"confidence": 0.69
} | null | physical_tamper | null | null | null | MITRE Technique: T1218.011 | IoT device Sensor physical_tamper MITRE Technique: T1218.011 | {
"baseline_deviation": 2.31,
"entropy": 7.13,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-c5019d8f | 8.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
06ada56a-62ac-4b73-907b-4f1f5e59ff3c | 2025-01-23T15:13:52 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in GCP by stevenwashington Associated Threat Actor: APT35 | {
"geo_location": "Timor-Leste",
"device_hash": "1b01a4a2f8379c4a7f1256c7253840e29fa988e470f25aa9537bc2bb5f4a78a8",
"user_agent": "Opera/8.85.(X11; Linux x86_64; lij-IT) Presto/2.9.161 Version/11.00",
"session_id": "ee49cb29-914b-44ca-b322-0e33961db4e6",
"risk_score": 61,
"confidence": 0.69
} | stevenwashington | instance_creation | null | null | null | Associated Threat Actor: APT35 | Cloud instance_creation in GCP by stevenwashington Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | GCP | res-12bd66b3 | null | null | null | null | null | null | null | null | null | null |
49566733-7ae5-4d78-8f9b-118f5d578c8c | 2025-05-01T10:43:39 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Medical command_injection MITRE Technique: T1547.001 noise=8ED21E5A | {
"geo_location": "Mozambique",
"device_hash": "6630608b187ad4c3d2c05fbb91831719",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.1)",
"session_id": "b4ed2f22-ae4c-476d-86fb-aa004c6b1339",
"risk_score": 31.06,
"confidence": 0.9
} | null | command_injection | null | null | null | MITRE Technique: T1547.001 | IoT device Medical command_injection MITRE Technique: T1547.001 | null | Medical | iot-adb6123b | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
93130646-af27-43c9-bade-a2a0beb53ea5 | 2025-02-01T22:30:52 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start million by phiggins No additional info | {
"geo_location": "Chad",
"device_hash": "e76241cda33700d0c70b6d79a235f3a1d183d51e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "7bba5a3f-e376-4d80-a1da-a61757cbf8b2",
"risk_score": 57.53,
"confidence": 0.23
} | phiggins | process_start | million | 4,681 | svchost.exe | No additional info | Endpoint process_start million by phiggins No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1c051acb-d4b9-4995-b3a1-799049c8cbf3 | 2025-04-16T16:13:05 | endpoint | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /to/idea.bmp by leah77 MITRE Technique: T1547.001 | {
"geo_location": "Ghana",
"device_hash": "dd9d36074e25722946bf6b66e2f47a8a06b96cc660e1aa4ff0caec685f4c249c",
"user_agent": "Opera/8.27.(Windows NT 5.1; quz-PE) Presto/2.9.181 Version/10.00",
"session_id": "70012f97-93ba-4f47-aef6-ed9e824b29d3",
"risk_score": 61.78,
"confidence": 0.76
} | leah77 | registry_change | /to/idea.bmp | 7,710 | explorer.exe | MITRE Technique: T1547.001 | Endpoint registry_change /to/idea.bmp by leah77 MITRE Technique: T1547.001 | {
"baseline_deviation": 1.76,
"entropy": 3.97,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6be713e6-9024-4a92-80cb-20e5301f4135 | 2025-02-01T11:52:47 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in Azure by rachael86 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "eef2b93166596e47f87f311cb9cece4c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_2; rv:1.9.2.20) Gecko/9298-10-31 04:15:14 Firefox/3.6.2",
"session_id": "dee9b383-6f3f-4987-945f-27a01476062a",
"risk_score": 54.76,
"confidence": 0.... | rachael86 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Azure by rachael86 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-28ded103 | null | null | null | null | null | null | null | null | null | null |
3c70ed01-76ac-4bfb-a976-b6f211da6596 | 2025-01-23T00:55:25 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: SQL Injection detected from 140.66.251.166 targeting 161.204.205.107 No additional info | {
"geo_location": "Iceland",
"device_hash": "5092c7acb87a25ae2c423f9e131b58de654e4910",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/12.6t7518.0 Mobile/14H977 Safari/535.0",
"session_id": "5ea0d6b0-19b9-4ec7-94e5-ea3724ef4ad3",
"risk_score": 26... | null | null | null | null | null | No additional info | QRadar Alert: SQL Injection detected from 140.66.251.166 targeting 161.204.205.107 No additional info | null | null | null | null | 140.66.251.166 | 161.204.205.107 | SQL Injection | SIG-9786 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
20198a40-d59e-404d-9872-08c5008a954b | 2025-02-18T07:00:08 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTPS traffic from 114.56.200.33:499 to 121.182.228.239:637 No additional info noise=666B7E5A | {
"geo_location": "Barbados",
"device_hash": "4ddb089f70a5bb69e361cdaa66057e3c84b9f813",
"user_agent": "Mozilla/5.0 (Android 4.0.2; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "2bb68d73-8155-4a94-bc61-571a148c677c",
"risk_score": 77.72,
"confidence": 0.21
} | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 114.56.200.33:499 to 121.182.228.239:637 No additional info | null | null | null | null | 114.56.200.33 | 121.182.228.239 | null | null | null | null | null | null | null | null | 499 | 637 | HTTPS | 773,799 | 1,674 | null | null |
64906912-1194-4f15-beae-4a15d822a5d7 | 2025-03-01T06:11:04 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for pmoon via key from 166.193.93.148 MITRE Technique: T1059.005 | {
"geo_location": "French Guiana",
"device_hash": "a95394c26b61579621c2690fd5b2ef29b3777974",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/38.0.827.0 Mobile/14X281 Safari/536.0",
"session_id": "23a96825-37dd-4a1d-b773-4becc9cb99e8",
"risk_score... | pmoon | locked | null | null | null | MITRE Technique: T1059.005 | Auth locked for pmoon via key from 166.193.93.148 MITRE Technique: T1059.005 | null | null | null | null | 166.193.93.148 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 47:ab:ee:96:d2:8b |
b594e182-d0e1-4756-b9c5-afcf4f059911 | 2025-04-16T07:32:17 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /up/several.csv by nicole65 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "9c72294d7b1e5ae03805d9a53b2f947ce676ffb2c81ab65cad6c0c25cd84a33e",
"user_agent": "Opera/8.88.(Windows 95; ps-AF) Presto/2.9.175 Version/11.00",
"session_id": "6f8f28ba-c45f-4d05-bd64-848dfa4233fb",
"risk_score": 45.12,
"confidence": 0.79
} | nicole65 | process_stop | /up/several.csv | 5,556 | svchost.exe | No additional info | Endpoint process_stop /up/several.csv by nicole65 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f8c51ecc-854e-47bf-823d-1fd0bd8d04fe | 2025-04-09T17:53:48 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for pamela04 via password from 209.52.135.221 No additional info | {
"geo_location": "Zambia",
"device_hash": "e7df3fdf0b94c4516f401c00d61b1772ded6b984",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "10aad6d7-65ac-47b2-8f4e-11add83cd700",
"risk_score": 42.5,
"confidence": 0.39
} | pamela04 | timeout | null | null | null | No additional info | Auth timeout for pamela04 via password from 209.52.135.221 No additional info | null | null | null | null | 209.52.135.221 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | a7:0e:04:d7:d2:b5 |
96235701-7c83-4060-9744-77becbedc1d9 | 2025-06-08T23:52:18 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 80.187.87.135 to 36.92.149.122 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "ed26f4c86a191c581dab07de0d5ea9ee0c16c179",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.0)",
"session_id": "86dbfb4c-45f9-4a5d-babe-5b9da02f5f69",
"risk_score": 54.03,
"confidence": 0.19
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 80.187.87.135 to 36.92.149.122 No additional info | null | null | null | null | 80.187.87.135 | 36.92.149.122 | null | null | null | null | null | null | null | null | null | null | HTTPS | 28,268 | null | null | null |
5aac94ed-8877-4d7d-b8db-8f3fef777f2a | 2025-02-06T06:47:33 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "6404c73c9c93e31d4d4f299e0776e7b7ef02aedc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.0)",
"session_id": "236d75f8-e4c9-4419-83c1-ff1f0159c8da",
"risk_score": 26.49,
"confidence": 0.36
} | null | command_injection | null | null | null | No additional info | IoT device Medical command_injection No additional info | null | Medical | iot-594a3442 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a88a898-e1d2-4455-91f4-b6f32c8618cb | 2025-03-10T00:33:36 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 2.120.176.152 to 203.177.123.227 MITRE Technique: T1071.001 | {
"geo_location": "Spain",
"device_hash": "8c8194940dabc1b0c6240a15bc2fb9209f77b98b",
"user_agent": "Opera/8.73.(X11; Linux i686; ig-NG) Presto/2.9.185 Version/10.00",
"session_id": "5992e626-f6cb-4a4c-9cd8-918332675134",
"risk_score": 62.76,
"confidence": 0.65
} | null | covert_channel | null | null | null | MITRE Technique: T1071.001 | Network covert_channel from 2.120.176.152 to 203.177.123.227 MITRE Technique: T1071.001 | null | null | null | null | 2.120.176.152 | 203.177.123.227 | null | null | null | null | null | null | null | null | null | null | HTTPS | 873,302 | null | null | null |
4138c4fb-a3a4-4e9d-9ff7-c574ab72f1a9 | 2025-04-04T12:32:43 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network disconnection from 151.174.177.199 to 48.131.185.214 MITRE Technique: T1204.002 | {
"geo_location": "Armenia",
"device_hash": "0f5748a48c7da3e2abd4fab2db403f3d791d4f212f02d1281983f8a909b93182",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/14.5d1319.0 Mobile/42P095 Safari/533.2",
"session_id": "ced4d9fe-92c7-4bcc-8890-c80f... | null | disconnection | null | null | null | MITRE Technique: T1204.002 | Network disconnection from 151.174.177.199 to 48.131.185.214 MITRE Technique: T1204.002 | {
"baseline_deviation": 2.89,
"entropy": 2.28,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 151.174.177.199 | 48.131.185.214 | null | null | null | null | null | null | null | null | null | null | UDP | 58,031 | null | null | null |
d947b87a-9a43-4ff8-9b00-a488fa479392 | 2025-06-21T18:27:36 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install physical by anna85 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "132cf5d20cf056c639811629e2258f12",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/10.5m0957.0 Mobile/76W211 Safari/534.2",
"session_id": "12e5cf6f-e7b6-4025-9287-244d39f29927",
"risk_score": 15.32,
... | anna85 | service_install | physical | 9,181 | explorer.exe | No additional info | Endpoint service_install physical by anna85 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac28c0ed-caf4-42d5-a16f-db4519046e01 | 2025-03-26T02:42:19 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Fileless Attack detected from 10.85.48.196 targeting 93.208.183.51 No additional info noise=TGVhdmUu | {
"geo_location": "Korea",
"device_hash": "6044abd7d61d24bf47b7e15e2e63af51",
"user_agent": "Opera/9.52.(X11; Linux i686; ug-CN) Presto/2.9.183 Version/10.00",
"session_id": "9896b84f-a737-485f-92a4-522501e9ecbd",
"risk_score": 42.42,
"confidence": 0.13
} | null | null | null | null | null | No additional info | AlienVault Alert: Fileless Attack detected from 10.85.48.196 targeting 93.208.183.51 No additional info | null | null | null | null | 10.85.48.196 | 93.208.183.51 | Fileless Attack | SIG-4725 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
75481736-1a9b-4f1f-8959-acb18c4015d0 | 2025-02-05T15:40:15 | ai | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by rlittle No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "e39a02af0f7cf51ed8ca0b2a5189532fac2f8bb0ffd2844c44d8e8528e4e2ea3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9422-11-09 00:39:04 Firefox/3.6.5",
"session_id": "17f0d5af-478a-4b7b-aa80-11619bbe67af",
"risk_score": 50.66,
"confi... | rlittle | api_abuse | null | null | null | No additional info | AI system api_abuse by rlittle No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ca63099e | 9e1e85c0fc59b92047a7a98196445c47 | 461131535ba43822e6a5058274e994e6 | null | null | null | null | null | null | null |
c3abdf54-4f98-4637-97eb-33e90a9dcebd | 2025-03-29T09:52:43 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor physical_tamper No additional info noise=tags/tags/categories | {
"geo_location": "Kenya",
"device_hash": "b1d0369ee160cd7d3c9aee07196fa9e0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.1)",
"session_id": "d62e298c-4a4c-4051-a1cc-9b9471091a7b",
"risk_score": 18.89,
"confidence": 0.41
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-8570b3e1 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a969ab30-33f5-48c4-8dad-0caad35641a5 | 2025-05-23T01:29:50 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Zero-Day Exploit detected from 219.182.15.176 targeting 221.204.132.155 No additional info | {
"geo_location": "Iran",
"device_hash": "750424e229161a24c6dbbe47c20a5c2f15960021",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.1)",
"session_id": "74caa96e-07e6-4fb7-b529-6197ac48eafe",
"risk_score": 27.9,
"confidence": 0.67
} | null | null | null | null | null | No additional info | ArcSight Alert: Zero-Day Exploit detected from 219.182.15.176 targeting 221.204.132.155 No additional info | null | null | null | null | 219.182.15.176 | 221.204.132.155 | Zero-Day Exploit | SIG-4046 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
35ba4a92-59c1-418d-a186-d8873d5f8bf9 | 2025-02-14T10:49:10 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for caustin via biometric from 133.92.116.106 No additional info | {
"geo_location": "Guernsey",
"device_hash": "3239fd81219c79ec0666db56011fcc33",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.0)",
"session_id": "bcd0c3cf-ed45-4cf9-adf2-d6848da1e9ac",
"risk_score": 34.91,
"confidence": 0.41
} | caustin | timeout | null | null | null | No additional info | Auth timeout for caustin via biometric from 133.92.116.106 No additional info | null | null | null | null | 133.92.116.106 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 51:2d:52:50:91:7d |
f0f30d85-f43f-4ef2-821f-14ff62a38b4a | 2025-03-28T03:24:27 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical battery_drain MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Bahrain",
"device_hash": "a80a3a67a82005a393d7258d53337c077d31766e04199bb62fba5dd5347bd6a3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.9.4 (KHTML, like Gecko) Version/4.0.5 Safari/531.9.4",
"session_id": "d3eaad86-a8ec-4d44-89fa-42baeada7e47",
"risk_score": 38.03,
... | null | battery_drain | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | IoT device Medical battery_drain MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | null | Medical | iot-65dcfe85 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3857ab4d-5485-40e1-934d-d3068c1e893e | 2025-05-11T17:32:26 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by jacobbrown Associated Threat Actor: Mustang Panda | {
"geo_location": "Paraguay",
"device_hash": "67d981a5feb2477f6ad1e21a142a1010185e26cf",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_6 rv:2.0; gd-GB) AppleWebKit/534.45.7 (KHTML, like Gecko) Version/5.0.1 Safari/534.45.7",
"session_id": "efbdf2dd-0bfc-4e50-816b-5727982b8ce1",
"risk_score": 3... | jacobbrown | instance_creation | null | null | null | Associated Threat Actor: Mustang Panda | Cloud instance_creation in Azure by jacobbrown Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | Azure | res-0cc593bd | null | null | null | null | null | null | null | null | null | null |
0fce40d5-b7b3-4bf1-aa02-10addb011f88 | 2025-05-12T00:37:51 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop HTTP traffic from 154.91.41.229:168 to 67.71.176.21:213 No additional info | {
"geo_location": "Malta",
"device_hash": "cae8f95a90cd8bb8da0d18d7402a14bcc02c452304f5768b24bcb1e1c86c9607",
"user_agent": "Opera/9.15.(Windows NT 6.2; tcy-IN) Presto/2.9.176 Version/10.00",
"session_id": "4dcf31f0-318b-4d80-ac7f-f69c79107e21",
"risk_score": 40.03,
"confidence": 0.76
} | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 154.91.41.229:168 to 67.71.176.21:213 No additional info | null | null | null | null | 154.91.41.229 | 67.71.176.21 | null | null | null | null | null | null | null | null | 168 | 213 | HTTP | 507,792 | 2,229 | null | null |
4d2ff393-11d6-422a-a582-53e36c0893bb | 2025-04-23T15:51:03 | endpoint | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /pass/range.mov by omays No additional info noise=categories/tag/posts | {
"geo_location": "Grenada",
"device_hash": "60387e7a0d12c26b33cc8c87538ed137dd79c1f352a5fb56d8ece4d84cb5b6ea",
"user_agent": "Mozilla/5.0 (Linux; Android 8.0.0) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/37.0.800.0 Safari/531.1",
"session_id": "df4cf06f-89cf-4d5a-b220-6fd8b727e86a",
"risk_score": 59.37,
... | omays | registry_change | /pass/range.mov | 6,505 | cmd.exe | No additional info | Endpoint registry_change /pass/range.mov by omays No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
04d92eec-298f-41a5-b1ea-dfb63bb488bb | 2025-05-10T22:30:38 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 202.107.176.28 to 200.75.17.127 MITRE Technique: T1110.003 | {
"geo_location": "Guernsey",
"device_hash": "9ecb33c993d35e3aabc4273cf5aaec3b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "2a8ca456-1fa8-4981-af5e-42c115ae283a",
"risk_score": 48.9,
"confidence": 0.07
} | null | data_exfiltration | null | null | null | MITRE Technique: T1110.003 | Network data_exfiltration from 202.107.176.28 to 200.75.17.127 MITRE Technique: T1110.003 | null | null | null | null | 202.107.176.28 | 200.75.17.127 | null | null | null | null | null | null | null | null | null | null | ICMP | 134,623 | null | null | null |
9ac4b8e7-2a58-41fc-9814-d1611a20b9e0 | 2025-03-25T08:10:41 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical unusual_activity MITRE Technique: T1190 | {
"geo_location": "Kazakhstan",
"device_hash": "b107fcd117dbcdcedab952a90966f2987875a46d",
"user_agent": "Mozilla/5.0 (Android 7.1.2; Mobile; rv:19.0) Gecko/19.0 Firefox/19.0",
"session_id": "11068c6f-a03a-4e06-b13d-1beab70ca81f",
"risk_score": 83.06,
"confidence": 0.95
} | null | unusual_activity | null | null | null | MITRE Technique: T1190 | IoT device Medical unusual_activity MITRE Technique: T1190 | null | Medical | iot-3f32a506 | 10.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f5961d7-826e-441e-b654-e8c2c51dfeb8 | 2025-07-01T06:38:09 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in OCI by vgreen MITRE Technique: T1547.001 | Cross-tenant access detected | {
"geo_location": "Benin",
"device_hash": "0cde87f36bd588bdf97ad7f4a25e66ca9d26a1a279303867b49e4e741528a3c1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.1)",
"session_id": "27beaef4-f0df-4bd4-b710-dd4887f4d92b",
"risk_score": 16.25,
"confidence": 0.85
} | vgreen | lambda_execution | null | null | null | MITRE Technique: T1547.001 | Cross-tenant access detected | Cloud lambda_execution in OCI by vgreen MITRE Technique: T1547.001 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | OCI | res-2493d988 | null | null | null | null | null | null | null | null | null | null |
325e6823-5660-410e-8742-92bebbd1696b | 2025-05-19T03:41:43 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Alibaba by jenniferacosta No additional info | {
"geo_location": "Venezuela",
"device_hash": "9b1be88d4ea4b2660c2bf74f09cb806d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.31.6 (KHTML, like Gecko) Version/4.0.1 Safari/532.31.6",
"session_id": "8ac45919-d171-4ecd-a909-84bc1127fd16",
"risk_score": 62.89,
"confidence": 0.86
} | jenniferacosta | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by jenniferacosta No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-0c28a066 | null | null | null | null | null | null | null | null | null | null |
8d9fe250-d062-4b48-842f-be9d04af3f4b | 2025-05-22T15:14:39 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /fill/impact.mov by aliciamiller No additional info | {
"geo_location": "Saint Martin",
"device_hash": "7d2d1c5db9b8357dedd7cd025177bcfa23d4307781061b5706112c0488f53861",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_7) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/57.0.866.0 Safari/532.0",
"session_id": "24b67831-21f9-4c6e-9dd4-572a677e607c",
"r... | aliciamiller | driver_load | /fill/impact.mov | 8,222 | explorer.exe | No additional info | Endpoint driver_load /fill/impact.mov by aliciamiller No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e0fe0522-69ba-4792-8416-b0819c75a92e | 2025-03-13T04:03:27 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow HTTPS traffic from 43.146.183.134:546 to 18.67.236.132:424 No additional info noise=wonder|capital|follow | {
"geo_location": "Palestinian Territory",
"device_hash": "2e72295232175ad8d13622d9b7a98c20226f6976",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_4 rv:6.0; my-MM) AppleWebKit/535.1.4 (KHTML, like Gecko) Version/4.0.1 Safari/535.1.4",
"session_id": "ff28984a-9d9d-47ba-8205-d0250bcc6e22",
"risk_... | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 43.146.183.134:546 to 18.67.236.132:424 No additional info | null | null | null | null | 43.146.183.134 | 18.67.236.132 | null | null | null | null | null | null | null | null | 546 | 424 | HTTPS | 25,517 | 131 | null | null |
25a78c3d-b626-4a91-912b-56eb83570764 | 2025-04-13T08:01:11 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in AWS by williamstewart No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "31dbff4aa518644b534845ea2842dba6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.0)",
"session_id": "21344b3f-5b96-496c-a3a2-26d386f9c02d",
"risk_score": 54.44,
"confidence": 0.79
} | williamstewart | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by williamstewart No additional info | null | null | null | null | null | null | null | null | null | AWS | res-1102c6a4 | null | null | null | null | null | null | null | null | null | null |
2717e78f-b742-4ff6-bc46-c38d503f05e0 | 2025-02-13T19:16:36 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by omay No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "2b59c96a4ad2e4208e8157308b38e501789890bfa9ee22ce49fa43a82c109f48",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; km-KH) AppleWebKit/533.25.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.25.3",
"session_id": "4b1b5... | omay | model_inversion | null | null | null | No additional info | AI system model_inversion by omay No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1c009dd2 | 9d88d0cceffa11b33298319aa843717b39ae53be | d54015813951a3c2c105a77bdbaf4ee3cb7f8bd5 | null | null | null | null | null | null | null |
940d275f-cc9d-4876-8275-acf1d7eb111e | 2025-04-04T22:27:43 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: DNS Tunneling detected from 125.130.155.134 targeting N/A MITRE Technique: T1204.002 noise=tags/main/blog | {
"geo_location": "Guernsey",
"device_hash": "d03dbf174f90865ccf85019bef505b43caf746c672b30a90922231057a7eba68",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.16.5 (KHTML, like Gecko) Version/4.0 Safari/531.16.5",
"session_id": "f6bbc8e2-03ba-4974-b2aa-a4a2901571e2",
"risk_score": 40... | null | null | null | null | null | MITRE Technique: T1204.002 | Vectra AI Alert: DNS Tunneling detected from 125.130.155.134 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | 125.130.155.134 | N/A | DNS Tunneling | SIG-5048 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
60b160c1-2305-4ae1-9f55-8e27b70c75ef | 2025-03-20T09:51:20 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation MITRE Technique: T1543.003 | {
"geo_location": "Bahamas",
"device_hash": "dbb94b465a1dcb1e15e38511ad34a3bdf746dde7",
"user_agent": "Opera/8.39.(X11; Linux x86_64; iw-IL) Presto/2.9.160 Version/11.00",
"session_id": "bc38be3c-80ba-4805-803b-669f0e932200",
"risk_score": 61.23,
"confidence": 0.8
} | null | protocol_violation | null | null | null | MITRE Technique: T1543.003 | IoT device Camera protocol_violation MITRE Technique: T1543.003 | null | Camera | iot-ddc984e3 | 4.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e21ab6e6-28c7-4df4-88b5-c3c3a3218cfc | 2025-01-13T11:25:55 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: XSS detected from 99.38.121.233 targeting 54.19.9.31 No additional info | {
"geo_location": "Anguilla",
"device_hash": "2067875b3c5c2eebde059f6cfa00c5c2",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/52.0.840.0 Safari/533.0",
"session_id": "10b1b575-501d-4f4f-8d6d-82a5d298dedc",
"risk_score": 54.13,
"confidence": 0.29
} | null | null | null | null | null | No additional info | LogRhythm Alert: XSS detected from 99.38.121.233 targeting 54.19.9.31 No additional info | null | null | null | null | 99.38.121.233 | 54.19.9.31 | XSS | SIG-3077 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
ac61167a-3897-4c44-ac56-3445368dc222 | 2025-02-16T01:25:28 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in Alibaba by jennifer82 MITRE Technique: T1574.002 noise=big|recent|investment | {
"geo_location": "Barbados",
"device_hash": "7f8c96172659848bcc424b356098040e1543a83d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/30.0.809.0 Safari/536.2",
"session_id": "5c439560-8cbc-4a02-8c38-9b4577f78d63",
"risk_score": 33.5,
"confidence": 0.63
} | jennifer82 | shadow_it | null | null | null | MITRE Technique: T1574.002 | Cloud shadow_it in Alibaba by jennifer82 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Alibaba | res-2987a2fd | null | null | null | null | null | null | null | null | null | null |
4248b89a-f8b5-4cb5-86b1-bebfe7758fb0 | 2029-04-24T15:11:38 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 6.154.102.44:173 to 12.10.163.140:47028 No additional info | {
"geo_location": "Botswana",
"device_hash": "66ff976117c060eb5a3f16d19dd9ff19c70fd04d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_2; rv:1.9.6.20) Gecko/7074-01-22 13:06:30 Firefox/3.8",
"session_id": "3ef185f1-5ad4-449b-ba2b-21d644e59ede",
"risk_score": 35.48,
"confidence": 0.56
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 6.154.102.44:173 to 12.10.163.140:47028 No additional info | null | null | null | null | 6.154.102.44 | 12.10.163.140 | null | null | null | null | null | null | null | null | 173 | 47,028 | RDP | 140,728 | 1,568 | null | null |
4384b9f9-2c7e-4c3a-9319-fe0a4e00d1b0 | 2025-04-22T00:36:14 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for marckim via key from 10.37.245.186 No additional info noise=hundred|test|child | {
"geo_location": "Saint Helena",
"device_hash": "f454484663f45c6b2885341feaeda6f0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_4; rv:1.9.5.20) Gecko/6131-10-10 06:29:32 Firefox/3.8",
"session_id": "a25353ee-ce04-462b-923a-662b191be591",
"risk_score": 59.19,
"confidence": 0.02
} | marckim | challenge | null | null | null | No additional info | Auth challenge for marckim via key from 10.37.245.186 No additional info | {
"baseline_deviation": 0.79,
"entropy": 3.08,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.37.245.186 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 25:3c:d2:c1:4a:75 |
88b8b613-e628-4c0d-ab3b-4b4bdc5758c4 | 2025-02-10T19:10:33 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in GCP by achurch No additional info noise=QmVkIG5ldmVyLg== | {
"geo_location": "American Samoa",
"device_hash": "02239b06f79bae52f1880d2538aed28ec450b7db",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.0)",
"session_id": "7b6e36e3-33db-41b4-848f-5cb5bb6ab2e1",
"risk_score": 46.8,
"confidence": 0.24
} | achurch | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by achurch No additional info | null | null | null | null | null | null | null | null | null | GCP | res-213a5705 | null | null | null | null | null | null | null | null | null | null |
5a56dc68-f94d-44bb-bab8-e0842e1dd564 | 2025-02-01T19:26:47 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Alibaba by eramirez MITRE Technique: T1566.001 noise=SHVzYmFuZC4= | {
"geo_location": "Belarus",
"device_hash": "c5cdbf3ed7467c65bfc46b94c0bf2b2d7dcd88e6c98456a0161193f9026ba4ac",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.13.6 (KHTML, like Gecko) Version/4.0 Safari/533.13.6",
"session_id": "e857b2fa-e53d-4a42-a798-6e8e762cc1be",
"risk_score": 55.... | eramirez | crypto_mining | null | null | null | MITRE Technique: T1566.001 | Cloud crypto_mining in Alibaba by eramirez MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-3e7b033c | null | null | null | null | null | null | null | null | null | null |
522e8fa4-bc6f-497c-bd21-5fe1711ec3a9 | 2025-04-10T07:14:15 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in AWS by matthewmaddox No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "faf44ef87066f162c4e0fb7cfc01889aded43ee62d2437703508b30eec395350",
"user_agent": "Opera/9.90.(X11; Linux i686; lo-LA) Presto/2.9.170 Version/10.00",
"session_id": "5eb52416-308a-47cb-9e14-91ee7f521035",
"risk_score": 38.81,
"confidence": 0.09
} | matthewmaddox | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by matthewmaddox No additional info | null | null | null | null | null | null | null | null | null | AWS | res-c7999a22 | null | null | null | null | null | null | null | null | null | null |
627c34e3-e8b1-4ed7-8fd2-f9493d1b3cb8 | 2025-04-20T08:41:40 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: AI Model Poisoning detected from 185.54.88.57 targeting N/A MITRE Technique: T1110.003 | {
"geo_location": "British Virgin Islands",
"device_hash": "56c3930d146e23c03ff6ab3f96bce98e672929c8512fc94204febf75038c0f7f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; raj-IN) AppleWebKit/535.23.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6535.23.5",
"session_id": "d2105... | null | null | null | null | null | MITRE Technique: T1110.003 | Tanium Alert: AI Model Poisoning detected from 185.54.88.57 targeting N/A MITRE Technique: T1110.003 | null | null | null | null | 185.54.88.57 | N/A | AI Model Poisoning | SIG-1509 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
d8921569-7d9b-4807-8553-62418c234418 | 2025-05-19T08:28:45 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 159.22.136.35 to 126.227.133.224 MITRE Technique: T1543.003 noise=categories/list | {
"geo_location": "Sweden",
"device_hash": "d97ed8b333fefb26a48ba5928f4638c4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/4.1)",
"session_id": "0f7677f4-b5e4-42f8-ba91-924b86bf224c",
"risk_score": 75.79,
"confidence": 0.85
} | null | connection | null | null | null | MITRE Technique: T1543.003 | Network connection from 159.22.136.35 to 126.227.133.224 MITRE Technique: T1543.003 | {
"baseline_deviation": 0.64,
"entropy": 7.49,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 159.22.136.35 | 126.227.133.224 | null | null | null | null | null | null | null | null | null | null | HTTPS | 767,167 | null | null | null |
5ee00e4b-3804-463f-a2ce-20df02d932ae | 2025-06-24T16:52:17 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth success for nashdennis via passwordless from 83.216.248.0 No additional info noise=TXkgYW1vdW50Lg== | {
"geo_location": "Kazakhstan",
"device_hash": "0fde621b929afd085ace0a5ca9cb917f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/57.0.829.0 Safari/531.2",
"session_id": "1d75fcd8-f50a-4384-90ae-9c2ef425508c",
"risk_score": 60.23,
"confidence": 0.53
} | nashdennis | success | null | null | null | No additional info | Auth success for nashdennis via passwordless from 83.216.248.0 No additional info | null | null | null | null | 83.216.248.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 12:99:55:b1:42:b0 |
96c0d7fa-ee1f-43e7-ba37-491cbacbc2d1 | 2025-06-08T08:31:05 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Singapore",
"device_hash": "c2653142e064bb6972e8906dc2b1936bf5dbe787",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.0)",
"session_id": "059139d5-61b3-4207-ade8-c4ab4d8e35d4",
"risk_score": 84.4,
"confidence": 0.55
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-b2307cfd | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
11ab8bef-4e3e-4d07-8cef-b3fd9ac3e4cb | 2025-02-11T21:38:16 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Credential Stuffing detected from 188.241.129.17 targeting 93.133.214.73 No additional info noise=C02F3093 | {
"geo_location": "Mozambique",
"device_hash": "7440a1e796b0e34cb633ab5e18fedfd6",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3086-08-08 12:58:00 Firefox/3.8",
"session_id": "5874c5c2-a69e-48b1-a763-9de48223b42b",
"risk_score": 38.97,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Suricata Alert: Credential Stuffing detected from 188.241.129.17 targeting 93.133.214.73 No additional info | null | null | null | null | 188.241.129.17 | 93.133.214.73 | Credential Stuffing | SIG-9103 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
26d94f23-c23d-4b36-aa0d-110ae47fd09c | 2025-01-12T22:01:42 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 17.2.238.36 to 179.212.130.87 No additional info | {
"geo_location": "Uruguay",
"device_hash": "1eb1a81a0d290bee1ab313ea0fcd7c4f986e096c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.0)",
"session_id": "141cf8d5-1c88-4780-a95e-b9cf8c22e1d6",
"risk_score": 44.21,
"confidence": 0
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 17.2.238.36 to 179.212.130.87 No additional info | null | null | null | null | 17.2.238.36 | 179.212.130.87 | null | null | null | null | null | null | null | null | null | null | HTTP | 787,679 | null | null | null |
e6b7218f-b403-4409-aad7-f10578c9febf | 2025-02-08T22:23:59 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by hendersonantonio Unconventional IOC: Quantum random number deviations | {
"geo_location": "Belarus",
"device_hash": "2b42882ab7878b713ddc9d0933807468",
"user_agent": "Opera/9.91.(X11; Linux x86_64; az-AZ) Presto/2.9.171 Version/11.00",
"session_id": "bcb7e5b3-bf28-4271-b17f-03b554d72fcc",
"risk_score": 64.98,
"confidence": 0.56
} | hendersonantonio | training_data_poisoning | null | null | null | Unconventional IOC: Quantum random number deviations | AI system training_data_poisoning by hendersonantonio Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | model-0d8ef1e0 | 7d1e39aa9094cf54a16047dbae01ce0156592793 | cbcb27686e8db3e6ced839d9e0d29e96 | null | null | null | null | null | null | null |
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