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 | method stringclasses 7
values | src_ip stringlengths 8 15 ⌀ | mac_address stringlengths 17 17 ⌀ | additional_info stringlengths 18 148 | description stringlengths 45 225 | 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 ⌀ | behavioral_analytics dict | dst_ip stringlengths 3 15 ⌀ | bytes int64 105 1,000k ⌀ | protocol stringclasses 10
values | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5660e88b-1051-400a-81a3-e81a58c1d4e7 | 2026-09-01T03:39:48 | firewall | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine NTP traffic from 163.127.57.235:10231 to 25.143.90.106:17478 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "1a517530673bef1bf9cc96b2766761ecff0cb948d10bb2f70ce4ba9d34769cd3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/5.1)",
"session_id": "47b93b36-8141-4c4d-b709-53433deadf70",
"risk_score": 24.69,
"confidence": 0.59
} | null | quarantine | null | 163.127.57.235 | null | No additional info | Firewall quarantine NTP traffic from 163.127.57.235:10231 to 25.143.90.106:17478 No additional info | null | null | null | null | null | null | 25.143.90.106 | 591,094 | NTP | null | null | null | null | null | null | 10,231 | 17,478 | 3,323 | null | null | null |
d3e28e5d-e224-42b1-a497-45412eeb2fca | 2025-06-09T19:26:15 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SSH traffic from 212.241.73.90:584 to 176.191.25.204:41740 No additional info | {
"geo_location": "Liberia",
"device_hash": "0496c83a785ea6650cc0e560d2d6357b2f210f7518e840b90e5df1a96612d1dc",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/58.0.800.0 Safari/534.2",
"session_id": "ef4a1438-2d73-4ac0-971a-e3e0f878d425",
"risk_score": 50.08,
"confi... | null | log-only | null | 212.241.73.90 | null | No additional info | Firewall log-only SSH traffic from 212.241.73.90:584 to 176.191.25.204:41740 No additional info | null | null | null | null | null | null | 176.191.25.204 | 88,328 | SSH | null | null | null | null | null | null | 584 | 41,740 | 58 | null | null | null |
33ad46e6-654f-4de0-854d-2c70231e71e5 | 2025-06-12T04:35:21 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor command_injection MITRE Technique: T1059.005 | {
"geo_location": "Venezuela",
"device_hash": "639ea08c47b6a7efb1c7a0b5bb98a7c38f6efe17",
"user_agent": "Opera/8.54.(X11; Linux i686; tr-TR) Presto/2.9.187 Version/12.00",
"session_id": "eef6d9a5-a57d-4ab5-97f5-bf7c7b29ac04",
"risk_score": 39.42,
"confidence": 0.04
} | null | command_injection | null | null | null | MITRE Technique: T1059.005 | IoT device Sensor command_injection MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | Sensor | iot-d687d526 | 1.7 | null | null | null | null | null | null | null | null | null |
da435249-e8e7-4a5b-928d-41e47beebd98 | 2025-06-10T14:50:47 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by michellepacheco MITRE Technique: T1110.003 | {
"geo_location": "Tunisia",
"device_hash": "63b04b79f3eb95863840d7ddd1472614a9cf0db8e374564239607a34e4b0dcc8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.0)",
"session_id": "e58ed00f-1997-4b95-8dc4-42dd2f80b06f",
"risk_score": 45.33,
"confidence": 0.04
} | michellepacheco | membership_inference | null | null | null | MITRE Technique: T1110.003 | AI system membership_inference by michellepacheco MITRE Technique: T1110.003 | model-5393e7f3 | be5f094a3e1cd8dc9b0ce9db8340b58dc78cda8f | 6b572f6d105e706c5f3be3cb0bffd116ca7c0f0a | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4c31e5dc-a43a-4e54-8602-df2670024527 | 2025-04-03T11:34:18 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in GCP by jason71 MITRE Technique: T1574.002 | {
"geo_location": "Guadeloupe",
"device_hash": "f8fee77ed4dc386feeda53172efd601b",
"user_agent": "Opera/9.58.(X11; Linux x86_64; xh-ZA) Presto/2.9.176 Version/10.00",
"session_id": "6cf02224-8ed0-4e3b-a43a-a666d474f95d",
"risk_score": 70.51,
"confidence": 0.67
} | jason71 | crypto_mining | null | null | null | MITRE Technique: T1574.002 | Cloud crypto_mining in GCP by jason71 MITRE Technique: T1574.002 | null | null | null | GCP | res-07259dec | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb3ff254-3529-428d-a89d-23413dbecb01 | 2025-04-13T23:48:47 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Azure by emyers MITRE Technique: T1486 noise=Q29udGludWUu | {
"geo_location": "British Virgin Islands",
"device_hash": "a50f8587b7df5243b7cdb31c92e1fd3c84fd4daf",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/5106-06-17 13:40:10 Firefox/3.8",
"session_id": "21bcd7f8-7140-41fe-bd1e-9d2d3125da26",
"risk_score": 34.35,
"confidence": 0.18
} | emyers | storage_access | null | null | null | MITRE Technique: T1486 | Cloud storage_access in Azure by emyers MITRE Technique: T1486 | null | null | null | Azure | res-5357c23e | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
19d488c7-1f5e-44b9-b1d5-b00000480a64 | 2025-05-31T13:30:59 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by bharris Unconventional IOC: GPU memory artifacts | {
"geo_location": "Spain",
"device_hash": "122d7da9768cb047908bd8115828b2f1",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:50.0) Gecko/50.0 Firefox/50.0",
"session_id": "d2ed4ea2-ab87-4579-a1d1-6413e7ee5cb8",
"risk_score": 31.19,
"confidence": 0.24
} | bharris | config_change | null | null | null | Unconventional IOC: GPU memory artifacts | Cloud config_change in Azure by bharris Unconventional IOC: GPU memory artifacts | null | null | null | Azure | res-e654702f | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb982c28-915c-4602-9814-225f8359952b | 2025-06-18T11:15:30 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by uharrington No additional info | {
"geo_location": "Paraguay",
"device_hash": "efb3ee458114fe6a3c444220e251f68e7b453185baabedbc73882d9e49395451",
"user_agent": "Opera/8.33.(X11; Linux i686; ti-ER) Presto/2.9.189 Version/10.00",
"session_id": "30f95b69-1b04-48fd-a8fe-e6baa30a22c1",
"risk_score": 44.53,
"confidence": 0.73
} | uharrington | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by uharrington No additional info | null | null | null | AWS | res-c95435fe | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
927b632e-00d1-4a9e-8bd0-4892a33b5d26 | 2025-04-18T19:01:01 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: Port Scan detected from 73.224.26.49 targeting N/A No additional info | {
"geo_location": "Costa Rica",
"device_hash": "aa8dbeaf9a94f0989cc542cf4efdf9c11c31c54d",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/38.0.853.0 Safari/535.1",
"session_id": "fc15a58f-10cf-43f1-a1c5-b1e9259068a5",
"risk_score": 64.76,
"confidence": 0.73
} | null | null | null | 73.224.26.49 | null | No additional info | LogRhythm Alert: Port Scan detected from 73.224.26.49 targeting N/A No additional info | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | Port Scan | SIG-4450 | Malware |
7836e3ac-ad5b-44a9-b3a6-7097d1c7d3f9 | 2025-07-03T18:26:51 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Senegal",
"device_hash": "7df522d121381552133eb65cefea13ad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.0)",
"session_id": "516a66f0-8e1d-4ca8-9657-4dfa1ce5d118",
"risk_score": 48.16,
"confidence": 0.67
} | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | null | null | null | null | null | null | null | null | Medical | iot-78d986d6 | 10.6 | null | null | null | null | null | null | null | null | null |
728b5b88-9f20-4ca9-ae91-a31386de81fd | 2025-06-09T00:49:58 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /apply/your.json by cmorgan MITRE Technique: T1059.005 | {
"geo_location": "Cyprus",
"device_hash": "dcddf9c249403530667a6d9c66f83385652bab58f3fef7d16d0408f90bd25808",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "3daf47af-471f-4fc0-bb34-e36b6387e58a",
"risk_score": 82.53,
"confidence": 0.7
} | cmorgan | driver_load | null | null | null | MITRE Technique: T1059.005 | Endpoint driver_load /apply/your.json by cmorgan MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | /apply/your.json | 9,140 | explorer.exe | null | null | null | null | null | null |
e1823ad1-d8ff-46c1-b350-9bd159ef4ae4 | 2025-01-18T00:08:36 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task similar by jimmy74 No additional info | {
"geo_location": "El Salvador",
"device_hash": "62536f65d8856c3a9fd2f37928177a6f892c3479e5454a02f17ca580d199d2e2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; sq-ML) AppleWebKit/531.2.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6531.2.7",
"session_id": "8152be95-209f-43c7-... | jimmy74 | scheduled_task | null | null | null | No additional info | Endpoint scheduled_task similar by jimmy74 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | similar | 209 | explorer.exe | null | null | null | null | null | null |
4d89e51a-fbb4-4b6a-9bd3-255de76cf291 | 2025-06-16T08:58:24 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth success for brittney91 via OAuth from 43.136.180.255 MITRE Technique: T1218.011 | {
"geo_location": "Germany",
"device_hash": "77bc2d1e2b27daf017fe52cd7f81c8fcb15271e1a8cabb43ab4f12754d6e7cf4",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/13.0.892.0 Safari/535.0",
"session_id": "7fc65264-5f65-4292-b19a-d8e18cdeb528",
"risk_score": 56.63,
"conf... | brittney91 | success | OAuth | 43.136.180.255 | 2e:24:6a:20:a7:4f | MITRE Technique: T1218.011 | Auth success for brittney91 via OAuth from 43.136.180.255 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6b8c8010-d873-460d-921a-7ffa546b67db | 2025-06-28T11:04:55 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Cameroon",
"device_hash": "89897355df9e61e01834130a9bf0980b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.23.3 (KHTML, like Gecko) Version/4.0 Safari/532.23.3",
"session_id": "76295407-ff72-4971-89c0-fb2095bb9866",
"risk_score": 65.27,
"confidence": 0.82
} | null | protocol_violation | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | null | null | null | null | null | {
"baseline_deviation": 2.03,
"entropy": 5.47,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | Thermostat | iot-e897021d | 7.6 | null | null | null | null | null | null | null | null | null |
677ab729-36aa-4963-8047-c945152606f1 | 2025-06-11T18:59:32 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for jeffreysingleton via MFA from 46.8.57.105 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "49567cd86e3d114a2a8061e12c343dec02a7fcba",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4467-06-16 15:28:02 Firefox/4.0",
"session_id": "01cf3dac-085c-4948-92f4-387bc7524e0c",
"risk_score": 77.74,
"confidence": 0.28
} | jeffreysingleton | locked | MFA | 46.8.57.105 | c3:3d:1e:95:ac:ec | No additional info | Auth locked for jeffreysingleton via MFA from 46.8.57.105 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5c2bc381-30d9-4f31-87d4-13c5dff49343 | 2025-02-15T02:38:38 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 59.169.110.22 to 189.30.23.193 MITRE Technique: T1059.001 | {
"geo_location": "Korea",
"device_hash": "6d566918d9dc22375fb13d51869d27d5c5a573be",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/46.0.852.0 Mobile/72I609 Safari/533.0",
"session_id": "f4ad719c-0d7e-4936-b80e-f438523a0423",
"risk_score": 3... | null | data_exfiltration | null | 59.169.110.22 | null | MITRE Technique: T1059.001 | Network data_exfiltration from 59.169.110.22 to 189.30.23.193 MITRE Technique: T1059.001 | null | null | null | null | null | null | 189.30.23.193 | 96,485 | TCP | null | null | null | null | null | null | null | null | null | null | null | null |
26e918de-4d02-414d-8453-072e6d33fde8 | 2025-02-14T14:07:18 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network disconnection from 207.252.115.32 to 8.67.67.120 MITRE Technique: T1486 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "938ccfad26938629e1ebe4e85fa1d261cda9313c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_5 rv:2.0; hi-IN) AppleWebKit/534.32.1 (KHTML, like Gecko) Version/4.0.3 Safari/534.32.1",
"session_id": "444f2a5c-50b3-4dd3-9d... | null | disconnection | null | 207.252.115.32 | null | MITRE Technique: T1486 | Network disconnection from 207.252.115.32 to 8.67.67.120 MITRE Technique: T1486 | null | null | null | null | null | null | 8.67.67.120 | 648,187 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null |
22e73266-9dcb-4088-a3c8-f7ae26e85df9 | 2025-06-06T16:33:59 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: Zero-Day Exploit detected from 218.49.79.52 targeting 150.50.226.220 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "49bca38b607f0afa309fd9d21b13801ee5bdc6a9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/17.0.804.0 Mobile/82X651 Safari/536.1",
"session_id": "eceac9d7-3354-4306-8b39-219ac90422f6",
"risk_score"... | null | null | null | 218.49.79.52 | null | No additional info | OSSEC Alert: Zero-Day Exploit detected from 218.49.79.52 targeting 150.50.226.220 No additional info | null | null | null | null | null | null | 150.50.226.220 | null | null | null | null | null | null | null | null | null | null | null | Zero-Day Exploit | SIG-9388 | Malware |
245e8971-74d5-44ef-a5d3-cbd966908ad6 | 2025-06-29T20:47:04 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny SSH traffic from 177.187.111.249:331 to 100.190.84.230:430 Geo anomaly: Impossible travel detected | {
"geo_location": "Lesotho",
"device_hash": "f506f9463e3024ec68910239fd086982c5a29365",
"user_agent": "Opera/9.64.(Windows NT 6.2; nan-TW) Presto/2.9.161 Version/12.00",
"session_id": "a85828dc-4db8-4caa-ae6b-9426f286bbf8",
"risk_score": 0,
"confidence": 0.83
} | null | deny | null | 177.187.111.249 | null | Geo anomaly: Impossible travel detected | Firewall deny SSH traffic from 177.187.111.249:331 to 100.190.84.230:430 Geo anomaly: Impossible travel detected | null | null | null | null | null | null | 100.190.84.230 | 632,979 | SSH | null | null | null | null | null | null | 331 | 430 | 1,997 | null | null | null |
9e965984-4a5f-4994-8e3e-338eac171324 | 2025-04-05T10:56:29 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /full/arm.css by deannawilliams No additional info | {
"geo_location": "Eritrea",
"device_hash": "87a3904b142f53d5e9cb6030f2a38e0117fe77e95b2e203de3be4a687497239b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/9287-05-13 15:50:10 Firefox/3.8",
"session_id": "56268c24-c067-4282-9803-873de324ab13",
"risk_score": 56.81,
"confidence": 0.47
} | deannawilliams | service_install | null | null | null | No additional info | Endpoint service_install /full/arm.css by deannawilliams No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /full/arm.css | 1,655 | svchost.exe | null | null | null | null | null | null |
557f9fa8-3cc6-4b45-85ce-cbf13ea2f1cd | 2025-02-14T14:05:59 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC protocol_violation No additional info noise=challenge|create|dog | {
"geo_location": "Brazil",
"device_hash": "5d9dba7fba5728d7ac9ba71928994bdef28befac9a455fe7af9bb327dabed847",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/47.0.850.0 Safari/534.1",
"session_id": "716693e3-9ca3-4cd6-a450-5054e5b60052",
"risk_score": 39.77,
"confi... | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | null | null | null | null | null | null | null | null | HVAC | iot-6775cb48 | 5.8 | null | null | null | null | null | null | null | null | null |
9a0d76eb-9dd7-42f2-8ae0-a1845aa63d99 | 2025-04-26T21:11:28 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect ICMP traffic from 158.122.46.197:768 to 44.55.241.120:56092 MITRE Technique: T1059.001 | {
"geo_location": "China",
"device_hash": "bbf87249c78b3f3b328fc297b73782939d51630d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/34.0.864.0 Safari/531.2",
"session_id": "748a8815-5904-4143-beb9-5fc925447593",
"risk_score": 40.13,
"confidence": 0.21
} | null | inspect | null | 158.122.46.197 | null | MITRE Technique: T1059.001 | Firewall inspect ICMP traffic from 158.122.46.197:768 to 44.55.241.120:56092 MITRE Technique: T1059.001 | null | null | null | null | null | null | 44.55.241.120 | 751,533 | ICMP | null | null | null | null | null | null | 768 | 56,092 | 3,256 | null | null | null |
ed27b6ce-5e3c-4545-9657-8aff9e434f65 | 2025-03-28T06:26:51 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 119.196.204.44 to 91.28.161.222 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "2d5f518622f0abf1a05063f4bbad56d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "65aee5c5-51d7-4bf3-9a3d-363ff69c8cdf",
"risk_score": 23.25,
"confidence": 0.06
} | null | disconnection | null | 119.196.204.44 | null | No additional info | Network disconnection from 119.196.204.44 to 91.28.161.222 No additional info | null | null | null | null | null | null | 91.28.161.222 | 919,604 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null |
18f5c127-dd5e-4a7d-b3d1-35e2b6b98173 | 2025-04-17T08:35:48 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec be by sherry46 No additional info | {
"geo_location": "Bermuda",
"device_hash": "bb4936967e4955d81b7dcf36193feb15",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/61.0.809.0 Safari/533.1",
"session_id": "0c73c072-a8a7-407c-b78a-3508712c0534",
"risk_score": 38.8,
"confidence": 0.82
} | sherry46 | wmi_exec | null | null | null | No additional info | Endpoint wmi_exec be by sherry46 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | be | 510 | svchost.exe | null | null | null | null | null | null |
d4e9a5e0-139c-4a12-a902-ea9b93442068 | 2025-02-16T09:16:08 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: ICS Attack detected from 87.19.169.52 targeting N/A No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "8291a98231e4e0e9eb3c72c137522bad6981ed6a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; en-AG) AppleWebKit/532.14.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6532.14.2",
"session_id": "1ad09205-5f9e-495b-8b5a-ae5f... | null | null | null | 87.19.169.52 | null | No additional info | Carbon Black Alert: ICS Attack detected from 87.19.169.52 targeting N/A No additional info | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | ICS Attack | SIG-3274 | Evasion |
b12cbfc0-097a-482d-bd61-bb7977dba7b4 | 2025-01-25T07:33:24 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by vgreen MITRE Technique: T1566.001 | {
"geo_location": "Belgium",
"device_hash": "23b43faa354361ec50c624593c74f2a54a253b10fcdacd55b0d810f1e24ec4d4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.1)",
"session_id": "0e92513b-c4c4-499a-b4cd-64b456909832",
"risk_score": 68.13,
"confidence": 0.09
} | vgreen | training_data_poisoning | null | null | null | MITRE Technique: T1566.001 | AI system training_data_poisoning by vgreen MITRE Technique: T1566.001 | model-b26362a5 | 02b3fb3fed711c42504ab520c6fe375d | d19508e2b595ee19de9819fcb5d45470 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b10ff762-d037-41df-a44f-891f796c024f | 2025-03-05T10:14:45 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: SQL Injection detected from 110.226.117.73 targeting 76.135.230.88 No additional info noise=search | {
"geo_location": "Syrian Arab Republic",
"device_hash": "bfa54803bd44f6263ccd1f35ff7ab99f",
"user_agent": "Mozilla/5.0 (Linux; Android 1.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/47.0.806.0 Safari/531.0",
"session_id": "5010a10f-6367-44cf-a2e0-d205590a44c2",
"risk_score": 61.99,
"confidence": 0.35
} | null | null | null | 110.226.117.73 | null | No additional info | QRadar Alert: SQL Injection detected from 110.226.117.73 targeting 76.135.230.88 No additional info | null | null | null | null | null | null | 76.135.230.88 | null | null | null | null | null | null | null | null | null | null | null | SQL Injection | SIG-4370 | Policy |
ca472f6d-7da9-4857-8525-ce6c72cc7861 | 2025-05-13T11:06:38 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall allow RDP traffic from 106.62.95.197:48 to 109.176.94.220:752 Associated Threat Actor: Equation Group | {
"geo_location": "French Southern Territories",
"device_hash": "333491745f5cc1824bd8ae61c0ef686d",
"user_agent": "Opera/8.66.(Windows NT 6.0; xh-ZA) Presto/2.9.186 Version/11.00",
"session_id": "33d1ba76-5728-4043-9d44-d21ea33aa0ad",
"risk_score": 77.52,
"confidence": 0.24
} | null | allow | null | 106.62.95.197 | null | Associated Threat Actor: Equation Group | Firewall allow RDP traffic from 106.62.95.197:48 to 109.176.94.220:752 Associated Threat Actor: Equation Group | null | null | null | null | null | null | 109.176.94.220 | 520,541 | RDP | null | null | null | null | null | null | 48 | 752 | 2,619 | null | null | null |
9e990129-fb6d-40e0-9d29-387f491be28a | 2025-06-18T17:20:05 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in GCP by tgill Unconventional IOC: TPM attestation failures noise=tag | {
"geo_location": "Palestinian Territory",
"device_hash": "6469c24fe2bf2a5028780d1e01b57ef17f5596a5342aa3a137c3bffd286217c9",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/9638-12-10 07:30:40 Firefox/3.6.15",
"session_id": "17c952c9-99d8-4af0-8af2-d57144b58ba6",
"risk_score": 39.3,
"conf... | tgill | permission_escalation | null | null | null | Unconventional IOC: TPM attestation failures | Cloud permission_escalation in GCP by tgill Unconventional IOC: TPM attestation failures | null | null | null | GCP | res-5796c9f4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9de272bf-34d4-48a9-b235-32f624a4d6cf | 2025-04-24T13:57:02 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in GCP by paigethompson No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "5af9494db64d281b7ae0a01fc8b4e5585ac75dbba94180ddf6b82ad12dcfaefd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/13.4g6887.0 Mobile/99V985 Safari/536.0",
"session_id": "4de5b... | paigethompson | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by paigethompson No additional info | null | null | null | GCP | res-2f9b42a9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7b3dea0c-6b02-4a4d-8385-acae68df45d9 | 2025-03-08T09:33:41 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load time by stephanie08 No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "d6ded8fafe0f5a01073f2cea6a7c2ed8de281a720c690798616042a92af0c56d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.1)",
"session_id": "f2e90ac2-ace4-418a-b0b0-c28ee23d499e",
"risk_score": 51.79,
"confidence": 0.07
} | stephanie08 | driver_load | null | null | null | No additional info | Endpoint driver_load time by stephanie08 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | time | 2,384 | cmd.exe | null | null | null | null | null | null |
77990d39-0c9e-496c-a50b-df4eb49e66da | 2022-09-26T06:22:54 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth timeout for kayla01 via OAuth from 10.156.25.146 Associated Threat Actor: Sandworm Team | {
"geo_location": "Tajikistan",
"device_hash": "3fd6ae3b77b41a8b69c6b20b6cb8f85b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_4) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/24.0.835.0 Safari/536.2",
"session_id": "c66ad67c-28ae-4da2-960a-be20914b48e7",
"risk_score": 53.41,
"confidence": 0... | kayla01 | timeout | OAuth | 10.156.25.146 | 17:0d:db:8d:c3:4c | Associated Threat Actor: Sandworm Team | Auth timeout for kayla01 via OAuth from 10.156.25.146 Associated Threat Actor: Sandworm Team | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c5c032c4-8bb7-4923-b26c-dab627964c03 | 2022-08-12T21:54:30 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor unusual_activity No additional info noise=V2hpdGUu | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "6fdea15d6414281292c504609b1ab6087377901c78c25410341b265db419c489",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_6 rv:2.0; sl-SI) AppleWebKit/535.8.3 (KHTML, like Gecko) Version/5.1 Safari/535.8.3",
"session_id": "9ac886eb-cfeb-4... | null | unusual_activity | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | null | null | null | null | null | null | null | null | null | Sensor | iot-bb2e4221 | 4.7 | null | null | null | null | null | null | null | null | null |
94b60098-976d-4362-9373-51fc1864939d | 2025-05-18T12:49:22 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall allow RDP traffic from 75.153.66.218:843 to 84.66.232.55:471 Beaconing behavior detected | {
"geo_location": "Pakistan",
"device_hash": "f8866ccd02ece33753fce5c1c2b47b6f8eefcc7b",
"user_agent": "Opera/9.25.(X11; Linux i686; yi-US) Presto/2.9.167 Version/10.00",
"session_id": "98a7b996-2850-4434-b455-60a51aed99bb",
"risk_score": 76.38,
"confidence": 0.91
} | null | allow | null | 75.153.66.218 | null | Beaconing behavior detected | Firewall allow RDP traffic from 75.153.66.218:843 to 84.66.232.55:471 Beaconing behavior detected | null | null | null | null | null | null | 84.66.232.55 | 344,138 | RDP | null | null | null | null | null | null | 843 | 471 | 1,642 | null | null | null |
f6f2bb10-847c-442c-bd54-a6fb66c9f09e | 2025-02-14T06:16:30 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by austinsingleton No additional info noise=U2VjdXJpdHku | {
"geo_location": "Latvia",
"device_hash": "3d31ab463806277b526737ae3fbfd8e1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.22.4 (KHTML, like Gecko) Version/4.0.3 Safari/535.22.4",
"session_id": "25bfe137-90a3-4187-8ed3-482a75675e2b",
"risk_score": 74.91,
"confidence": 0.45
} | austinsingleton | model_inversion | null | null | null | No additional info | AI system model_inversion by austinsingleton No additional info | model-28ca9c6e | 8ed6db4770e1e4e4bb0c373f5b4313f99156fc6be383504940dff743b0cf662e | b627a16c35be4ed2cce60928466c99993590af9d9386ce728ec1b0cd12f231dc | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c8acd6a-3694-457a-bc42-b38a1f746719 | 2025-01-25T23:07:23 | iot | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper MITRE Technique: T1204.002 | {
"geo_location": "Liberia",
"device_hash": "77c6bdb47ae722c1fe62171b3dd7aca71beb10b1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "0af16083-3daa-4ff6-9823-6840ea97604c",
"risk_score": 78.43,
"confidence": 0.13
} | null | physical_tamper | null | null | null | MITRE Technique: T1204.002 | IoT device Camera physical_tamper MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | Camera | iot-0afd1f0c | 10.6 | null | null | null | null | null | null | null | null | null |
61d706a1-030e-4c94-890d-43d5e5f7cd5a | 2025-04-21T11:10:20 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC physical_tamper MITRE Technique: T1059.001 | {
"geo_location": "Reunion",
"device_hash": "35510f6f808e0ddc2562ea5cab1c11dd5c0e5ecb79eb8ee40eaaed69136c46e3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; sr-ME) AppleWebKit/532.50.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.50.6",
"session_id": "9330b388-66c5-4b38-86... | null | physical_tamper | null | null | null | MITRE Technique: T1059.001 | IoT device HVAC physical_tamper MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | HVAC | iot-47c36004 | 6.9 | null | null | null | null | null | null | null | null | null |
8f053ab6-717e-4b9d-9b8e-62ba778f6631 | 2025-05-29T05:29:51 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 175.104.64.70 to 130.128.124.93 Associated Threat Actor: Conti | {
"geo_location": "Portugal",
"device_hash": "184414190e175c4e58f038983cad042898727c3765a23a025b0df312f75ed6af",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.0)",
"session_id": "5a857392-e90d-47d7-b5f6-e5b2ca64ad30",
"risk_score": 66.48,
"confidence": 0.47
} | null | bandwidth_usage | null | 175.104.64.70 | null | Associated Threat Actor: Conti | Network bandwidth_usage from 175.104.64.70 to 130.128.124.93 Associated Threat Actor: Conti | null | null | null | null | null | null | 130.128.124.93 | 154,449 | TCP | null | null | null | null | null | null | null | null | null | null | null | null |
cb2d3d69-245c-4246-83d4-a276928d0dca | 2025-05-21T02:52:15 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for gabrielbrown via key from 10.122.167.201 Credential stuffing pattern detected noise=254C7172 | {
"geo_location": "Monaco",
"device_hash": "18ee39d4c51674ff1ee9e18754cb7a957ccae8bc5d77aa15812a06be0f22034f",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/22.0.815.0 Safari/534.2",
"session_id": "c5397bb6-e97f-4c94-a56d-8ce67793a20e",
"risk_score": 44.14,
"conf... | gabrielbrown | timeout | key | 10.122.167.201 | 34:2a:9d:df:73:24 | Credential stuffing pattern detected | Auth timeout for gabrielbrown via key from 10.122.167.201 Credential stuffing pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d456f5ad-f215-4dbe-9208-562995799da3 | 2028-01-22T22:51:20 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection other by skinnercarla MITRE Technique: T1071.001 | {
"geo_location": "Djibouti",
"device_hash": "5436e4dd028ee39d5f261f63db08ee91937c5c774e879ebe00a6b22dd00bb716",
"user_agent": "Opera/9.42.(X11; Linux x86_64; ar-IL) Presto/2.9.173 Version/11.00",
"session_id": "3b726e1a-0962-48a5-b9d3-d52c38dd0763",
"risk_score": 19.27,
"confidence": 0.55
} | skinnercarla | memory_injection | null | null | null | MITRE Technique: T1071.001 | Endpoint memory_injection other by skinnercarla MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | other | 2,438 | explorer.exe | null | null | null | null | null | null |
c899f850-6316-4af0-934c-8769743e44c0 | 2025-01-23T05:34:23 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat protocol_violation MITRE Technique: T1574.002 | {
"geo_location": "Jamaica",
"device_hash": "db60993406d81e58cd014634b383d6f3b14721430b5d8486c50e0baee47e0e96",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; apn-IN; rv:1.9.0.20) Gecko/5798-10-21 14:39:06 Firefox/3.6.10",
"session_id": "12ac727b-2016-4ddd-ae74-a3f6fa42919e",
"risk_score": 34.32,
"confidence":... | null | protocol_violation | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat protocol_violation MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Thermostat | iot-44217007 | 2.3 | null | null | null | null | null | null | null | null | null |
c123fa22-30b1-4ccd-b1c7-120ca8aab9ac | 2025-03-23T11:37:04 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system model_access by mbond No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "37b9fc4815db28e63fbd4982eb292459",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/49.0.857.0 Safari/531.1",
"session_id": "95057ace-2f70-40ae-9c20-365e047610c9",
"risk_score": 56.19,
"confidence": 0.25
} | mbond | model_access | null | null | null | No additional info | AI system model_access by mbond No additional info | model-3f3b7a5c | 4e7ccc8f28de2dcb37c2653281727e2186acc946 | 118cd4689f2a16892a988eee55fedcd9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9b628bc7-9613-4279-9e60-2de8813e773f | 2025-05-05T22:36:14 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for sarah50 via MFA from 61.1.64.145 Credential stuffing pattern detected | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "a00829e12955217aac87d6319b7a3b159c22ab02",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; mg-MG; rv:1.9.0.20) Gecko/2721-08-15 14:15:55 Firefox/3.8",
"session_id": "4af70092-30dc-4c19-bc22-2b255c5447b4",
"risk_score": 27.83... | sarah50 | challenge | MFA | 61.1.64.145 | f2:f3:3d:27:4c:b5 | Credential stuffing pattern detected | Auth challenge for sarah50 via MFA from 61.1.64.145 Credential stuffing pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8c52a76e-726c-4425-85f2-6bf9ce3cd58d | 2025-03-30T21:56:06 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop who by victor16 No additional info noise=E47E3BE9 | {
"geo_location": "Guatemala",
"device_hash": "ce0ae7d12c96028d5c85f3d5a1d322eda1d5ee3f",
"user_agent": "Opera/9.18.(Windows NT 6.0; dv-MV) Presto/2.9.161 Version/11.00",
"session_id": "9574bb66-75fb-4032-9e13-2273b705a051",
"risk_score": 33.98,
"confidence": 0.4
} | victor16 | process_stop | null | null | null | No additional info | Endpoint process_stop who by victor16 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | who | 2,529 | svchost.exe | null | null | null | null | null | null |
93d20623-4488-41c9-8cb4-9e6c4df97489 | 2025-04-16T07:07:11 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Thailand",
"device_hash": "c539923bcfbdfad859e8c1339b7707a973c8a9c0",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/30.0.831.0 Safari/532.2",
"session_id": "a57c2900-ecad-44e2-8060-6f6c7e905429",
"risk_score": 49.74,
"confidence": 0.98
} | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | null | null | null | null | null | null | null | null | Camera | iot-17aedbec | 8.3 | null | null | null | null | null | null | null | null | null |
a3fd49d1-fa67-44f9-998c-6c796ccc6202 | 2025-05-26T10:12:15 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by lisa72 MITRE Technique: T1190 | {
"geo_location": "Niue",
"device_hash": "74e659b37c89261ae866b24c4a846cca23a80f5a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "71aaab62-26d0-4228-9129-ff91d8539c58",
"risk_score": 44.37,
"confidence": 0.95
} | lisa72 | training_data_poisoning | null | null | null | MITRE Technique: T1190 | AI system training_data_poisoning by lisa72 MITRE Technique: T1190 | model-62b8fd3c | f605325f0b4df8d0f99ed75cbf207871 | 73619da8b312db330510803152ed223278fbeb6a | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb72e974-8ffe-4b76-8869-5a5e67639a5a | 2025-03-01T00:39:27 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SSH traffic from 44.210.178.77:527 to 199.29.94.62:340 MITRE Technique: T1218.011 | {
"geo_location": "Cuba",
"device_hash": "8bfe07319872b666108017cb04d3a3b6",
"user_agent": "Mozilla/5.0 (Android 4.3.1; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "0fa61c17-b022-445a-886a-72f8268d7de6",
"risk_score": 35.83,
"confidence": 0.83
} | null | log-only | null | 44.210.178.77 | null | MITRE Technique: T1218.011 | Firewall log-only SSH traffic from 44.210.178.77:527 to 199.29.94.62:340 MITRE Technique: T1218.011 | null | null | null | null | null | null | 199.29.94.62 | 412,190 | SSH | null | null | null | null | null | null | 527 | 340 | 1,124 | null | null | null |
5ab2ffdf-a718-4150-b2fe-fb2e5ce21021 | 2025-02-01T06:19:06 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in Azure by julie33 No additional info | {
"geo_location": "Philippines",
"device_hash": "0f6e5e74f3628cb66d3cafc8408cb16001cb0309ebe608e45c05af29c10cde3f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/5.0)",
"session_id": "8842b8ea-484f-4d5a-9afa-b0e14164bf18",
"risk_score": 44.09,
"confidence": 0.81
} | julie33 | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by julie33 No additional info | null | null | null | Azure | res-0cfe3dec | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e067b45b-df5e-447c-822b-a187dc4ebef3 | 2025-05-18T13:29:19 | network | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|low| desc=Network beaconing from 18.22.200.162 to 76.34.82.183 MITRE Technique: T1078.004 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Papua New Guinea",
"device_hash": "c8d0cee91a96d616cc3834d9c735fe340251d82d",
"user_agent": "Opera/8.89.(X11; Linux x86_64; os-RU) Presto/2.9.175 Version/12.00",
"session_id": "5d375a04-18d3-47a4-857d-38b384c10e22",
"risk_score": 77.59,
"confidence": 0.4
} | null | beaconing | null | 18.22.200.162 | null | MITRE Technique: T1078.004 | Unconventional IOC: Bios timestamp anomalies | Network beaconing from 18.22.200.162 to 76.34.82.183 MITRE Technique: T1078.004 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | 76.34.82.183 | 665,410 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
86c767dd-d30e-4e36-8e29-db0cde4dbe0e | 2025-02-15T12:03:59 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for tammy15 via biometric from 219.3.239.65 No additional info noise=3D3EC596 | {
"geo_location": "Montserrat",
"device_hash": "d37f0ccb99495927f6418ad62b596b3f",
"user_agent": "Opera/9.55.(X11; Linux i686; aa-DJ) Presto/2.9.170 Version/10.00",
"session_id": "5d8c1ac3-568c-4a97-9f6a-0fcd1baa7f57",
"risk_score": 56.31,
"confidence": 0.77
} | tammy15 | bypass | biometric | 219.3.239.65 | 65:ff:30:72:22:b3 | No additional info | Auth bypass for tammy15 via biometric from 219.3.239.65 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2cb8aaa2-b433-4637-968b-d6deb39aed67 | 2025-03-30T17:55:58 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Colombia",
"device_hash": "48c789ec21119f8a67b18800f3ff052e134b3bee",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.0)",
"session_id": "fc144321-ed02-45b0-ad39-90bc10636dd4",
"risk_score": 47.08,
"confidence": 0.42
} | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | null | null | null | null | null | null | null | null | Medical | iot-b140a1fc | 8.0 | null | null | null | null | null | null | null | null | null |
85821100-6a78-418e-ac8d-7e528342cd0e | 2025-01-28T21:51:04 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 52.32.69.205 to 84.10.81.80 No additional info | {
"geo_location": "Fiji",
"device_hash": "20045bf7f1a1c33abb73d9e53f0479ad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "10e74873-bd4f-4db6-8074-d7dcf0572bc7",
"risk_score": 67.28,
"confidence": 0.12
} | null | latency_spike | null | 52.32.69.205 | null | No additional info | Network latency_spike from 52.32.69.205 to 84.10.81.80 No additional info | null | null | null | null | null | {
"baseline_deviation": 2.45,
"entropy": 2.6,
"frequency_anomaly": false,
"sequence_anomaly": false
} | 84.10.81.80 | 565,901 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
fc9e89c3-74c2-4310-b72d-c06deeb8a11a | 2025-02-15T06:08:31 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 10.171.202.240 to 172.105.171.209 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "2fe7213474cbcae7583a3bd15827c755",
"user_agent": "Opera/9.18.(X11; Linux x86_64; az-IN) Presto/2.9.173 Version/12.00",
"session_id": "bfe9f51d-da38-4f2e-a746-8d454a2cde52",
"risk_score": 54.75,
"confidence": 0.9
} | null | latency_spike | null | 10.171.202.240 | null | No additional info | Network latency_spike from 10.171.202.240 to 172.105.171.209 No additional info | null | null | null | null | null | null | 172.105.171.209 | 265,735 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
bac7db9a-7867-4faf-930f-deae8a36e9a6 | 2025-07-06T21:37:12 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 10.187.194.6 to 167.80.110.117 DGA domain detected | {
"geo_location": "Uzbekistan",
"device_hash": "701db2bf844c5d661a17a2ae5cbd150a73d484f5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/4.0)",
"session_id": "88f2449f-8d17-48c7-b81c-b3fa918821d5",
"risk_score": 42.22,
"confidence": 0.98
} | null | latency_spike | null | 10.187.194.6 | null | DGA domain detected | Network latency_spike from 10.187.194.6 to 167.80.110.117 DGA domain detected | null | null | null | null | null | null | 167.80.110.117 | 775,699 | TCP | null | null | null | null | null | null | null | null | null | null | null | null |
1ad866e6-1a5c-4514-a6ae-e94888280aa5 | 2025-04-10T09:55:06 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by qestrada No additional info | {
"geo_location": "Netherlands",
"device_hash": "fc97762a93585da703d1d682290905d8",
"user_agent": "Mozilla/5.0 (Linux; Android 13) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/14.0.896.0 Safari/535.1",
"session_id": "83885c3c-8b7d-46b2-9885-e053482bce8e",
"risk_score": 69.48,
"confidence": 0.37
} | qestrada | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by qestrada No additional info | model-ca9e3c39 | 89582cdf47ae95470e9965eba4bb6ce52bd0294d | d65d6c50ce4d419c49e6be2aca864555 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba04318b-99a7-4fd9-81ec-094afe7d9a3d | 2025-01-31T05:50:31 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network disconnection from 172.45.210.132 to 119.103.130.238 No additional info | {
"geo_location": "Venezuela",
"device_hash": "9f2540aea1e77e9c326c6d8ce7f14043",
"user_agent": "Opera/9.98.(Windows NT 5.01; sq-ML) Presto/2.9.161 Version/11.00",
"session_id": "c1bdf9f4-eadc-45b0-8bf1-ed86a82e1ca2",
"risk_score": 66.81,
"confidence": 0.02
} | null | disconnection | null | 172.45.210.132 | null | No additional info | Network disconnection from 172.45.210.132 to 119.103.130.238 No additional info | null | null | null | null | null | null | 119.103.130.238 | 885,575 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
2a22f6e7-764b-4ca2-90c7-48fe50936f2d | 2025-05-03T16:35:42 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by colleen80 No additional info noise=consumer|purpose|record | {
"geo_location": "Equatorial Guinea",
"device_hash": "4f4da595cb8652247b5b2b301a11b75ffa07ea10",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_5; rv:1.9.4.20) Gecko/9737-03-24 07:53:10 Firefox/3.8",
"session_id": "f519de3e-bb23-4af9-a531-c67dee1f938f",
"risk_score": 29.04,
"confidence": 0.42
} | colleen80 | model_inversion | null | null | null | No additional info | AI system model_inversion by colleen80 No additional info | model-77ecb433 | 9cdfb1e4f92ec09c13a97e18fecd9883bf09909c88113d86325f19fe6808cea6 | ce2add6f37d523e16a49820b6f71873ee11eb7f5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5630931a-6b27-47d9-bcd8-67c789aa6c20 | 2025-01-31T10:20:06 | ai | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by jordanjulie MITRE Technique: T1059.001 | {
"geo_location": "Guinea",
"device_hash": "6edd2249338b7ada7368adafa64cb5f2133538e2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/5.1)",
"session_id": "a93a3c76-5035-4c00-9084-eacc17e5cbf3",
"risk_score": 36.83,
"confidence": 0.36
} | jordanjulie | model_access | null | null | null | MITRE Technique: T1059.001 | AI system model_access by jordanjulie MITRE Technique: T1059.001 | model-57fbcd2f | 8e574764c76297ebc7ee687b296e1688ab37d1dc7206feb3b59586dc258a1ede | 6daedb9cd24b491c16a776c1cc1e7061 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
05d77b98-5d52-48a6-8a2a-b126e7e780f7 | 2025-04-13T22:51:15 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install customer by pennywest No additional info | {
"geo_location": "Italy",
"device_hash": "ebc22e771f60cb7ac9b3b194b8a46ca64da797c3",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/62.0.864.0 Mobile/74P302 Safari/536.1",
"session_id": "70e478ac-4d0d-4132-a820-a9b05b68b1f9",
"risk_score": 3... | pennywest | service_install | null | null | null | No additional info | Endpoint service_install customer by pennywest No additional info | null | null | null | null | null | null | null | null | null | null | null | null | customer | 8,114 | powershell.exe | null | null | null | null | null | null |
ccc2c95c-16cd-4dee-b640-1ed02019f959 | 2025-07-01T19:51:22 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop UDP traffic from 131.179.198.97:284 to 213.227.112.114:203 No additional info | {
"geo_location": "Vietnam",
"device_hash": "9d6ab1381863bd3c9318c1682c79777e3a609920",
"user_agent": "Opera/9.43.(X11; Linux x86_64; gd-GB) Presto/2.9.178 Version/11.00",
"session_id": "9367c06a-3be4-40c9-8101-5b0c9ee99989",
"risk_score": 60.37,
"confidence": 0.21
} | null | drop | null | 131.179.198.97 | null | No additional info | Firewall drop UDP traffic from 131.179.198.97:284 to 213.227.112.114:203 No additional info | null | null | null | null | null | null | 213.227.112.114 | 263,990 | UDP | null | null | null | null | null | null | 284 | 203 | 3,272 | null | null | null |
a80a267c-d659-413d-aff4-091e810cae92 | 2025-06-13T04:45:35 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop DNS traffic from 55.198.147.234:722 to 10.242.192.154:1023 MITRE Technique: T1059.005 noise=82FDD420 | {
"geo_location": "Moldova",
"device_hash": "986826f8a3896801a6bba59f50b2a5b5bbc8bdf9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0; rv:1.9.3.20) Gecko/3768-06-13 18:21:38 Firefox/5.0",
"session_id": "c4a3859b-3f65-4bf2-a29f-dd27c6812afd",
"risk_score": 57.02,
"confidence": 0.05
} | null | drop | null | 55.198.147.234 | null | MITRE Technique: T1059.005 | Firewall drop DNS traffic from 55.198.147.234:722 to 10.242.192.154:1023 MITRE Technique: T1059.005 | null | null | null | null | null | null | 10.242.192.154 | 883,442 | DNS | null | null | null | null | null | null | 722 | 1,023 | 1,580 | null | null | null |
1dc30f45-6027-4646-986a-f6cad7969286 | 2025-05-08T17:59:37 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by rjohns No additional info noise=RW5vdWdoLg== | {
"geo_location": "Mongolia",
"device_hash": "0e3732b4579f6dc17e11a6c7b2a6021acec6e9ecea1e44a932777d2a2852de57",
"user_agent": "Opera/8.74.(X11; Linux x86_64; mr-IN) Presto/2.9.172 Version/12.00",
"session_id": "04c9709c-9c68-48aa-9b56-e4eb0e5852f2",
"risk_score": 6.03,
"confidence": 0.05
} | rjohns | api_abuse | null | null | null | No additional info | AI system api_abuse by rjohns No additional info | model-cfd02c6c | ca320b2a0bc380e9f669fd9b9e1f81b16e46d394 | 26c318180127ed4285efa021f2868cddb20baeeeea4050795b24b16513433843 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61fba267-9f1c-4d05-8659-427acd9b25f2 | 2025-04-17T15:46:10 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in Azure by grahamwilliam No additional info | {
"geo_location": "Costa Rica",
"device_hash": "3bd2bbe6b706a270dfaf55bfbb47818d514ced2c715d08b0d10375ce74defcbe",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/18.0.860.0 Safari/535.1",
"session_id": "d2590a1c-efcc-4e49-a889-caecb6dce51f",
"risk_score": 48.83,
"c... | grahamwilliam | storage_access | null | null | null | No additional info | Cloud storage_access in Azure by grahamwilliam No additional info | null | null | null | Azure | res-9ba828eb | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f1380f2-e9f7-4c0d-92b7-9deb16a8699a | 2025-06-03T12:37:35 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system model_access by alexandercox MITRE Technique: T1486 | {
"geo_location": "Sweden",
"device_hash": "9bad6fbf2b304d727efe1c9450945afa0d7d1d1b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_8) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/26.0.879.0 Safari/535.1",
"session_id": "1ebb0351-2636-4d8a-aaeb-72f2acea4996",
"risk_score": 43.33,
"confidence": 0... | alexandercox | model_access | null | null | null | MITRE Technique: T1486 | AI system model_access by alexandercox MITRE Technique: T1486 | model-3aba1c0c | a281dea1af107e5122ac1f475e81096a27cb2e3afa5ae41cc15cd2a0203f10ca | cbedcb49ffc3c74e4b49cd963ae87e86a90b3a38e3d8422c74c85e7f543ba3d0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c2fb1b5-5645-4403-b795-50b9694e4ef7 | 2025-04-14T14:00:33 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Colombia",
"device_hash": "7b902d7e6a7da030318c9e0d3109ead7db9eeabd3b4a7465a1d463ded0628347",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_1; rv:1.9.3.20) Gecko/6647-10-19 09:51:25 Firefox/12.0",
"session_id": "1a96ab3b-4611-47e5-9149-fb80de0781a2",
"risk_score": 37.19,
"... | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | null | null | null | null | null | null | null | null | HVAC | iot-5c033dad | 7.2 | null | null | null | null | null | null | null | null | null |
600b2aff-03a3-4663-acaf-759b250958d1 | 2025-06-09T03:21:51 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network disconnection from 101.238.224.160 to 113.96.230.89 MITRE Technique: T1071.001 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "9d73e4183d040d3b703794d0f94d178d618afc6f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.1)",
"session_id": "99e3a21f-1d20-4ceb-8416-4da10cf4dce9",
"risk_score": 65.29,
"confidence": 0.45
} | null | disconnection | null | 101.238.224.160 | null | MITRE Technique: T1071.001 | Network disconnection from 101.238.224.160 to 113.96.230.89 MITRE Technique: T1071.001 | null | null | null | null | null | {
"baseline_deviation": 1.8,
"entropy": 2.68,
"frequency_anomaly": false,
"sequence_anomaly": true
} | 113.96.230.89 | 210,226 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null |
5dc9ee31-721b-491e-9e95-9fb2ea3535dc | 2025-04-16T03:13:53 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start major by jowatkins No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "df1bba067315d8ce601285325ce068acc16bd124",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.33.2 (KHTML, like Gecko) Version/5.1 Safari/534.33.2",
"session_id": "d5b0fe73-7e13-4480-9d9f-75bfcf12bb87",
"risk_score"... | jowatkins | process_start | null | null | null | No additional info | Endpoint process_start major by jowatkins No additional info | null | null | null | null | null | null | null | null | null | null | null | null | major | 1,652 | powershell.exe | null | null | null | null | null | null |
091ff19e-10e3-483c-b14e-3914b4ee4886 | 2025-04-15T04:16:38 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for csummers via password from 10.15.202.90 MITRE Technique: T1078.004 noise=company|material|guy | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "67058ec74018658975046867892721728caa5b42bd4660e933741e7ed25af4c3",
"user_agent": "Opera/8.29.(X11; Linux x86_64; yue-HK) Presto/2.9.166 Version/10.00",
"session_id": "85a26b59-6905-4df1-aae9-ae65d2a42ca8",
"risk_score": 61.31,
"confidence": 0.76
} | csummers | bypass | password | 10.15.202.90 | ce:d5:fa:e5:9c:a6 | MITRE Technique: T1078.004 | Auth bypass for csummers via password from 10.15.202.90 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a185a42-1c34-4275-b61f-4e8587025bf9 | 2025-03-17T21:25:08 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for jennifer78 via biometric from 191.249.144.162 Credential stuffing pattern detected noise=top|section|learn | {
"geo_location": "Russia",
"device_hash": "3f436763bf1fd393442b24191829de83",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/4.0)",
"session_id": "82646a70-c5b7-4d8d-a052-9df613b5584c",
"risk_score": 48.45,
"confidence": 0.36
} | jennifer78 | challenge | biometric | 191.249.144.162 | 96:da:73:b9:09:18 | Credential stuffing pattern detected | Auth challenge for jennifer78 via biometric from 191.249.144.162 Credential stuffing pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
36716d4b-b9d9-4bc0-8dbe-485cb0889a01 | 2025-04-24T05:19:11 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Alibaba by krodriguez No additional info noise=tags | {
"geo_location": "Trinidad and Tobago",
"device_hash": "2ed8252db7612200ef7f0bb5551768a8f8bf5c48fb2959cdeac404c68f934d49",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ku-TR; rv:1.9.2.20) Gecko/5895-12-22 06:42:30 Firefox/3.8",
"session_id": "c6ee7412-a88f-482a-8441-73bfd74db7f5",
"risk_score": 61.68,
"con... | krodriguez | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by krodriguez No additional info | null | null | null | Alibaba | res-272d4f03 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
07775fd5-381d-4d89-97d6-9335355722cb | 2025-02-05T10:26:03 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /act/decide.bmp by patrickryan No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "6c53dd1e19c2431ba7c98543c1d80121",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.1)",
"session_id": "b76a2d72-45c1-4f4d-8e52-6fc85f2f97e1",
"risk_score": 34.27,
"confidence": 0.11
} | patrickryan | driver_load | null | null | null | No additional info | Endpoint driver_load /act/decide.bmp by patrickryan No additional info | null | null | null | null | null | {
"baseline_deviation": 1.74,
"entropy": 7.98,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | /act/decide.bmp | 219 | explorer.exe | null | null | null | null | null | null |
4ea62a7e-6371-480b-9650-3e1207ed7e64 | 2025-02-17T22:11:29 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: Port Scan detected from 3.232.193.77 targeting 183.33.187.167 No additional info | {
"geo_location": "Gambia",
"device_hash": "1a8383bf7e0fbc39aae811d278c986a9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "ad7dc132-4d0a-41df-8dc5-9508ce305b48",
"risk_score": 78.17,
"confidence": 0.55
} | null | null | null | 3.232.193.77 | null | No additional info | Tanium Alert: Port Scan detected from 3.232.193.77 targeting 183.33.187.167 No additional info | null | null | null | null | null | null | 183.33.187.167 | null | null | null | null | null | null | null | null | null | null | null | Port Scan | SIG-3939 | Malware |
e71de183-9754-4972-8447-d83569f26495 | 2025-04-22T23:56:02 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by jesuscook MITRE Technique: T1110.003 | {
"geo_location": "Kenya",
"device_hash": "4b7cbe52754de27f34deda4a21c32c70",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_8 rv:2.0; sc-IT) AppleWebKit/533.48.7 (KHTML, like Gecko) Version/4.1 Safari/533.48.7",
"session_id": "21393d54-f900-41aa-be52-0a80fd4a03bf",
"risk_score": 29.83,
"confid... | jesuscook | adversarial_input | null | null | null | MITRE Technique: T1110.003 | AI system adversarial_input by jesuscook MITRE Technique: T1110.003 | model-b9fe0763 | e8e233fb10f939448326f171cc2897292c66946433ef41a7c54bd1f94d0fb290 | 881dc626b932af02b4e1c80075797418 | null | null | {
"baseline_deviation": 2.16,
"entropy": 3.54,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d020e4d3-3118-49b9-8bc7-b9363a6e7780 | 2025-02-13T00:52:15 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update MITRE Technique: T1543.003 | {
"geo_location": "Sierra Leone",
"device_hash": "4e4d12302df4f587c6d56ba5c441ddb0b52291be",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.1)",
"session_id": "2fe306dc-fa18-4e91-a99d-707ef08e35a2",
"risk_score": 66.92,
"confidence": 0.66
} | null | firmware_update | null | null | null | MITRE Technique: T1543.003 | IoT device Thermostat firmware_update MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | Thermostat | iot-6f86e5ca | 3.3 | null | null | null | null | null | null | null | null | null |
e5dd09e6-1da6-4891-b4ee-5e42d9201bda | 2025-07-09T12:45:10 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by paulberg No additional info | {
"geo_location": "Latvia",
"device_hash": "ed04c1759846ac5c7c5112a84ff857b85aaed28e1671d1a7c5986f1a520435d9",
"user_agent": "Mozilla/5.0 (Windows CE; hak-TW; rv:1.9.0.20) Gecko/5976-10-22 11:52:21 Firefox/3.8",
"session_id": "4d9edf13-df2c-4fee-a943-f4a915484d97",
"risk_score": 47.2,
"confidence": 0.91
} | paulberg | model_inversion | null | null | null | No additional info | AI system model_inversion by paulberg No additional info | model-25567507 | b218345e696d70a61544be80262440792ba62bc3 | 9805385d8549b68f063809ab56b12b27 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
16a9a0a1-3b8b-4314-9ca7-a506d96668db | 2025-06-24T18:30:43 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by kmitchell MITRE Technique: T1078.004 | {
"geo_location": "Malta",
"device_hash": "ea2481a75a77dd1f6a81fd8484055fb23efac08bec9ee1b2956534dba6f91ea3",
"user_agent": "Opera/9.70.(Windows 95; yue-HK) Presto/2.9.179 Version/12.00",
"session_id": "3209127b-8146-40e9-9455-129b30b16cb3",
"risk_score": 42.09,
"confidence": 0.3
} | kmitchell | model_inversion | null | null | null | MITRE Technique: T1078.004 | AI system model_inversion by kmitchell MITRE Technique: T1078.004 | model-11c311ec | 80e015659f3571ba42c4f4c604384a55b5110f7b | 2ab8fa6baaa8f70f668bb4406204fa05825866114e83b935950949be5e37076e | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c5c085cd-b3f4-4e9f-8595-dce9a9d91039 | 2025-04-01T18:46:31 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in OCI by katherinemiller MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Honduras",
"device_hash": "d6ffd98ed72dc1d3ad3986b8638f856afad44cc3",
"user_agent": "Opera/9.42.(Windows NT 4.0; kn-IN) Presto/2.9.176 Version/12.00",
"session_id": "bbc292d5-9c46-4e3f-94bc-54bbbb38a15b",
"risk_score": 38.78,
"confidence": 0.94
} | katherinemiller | shadow_it | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering | Cloud shadow_it in OCI by katherinemiller MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering | null | null | null | OCI | res-cd13311e | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0157b82f-3dc8-4563-aede-8657b4f98b46 | 2025-06-06T22:39:08 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /environmental/moment.mov by riverasandra MITRE Technique: T1547.001 noise=drop|bad|she | {
"geo_location": "Antigua and Barbuda",
"device_hash": "49436c2e481121328eb87aaeadd6fe3c257fdf9ee9684b43803e6f852661212c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0; rv:1.9.3.20) Gecko/6733-10-24 02:17:28 Firefox/3.6.5",
"session_id": "6a62c42e-8a9b-45cd-a1ee-8bafc4e0ec1c",
"risk_score": ... | riverasandra | memory_injection | null | null | null | MITRE Technique: T1547.001 | Endpoint memory_injection /environmental/moment.mov by riverasandra MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | /environmental/moment.mov | 5,627 | powershell.exe | null | null | null | null | null | null |
e2d459d4-b4c3-4c1b-84c8-a393fa9e04ef | 2025-02-02T13:02:23 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTPS traffic from 88.198.64.153:374 to 130.124.62.96:9036 No additional info | {
"geo_location": "Indonesia",
"device_hash": "da80d2dfce1a29033759979d9fe9d423",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.22.7 (KHTML, like Gecko) Version/5.0 Safari/534.22.7",
"session_id": "d7fc2875-e723-41a0-9a50-79f6f296ec68",
"risk_score": 77.52,
"confidence": 0.95
} | null | log-only | null | 88.198.64.153 | null | No additional info | Firewall log-only HTTPS traffic from 88.198.64.153:374 to 130.124.62.96:9036 No additional info | null | null | null | null | null | null | 130.124.62.96 | 773,868 | HTTPS | null | null | null | null | null | null | 374 | 9,036 | 2,262 | null | null | null |
ff15869f-ca50-4848-959a-e83b9fe799e2 | 2024-02-25T04:45:58 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /indicate/protect.jpeg by wilsonangela No additional info | {
"geo_location": "Greenland",
"device_hash": "1e8362cf619509de2f48b2cb495632abcd25dabc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; fi-FI) AppleWebKit/533.17.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.17.6",
"session_id": "2269ba78-1552-4e22-99b5-810591e976fd",
"r... | wilsonangela | process_stop | null | null | null | No additional info | Endpoint process_stop /indicate/protect.jpeg by wilsonangela No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /indicate/protect.jpeg | 9,809 | explorer.exe | null | null | null | null | null | null |
3cd58a6c-d6ff-4453-b2a7-f872f9d62bd9 | 2025-05-01T22:41:30 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 221.125.188.239 to 17.176.67.40 MITRE Technique: T1190 | {
"geo_location": "Barbados",
"device_hash": "b1ca6a1a4cb8e5a31a26a8f24d070ec1fdb7e0f7",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_4 rv:2.0; om-KE) AppleWebKit/532.46.5 (KHTML, like Gecko) Version/5.0 Safari/532.46.5",
"session_id": "d8199dc0-5b69-4f4d-845f-6c27cf117d59",
"risk_score": 61.... | null | connection | null | 221.125.188.239 | null | MITRE Technique: T1190 | Network connection from 221.125.188.239 to 17.176.67.40 MITRE Technique: T1190 | null | null | null | null | null | null | 17.176.67.40 | 39,033 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null |
2a78b9c4-1d41-4547-88eb-86b5e3adaaaf | 2025-03-31T22:26:15 | network | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 196.18.157.156 to 176.51.120.172 No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "df8b5e72f8d9ad0f3014f518bebe421de85e81fd4aa087c998e54caa6d023e23",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.8.2 (KHTML, like Gecko) Version/5.0 Safari/535.8.2",
"session_id": "0d86f429-a6a0-495c-b183-41c233fc2487",
"risk_score": 68.35... | null | bandwidth_usage | null | 196.18.157.156 | null | No additional info | Network bandwidth_usage from 196.18.157.156 to 176.51.120.172 No additional info | null | null | null | null | null | null | 176.51.120.172 | 393,190 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
2f292c81-e1e9-48cb-b9f0-4a81b6894ede | 2025-03-29T22:54:51 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by michaelbaker No additional info | {
"geo_location": "Somalia",
"device_hash": "8d9c15f11768116c7eb8c39b953425afe4b98094",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.0)",
"session_id": "26bb0062-e963-47b0-8b54-1e9250cfa203",
"risk_score": 21.77,
"confidence": 0.54
} | michaelbaker | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by michaelbaker No additional info | model-96dd7996 | 30a62e10ec7b0929a9dbca1d94f9dfe160de896e | e28e0b0f5486de33a72e95a00c851daf954b82ec | null | null | {
"baseline_deviation": 1.88,
"entropy": 3.54,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f337a2dc-3528-42cd-927e-d8d42d899c4a | 2025-05-05T19:29:37 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system model_access by maryhill No additional info noise=main | {
"geo_location": "Syrian Arab Republic",
"device_hash": "9daada2b67c1a54ee95b817005faa89288a89815",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/533.19.2 (KHTML, like Gecko) Version/4.0.4 Safari/533.19.2",
"session_id": "e0ed31e4-9642-4dfa-894b-6c32a86ccd3d",
"risk_score": 56.21,
"co... | maryhill | model_access | null | null | null | No additional info | AI system model_access by maryhill No additional info | model-3188d88b | ecc852b16e6f3a872c66577f93bc68fbe160d1dbcf24e25aec79be6fa7104778 | b00e13916dbde2ab894a5b29ca7e65e8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f3ff6873-eba0-45a3-9e78-f7a08e08817a | 2025-06-03T10:26:42 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical firmware_update Associated Threat Actor: APT35 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Indonesia",
"device_hash": "e88886a00ffd8686c3693933864dfe6e",
"user_agent": "Opera/8.12.(Windows 98; Win 9x 4.90; ko-KR) Presto/2.9.169 Version/11.00",
"session_id": "9217b838-90b6-466c-b30b-2fe6d12f5974",
"risk_score": 40.28,
"confidence": 0.39
} | null | firmware_update | null | null | null | Associated Threat Actor: APT35 | Unconventional IOC: Bios timestamp anomalies | IoT device Medical firmware_update Associated Threat Actor: APT35 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | Medical | iot-ec05cc70 | 2.2 | null | null | null | null | null | null | null | null | null |
8cf264f4-3454-4b0f-90ac-fe87ec0835aa | 2025-05-03T15:18:35 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /possible/subject.png by alee No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "cb182a3f184b80ecbab1419a268cbdb195cbfd2060aeff6266a2f5a54bc897cf",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ca-FR) AppleWebKit/533.24.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.24.2",
"session_id": "321a81f8-a1d3-... | alee | process_stop | null | null | null | No additional info | Endpoint process_stop /possible/subject.png by alee No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /possible/subject.png | 4,071 | svchost.exe | null | null | null | null | null | null |
2d4a8acf-2e7a-4c8f-9044-347e7528d828 | 2025-05-26T13:20:04 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network beaconing from 35.63.187.57 to 171.110.195.238 MITRE Technique: T1218.011 | {
"geo_location": "Congo",
"device_hash": "582e3809061bc360116562aef4586484",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/4.1)",
"session_id": "c911b3b2-cd98-4ebf-a107-48cd59b7e68c",
"risk_score": 56.15,
"confidence": 0.69
} | null | beaconing | null | 35.63.187.57 | null | MITRE Technique: T1218.011 | Network beaconing from 35.63.187.57 to 171.110.195.238 MITRE Technique: T1218.011 | null | null | null | null | null | null | 171.110.195.238 | 876,472 | TCP | null | null | null | null | null | null | null | null | null | null | null | null |
4b7d7c0f-6419-4eb2-80c5-0d3d2e55339a | 2025-06-07T22:56:28 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only NTP traffic from 34.23.35.15:61695 to 73.99.103.29:353 Associated Threat Actor: Inception Framework | {
"geo_location": "Cameroon",
"device_hash": "aaf1820e5f71fc0575516e29ddada4f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.0)",
"session_id": "32f7897e-2723-46bb-89ce-2686d85180de",
"risk_score": 36.44,
"confidence": 0.06
} | null | log-only | null | 34.23.35.15 | null | Associated Threat Actor: Inception Framework | Firewall log-only NTP traffic from 34.23.35.15:61695 to 73.99.103.29:353 Associated Threat Actor: Inception Framework | null | null | null | null | null | null | 73.99.103.29 | 430,347 | NTP | null | null | null | null | null | null | 61,695 | 353 | 2,722 | null | null | null |
7b73beb5-a3c5-4cdb-9f54-42584256576c | 2025-02-08T01:02:14 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task provide by benjamin49 Associated Threat Actor: APT37 noise=2726E276 | {
"geo_location": "Netherlands",
"device_hash": "b9e519149dbd5671a8c77a7a3b4dbe37",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/4.0)",
"session_id": "107d5bd3-636b-4f72-821d-b7bd91ab13cc",
"risk_score": 40.47,
"confidence": 0.46
} | benjamin49 | scheduled_task | null | null | null | Associated Threat Actor: APT37 | Endpoint scheduled_task provide by benjamin49 Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | null | null | null | provide | 6,164 | cmd.exe | null | null | null | null | null | null |
2b0cf5ca-bbd1-4dd7-a9ea-5e67d9338b7b | 2025-05-27T15:52:50 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: AI Model Poisoning detected from 69.4.224.11 targeting 128.80.92.206 Unconventional IOC: Bios timestamp anomalies noise=910FDFA9 | {
"geo_location": "Denmark",
"device_hash": "953a4a6bcaa11244ae1178c4c6e83e4827be1935",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_6; rv:1.9.2.20) Gecko/7771-11-10 07:26:12 Firefox/3.8",
"session_id": "7d0f09a8-1178-43cc-b95b-c7d33eecac60",
"risk_score": 17.27,
"confidence": 0.61
} | null | null | null | 69.4.224.11 | null | Unconventional IOC: Bios timestamp anomalies | CrowdStrike Alert: AI Model Poisoning detected from 69.4.224.11 targeting 128.80.92.206 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | 128.80.92.206 | null | null | null | null | null | null | null | null | null | null | null | AI Model Poisoning | SIG-8425 | Policy |
2b3f1a26-0bb4-48ec-8a01-f4b3466ebc33 | 2025-02-12T21:26:48 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: Credential Stuffing detected from 106.83.72.77 targeting N/A MITRE Technique: T1574.002 | {
"geo_location": "Nigeria",
"device_hash": "61e52e9713502559eb6e06b27411104216564ded",
"user_agent": "Opera/8.53.(X11; Linux i686; kw-GB) Presto/2.9.185 Version/11.00",
"session_id": "f807bf58-2cd5-4ed2-a2f7-1f1d4da259f6",
"risk_score": 51.64,
"confidence": 0.47
} | null | null | null | 106.83.72.77 | null | MITRE Technique: T1574.002 | FireEye HX Alert: Credential Stuffing detected from 106.83.72.77 targeting N/A MITRE Technique: T1574.002 | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | Credential Stuffing | SIG-2938 | Evasion |
f56709ef-8042-41f6-8e15-36a06bdb50b5 | 2025-03-19T16:41:33 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: DDoS detected from 192.216.234.197 targeting N/A No additional info noise=tag/list | {
"geo_location": "Finland",
"device_hash": "86a8c3deb15e32f246eb85bb934543b3ee784e28",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/35.0.825.0 Safari/536.1",
"session_id": "dd9fb6bb-f178-4f34-b457-012e36be6ff6",
"risk_score": 45.75,
"confidence": 0.77
} | null | null | null | 192.216.234.197 | null | No additional info | QRadar Alert: DDoS detected from 192.216.234.197 targeting N/A No additional info | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | DDoS | SIG-2963 | Evasion |
80f77f1b-b06e-4481-a0f9-d0e69f880afb | 2025-02-25T09:20:28 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth locked for rvega via key from 179.70.66.104 MITRE Technique: T1110.003 | {
"geo_location": "Bulgaria",
"device_hash": "5b957597c7482ffefe30d701a5c1e14401eeb6dd6a9fbad4fe8a0c0bea1fb8d9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ha-NG) AppleWebKit/531.8.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.8.6",
"session_id": "3b564dba-9c54-4bfa-a35... | rvega | locked | key | 179.70.66.104 | 01:1e:61:c6:a5:07 | MITRE Technique: T1110.003 | Auth locked for rvega via key from 179.70.66.104 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8cbb119d-e856-4b25-8b57-709f2bea68b5 | 2025-07-04T18:45:55 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 165.185.49.159 to 60.195.42.104 MITRE Technique: T1071.001 noise=tags | {
"geo_location": "Russia",
"device_hash": "15598dca5ac2c3552df3636e17e53d152c6ba25b612508dc71d24ff15c41bb50",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.1)",
"session_id": "e0746440-0037-4e6e-8682-d7fe1ad29aa2",
"risk_score": 51.17,
"confidence": 0.94
} | null | beaconing | null | 165.185.49.159 | null | MITRE Technique: T1071.001 | Network beaconing from 165.185.49.159 to 60.195.42.104 MITRE Technique: T1071.001 | null | null | null | null | null | null | 60.195.42.104 | 472,916 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
7cd7b149-07cb-46b8-895d-516264c071e4 | 2025-05-08T21:47:55 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 215.138.183.129 to 10.70.226.168 No additional info | {
"geo_location": "Lebanon",
"device_hash": "2d3bc5bb45a7f95f0d068506fb2b4378026c56959ded212ea550ecd73d99bd4d",
"user_agent": "Opera/8.34.(Windows 98; Win 9x 4.90; fr-LU) Presto/2.9.181 Version/12.00",
"session_id": "70a3cb1c-aede-43fa-9218-e4d17e5666c9",
"risk_score": 77.63,
"confidence": 0.05
} | null | protocol_anomaly | null | 215.138.183.129 | null | No additional info | Network protocol_anomaly from 215.138.183.129 to 10.70.226.168 No additional info | null | null | null | null | null | null | 10.70.226.168 | 568,000 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
8b4e3fd2-dc45-4e2e-8a37-f21dddb52aef | 2025-05-29T20:58:13 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth failed for romeroedward via OAuth from 111.29.229.9 No additional info | {
"geo_location": "Croatia",
"device_hash": "65557e4f317af5bbbd644c689c7c393e5b4f72d7",
"user_agent": "Mozilla/5.0 (Android 2.3.1; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "2800481b-da35-420c-b678-1350464ff22f",
"risk_score": 40.96,
"confidence": 0.68
} | romeroedward | failed | OAuth | 111.29.229.9 | 07:67:1d:12:55:2b | No additional info | Auth failed for romeroedward via OAuth from 111.29.229.9 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e70b114f-8459-48c2-9f12-af26d6658b99 | 2025-06-08T07:18:32 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny DNS traffic from 10.64.73.134:461 to 217.188.130.25:2954 No additional info | {
"geo_location": "Cambodia",
"device_hash": "04b9a2ae185719b22f2b6d1a477f8cb20d879c24",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_7) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/52.0.891.0 Safari/536.1",
"session_id": "a6951445-90e8-4e92-8308-4511e6b43053",
"risk_score": 51.99,
"confid... | null | deny | null | 10.64.73.134 | null | No additional info | Firewall deny DNS traffic from 10.64.73.134:461 to 217.188.130.25:2954 No additional info | null | null | null | null | null | null | 217.188.130.25 | 843,365 | DNS | null | null | null | null | null | null | 461 | 2,954 | 1,004 | null | null | null |
88d7d77b-4032-490d-abf4-058d5a70ac54 | 2025-04-15T18:37:35 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in GCP by pparks No additional info noise=wp-content | {
"geo_location": "Jersey",
"device_hash": "32d850b6c58133d2d1845f23b94c72c1bb0436d3b181c21651606ec2c49c3ce1",
"user_agent": "Opera/8.76.(X11; Linux x86_64; bo-IN) Presto/2.9.190 Version/11.00",
"session_id": "04f25b36-3637-4bea-9cfc-3019f5dfac9a",
"risk_score": 55.85,
"confidence": 0.91
} | pparks | container_escape | null | null | null | No additional info | Cloud container_escape in GCP by pparks No additional info | null | null | null | GCP | res-32671c19 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a046999d-46a5-4f73-84ef-ef7d2d912e42 | 2029-10-28T22:52:12 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /town/agent.html by alyssa94 No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "1a5bfb686e2a1fef66b1e9933c4561aa",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/29.0.814.0 Safari/534.2",
"session_id": "06c7d5fa-ff95-4fb2-8bf6-b980065514b4",
"risk_score": 44.02,
"confidence": 0.43
} | alyssa94 | wmi_exec | null | null | null | No additional info | Endpoint wmi_exec /town/agent.html by alyssa94 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /town/agent.html | 5,575 | cmd.exe | null | null | null | null | null | null |
35a5c496-8ca9-42ce-a6ea-c943394c1cde | 2025-03-31T02:13:21 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth timeout for brooke32 via passwordless from 21.234.89.126 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "efbe194de84de1e03f00527a0eda1d90",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; zh-SG) AppleWebKit/532.50.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.50.3",
"session_id": "fde3b378-bf02-4b4b-96fc-b50c6bf6671f",
"risk_scor... | brooke32 | timeout | passwordless | 21.234.89.126 | dd:d1:0a:b5:75:b5 | No additional info | Auth timeout for brooke32 via passwordless from 21.234.89.126 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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