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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
a1cf7e45-7fa6-41f3-8253-549d229b7bb5 | 2025-04-26T13:16:43 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Niger",
"device_hash": "4e54f4d0cab037a58599904f622e2316",
"user_agent": "Opera/8.93.(Windows 98; zh-CN) Presto/2.9.182 Version/12.00",
"session_id": "96b4c93e-4e0d-47d6-80a4-a956c1e417ea",
"risk_score": 55.44,
"confidence": 0.56
} | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-0b0c756d | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42d7870a-44f2-49a0-ba07-5d5ad343b78c | 2027-11-26T12:01:20 | 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: Port Scan detected from 102.173.243.189 targeting 202.54.28.235 Associated Threat Actor: REvil noise=E3096A6E | {
"geo_location": "Palau",
"device_hash": "3a6cf731f62b8614b207dddf5c408001",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_9; rv:1.9.6.20) Gecko/8903-01-13 23:31:50 Firefox/13.0",
"session_id": "d524e278-34cb-4cf8-8a55-8f78a3c9e94c",
"risk_score": 60.15,
"confidence": 0.3
} | null | null | null | null | null | Associated Threat Actor: REvil | Microsoft Sentinel Alert: Port Scan detected from 102.173.243.189 targeting 202.54.28.235 Associated Threat Actor: REvil | {
"baseline_deviation": 1.01,
"entropy": 2.8,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 102.173.243.189 | 202.54.28.235 | Port Scan | SIG-5697 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
e8ff09d3-69ac-4cbf-a688-6347990f7282 | 2025-06-01T04:28:54 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by johnsonmary Associated Threat Actor: REvil | {
"geo_location": "Madagascar",
"device_hash": "5acb04fb9a54f6ad9e9eb48ccce23072",
"user_agent": "Opera/8.87.(Windows CE; mt-MT) Presto/2.9.173 Version/10.00",
"session_id": "febfc9dc-8125-4532-a5b0-acdc3c2bbde4",
"risk_score": 51.23,
"confidence": 0.66
} | johnsonmary | membership_inference | null | null | null | Associated Threat Actor: REvil | AI system membership_inference by johnsonmary Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | model-f75d762a | b706550f15d11c69ad6da08c7c754682b30b6f3dc66183877768469101e38bec | f1839e62ad0192f634e830f7fecfb1e1748fa6dd | null | null | null | null | null | null | null |
6fb76b92-4a25-40d6-861a-d9bcd6000a36 | 2025-01-27T09:37:45 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical command_injection MITRE Technique: T1059.001 | {
"geo_location": "Pitcairn Islands",
"device_hash": "9d595f6a4280945d4192760cfe451891",
"user_agent": "Opera/8.94.(X11; Linux x86_64; wae-CH) Presto/2.9.183 Version/11.00",
"session_id": "306bab82-e584-4898-8821-1829689168cb",
"risk_score": 9.38,
"confidence": 0.62
} | null | command_injection | null | null | null | MITRE Technique: T1059.001 | IoT device Medical command_injection MITRE Technique: T1059.001 | null | Medical | iot-557b3afc | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4ceae7fc-5155-4067-b72f-192ebb6c486f | 2025-04-24T10:35:22 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing Sensor spoofing detected | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "c60dd23c227055cc23b23bbf276d6034a87ec3a1ce082f36a3a7a5a93e2b8112",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/24.0.858.0 Mobile/19Y559 Safari/533.0",
"session_id": "46720aca... | null | sensor_spoofing | null | null | null | Sensor spoofing detected | IoT device Sensor sensor_spoofing Sensor spoofing detected | null | Sensor | iot-eba735d0 | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
974b7202-8775-4a50-a0b7-9d9d0c0eac5a | 2025-01-18T12:50:26 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Camera physical_tamper MITRE Technique: T1574.002 | {
"geo_location": "Thailand",
"device_hash": "41a8ba066905ac158c9cacf5eff6d6c1",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/39.0.846.0 Safari/534.0",
"session_id": "e44312fa-bc1b-434b-932a-18da7c16ece2",
"risk_score": 52.44,
"confidence": 0.74
} | null | physical_tamper | null | null | null | MITRE Technique: T1574.002 | IoT device Camera physical_tamper MITRE Technique: T1574.002 | null | Camera | iot-6a500ccf | 5.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
281282e5-0d30-40b0-b7da-57a831f0f790 | 2025-06-15T02:54:07 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by kimberlyhensley No additional info | {
"geo_location": "Bangladesh",
"device_hash": "00e51ff759296c1eaf14e9d79fd44679c6de9f3a6ee96d5bbfc211fd79a28ca0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; niu-NZ) AppleWebKit/534.45.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6534.45.7",
"session_id": "c8b73695-89b9-400... | kimberlyhensley | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by kimberlyhensley No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8c5588e9 | 8f3a82efb274be43b4bd4085fba92e64925757f6 | 74f21ddee1cb13bfbdbea45cdc7bf2d6392c64de | null | null | null | null | null | null | null |
04cecf37-5aea-46e5-b8ff-eae7806f20dc | 2025-01-14T01:55:58 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SSH traffic from 117.230.127.139:350 to 49.241.23.51:620 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Norway",
"device_hash": "9fbb00adbe77fbecbe4ae9c28d301c37",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.0)",
"session_id": "477c65c2-2e6e-439a-aa3a-ffe4f480fa0b",
"risk_score": 32.84,
"confidence": 0.92
} | null | inspect | null | null | null | Unconventional IOC: Thermal sensor anomalies | Firewall inspect SSH traffic from 117.230.127.139:350 to 49.241.23.51:620 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 117.230.127.139 | 49.241.23.51 | null | null | null | null | null | null | null | null | 350 | 620 | SSH | 860,921 | 2,106 | null | null |
d0108bbc-f126-4497-bb9d-18295ee18c3c | 2025-02-27T04:38:36 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 63.43.57.162 to 54.145.116.173 No additional info | {
"geo_location": "Ukraine",
"device_hash": "d15301abe310b1fe954c59fb98e8ac1da18331dd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.1)",
"session_id": "e05536e6-d438-45c1-a042-c7b90b25b48b",
"risk_score": 62.34,
"confidence": 0.42
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 63.43.57.162 to 54.145.116.173 No additional info | null | null | null | null | 63.43.57.162 | 54.145.116.173 | null | null | null | null | null | null | null | null | null | null | TCP | 34,135 | null | null | null |
a76f355a-25e2-445e-bb40-aa8287c324ec | 2025-02-19T04:20:02 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in OCI by mezacharles No additional info noise=8CEB6660 | {
"geo_location": "Niue",
"device_hash": "c3cb7c8f51a1a7b9219d9337887ead2e",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/40.0.817.0 Safari/531.1",
"session_id": "4ad8bea0-e23c-4b55-a009-8401a9a2ebcb",
"risk_score": 4.74,
"confidence": 0.02
} | mezacharles | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by mezacharles No additional info | null | null | null | null | null | null | null | null | null | OCI | res-f8c8caf0 | null | null | null | null | null | null | null | null | null | null |
494d4956-0809-44ee-be83-cace019fb4d8 | 2025-05-23T22:57:59 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth success for theresa08 via key from 36.46.41.200 MITRE Technique: T1134.001 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "bfc3444047a33c6557ce10b39cb04acc94d333b6d6b484bede770098b4c4080c",
"user_agent": "Opera/8.77.(Windows NT 10.0; is-IS) Presto/2.9.190 Version/11.00",
"session_id": "68de3f0b-f33b-46c8-9bea-aa08734c8289",
"risk_score": 13.35,
"confidence":... | theresa08 | success | null | null | null | MITRE Technique: T1134.001 | Auth success for theresa08 via key from 36.46.41.200 MITRE Technique: T1134.001 | null | null | null | null | 36.46.41.200 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 18:00:63:47:a9:d6 |
ea230887-f19b-4ee0-b9af-daea45e7201c | 2025-02-15T04:28:02 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in OCI by mhudson No additional info | {
"geo_location": "North Korea",
"device_hash": "8decd057b859d662532fad4e78f069b57235ab63",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.1)",
"session_id": "03dbfa6f-b255-4bb2-bc5c-0c20b75cd5e1",
"risk_score": 26.17,
"confidence": 0.26
} | mhudson | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by mhudson No additional info | null | null | null | null | null | null | null | null | null | OCI | res-5724f396 | null | null | null | null | null | null | null | null | null | null |
7f71d882-835e-498f-8f56-6c475e33fbdd | 2025-01-24T16:31:16 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 142.134.114.111 to 222.254.91.67 MITRE Technique: T1543.003 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "20c624b4352c73cbbad1befb3385a136",
"user_agent": "Opera/9.19.(X11; Linux x86_64; ha-NG) Presto/2.9.182 Version/11.00",
"session_id": "2869b978-5ed7-4dcf-a650-e62787787490",
"risk_score": 49.02,
"confidence": 0.66
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1543.003 | Network protocol_anomaly from 142.134.114.111 to 222.254.91.67 MITRE Technique: T1543.003 | null | null | null | null | 142.134.114.111 | 222.254.91.67 | null | null | null | null | null | null | null | null | null | null | TCP | 175,371 | null | null | null |
e87fd89b-8411-47cc-98a9-70747225a55d | 2025-02-19T12:41:12 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: ICS Attack detected from 10.17.202.98 targeting 144.128.128.99 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "a2c085209f38b638257e86154c7eeb5b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.0)",
"session_id": "4d8cd18c-0dca-47b8-b7c0-45078b5bf240",
"risk_score": 43.92,
"confidence": 0.04
} | null | null | null | null | null | No additional info | FireEye HX Alert: ICS Attack detected from 10.17.202.98 targeting 144.128.128.99 No additional info | null | null | null | null | 10.17.202.98 | 144.128.128.99 | ICS Attack | SIG-7043 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
69fbf66a-9711-4d0b-bb0e-7ab7b4004568 | 2025-01-23T09:47:12 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth success for scottsteve via MFA from 37.114.43.93 Credential stuffing pattern detected noise=RG9vci4= | {
"geo_location": "Hungary",
"device_hash": "4ed9dec7a3cd64cee6802e9b36daf5e2aeb43f60",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/54.0.873.0 Safari/532.2",
"session_id": "d8916176-2e79-4d7f-9d4b-98b40dfe1630",
"risk_score": 36.8,
"confidence": 0.25
} | scottsteve | success | null | null | null | Credential stuffing pattern detected | Auth success for scottsteve via MFA from 37.114.43.93 Credential stuffing pattern detected | {
"baseline_deviation": 2.86,
"entropy": 7.29,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 37.114.43.93 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 80:df:7f:32:cc:4d |
b9bca9aa-caf0-41bc-8d7c-9b954b3b7705 | 2025-05-23T17:56:36 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by tlevy No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "22eafc71217fd76d11280fbf4195594c00ba7a0e",
"user_agent": "Opera/8.24.(X11; Linux x86_64; mr-IN) Presto/2.9.175 Version/12.00",
"session_id": "1342ded1-fa86-402a-a69b-0c839fc74e32",
"risk_score": 11.96,
"confidence": 0.02
} | tlevy | fine_tuning | null | null | null | No additional info | AI system fine_tuning by tlevy No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fc6ad2da | 6551ed4d3854c94b79089d6f84af78861635c6d3 | 93722df2e2ca4139c6d997a63846e799 | null | null | null | null | null | null | null |
4f24f206-2a8e-4ba6-a513-9680ce9b3c12 | 2025-05-16T13:36:21 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Afghanistan",
"device_hash": "450fb1b8123c79030cbaf48bdfeab579",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.4.5 (KHTML, like Gecko) Version/5.0 Safari/534.4.5",
"session_id": "e5509bee-5355-4a6a-9d33-92b8afcb8214",
"risk_score": 67.42,
"confidence": 0.68
} | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-24467bd5 | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86420fd8-530b-441b-b548-87bd891dc85b | 2025-05-06T12:39:48 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect ICMP traffic from 38.73.176.205:59954 to 214.152.120.255:44 No additional info | {
"geo_location": "Pakistan",
"device_hash": "af84737354c0b4434a155f21a951a576768793e8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; it-IT) AppleWebKit/532.36.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.36.3",
"session_id": "98530654-b625-4768-ae33-1169e00a2251",
"ri... | null | inspect | null | null | null | No additional info | Firewall inspect ICMP traffic from 38.73.176.205:59954 to 214.152.120.255:44 No additional info | null | null | null | null | 38.73.176.205 | 214.152.120.255 | null | null | null | null | null | null | null | null | 59,954 | 44 | ICMP | 526,184 | 3,447 | null | null |
acf93412-6e56-43be-b690-4c2a4bdbdd7b | 2025-06-08T14:19:17 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by beardtina MITRE Technique: T1218.011 | {
"geo_location": "Saint Martin",
"device_hash": "89e1a6a00635969463afb506822561c0",
"user_agent": "Opera/9.62.(Windows 98; Win 9x 4.90; ss-ZA) Presto/2.9.168 Version/12.00",
"session_id": "28b2e89f-f89e-47e1-ba1c-3bed09493e2a",
"risk_score": 39.27,
"confidence": 0.15
} | beardtina | membership_inference | null | null | null | MITRE Technique: T1218.011 | AI system membership_inference by beardtina MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | model-484b53d9 | 896f2a5c6d37e9b0783e9437f82a1659 | db5269bf151c2c3fcc035d86e22fee56 | null | null | null | null | null | null | null |
69004f46-e47b-43bd-afcb-cc05e67fc268 | 2025-06-28T18:57:03 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by jamesclark No additional info | {
"geo_location": "Russia",
"device_hash": "ff18ef0988899fe53ce652a7929b1dd0012cf698",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_2 rv:6.0; am-ET) AppleWebKit/534.45.6 (KHTML, like Gecko) Version/5.0 Safari/534.45.6",
"session_id": "2298fa0a-3200-42a6-b002-c629b5552c23",
"risk_score": 72.15,
"... | jamesclark | adversarial_input | null | null | null | No additional info | AI system adversarial_input by jamesclark No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e2db173c | 88426122c3ee517e76e12539a7a11d4ef662f201 | 81602503d97cddd96d7d237d8441975ffbef66a4 | null | null | null | null | null | null | null |
134d5bfc-1f4b-4d7a-b91c-74d848946c35 | 2025-03-13T13:33:42 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTP traffic from 69.212.52.169:905 to 141.193.192.124:621 MITRE Technique: T1486 | {
"geo_location": "Grenada",
"device_hash": "2654bc30cd3f439948d0d9f824ee4f17ff23e9b6f3012e4e99c327d213e432cb",
"user_agent": "Opera/9.72.(Windows NT 11.0; si-LK) Presto/2.9.169 Version/11.00",
"session_id": "a1edbc32-6fa9-4b11-bba1-31c363e638ab",
"risk_score": 70.04,
"confidence": 0.74
} | null | drop | null | null | null | MITRE Technique: T1486 | Firewall drop HTTP traffic from 69.212.52.169:905 to 141.193.192.124:621 MITRE Technique: T1486 | null | null | null | null | 69.212.52.169 | 141.193.192.124 | null | null | null | null | null | null | null | null | 905 | 621 | HTTP | 400,935 | 2,617 | null | null |
4ea5fa98-2071-4918-a479-b23050e71eb1 | 2025-02-23T01:49:02 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec save by wendy29 MITRE Technique: T1486 | {
"geo_location": "Lebanon",
"device_hash": "08ebb2f8de60e921c4be41eff96dca34",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.0)",
"session_id": "31f6bb08-dd84-4c97-ab89-f825d9d04255",
"risk_score": 53.1,
"confidence": 0.14
} | wendy29 | powershell_exec | save | 4,806 | explorer.exe | MITRE Technique: T1486 | Endpoint powershell_exec save by wendy29 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c322e915-3705-4492-8a7e-dc2c517208cf | 2025-01-15T18:32:50 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /develop/him.webm by gonzalezangie No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "5a7a42a4c972d4d667c551cbf6046bbb5a055d34",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.0)",
"session_id": "f6103894-0520-43f7-ae35-3a9095e7d1b9",
"risk_score": 82.77,
"confidence": 0.24
} | gonzalezangie | process_stop | /develop/him.webm | 9,347 | powershell.exe | No additional info | Endpoint process_stop /develop/him.webm by gonzalezangie No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eee17d52-e391-4a7a-a824-fb06aa00eee8 | 2025-06-15T13:22:50 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in OCI by robertmorgan No additional info | {
"geo_location": "Estonia",
"device_hash": "6e9588befa6298aa8f5df025b4c6ac2e05a54df1",
"user_agent": "Opera/9.17.(Windows NT 5.2; ku-TR) Presto/2.9.190 Version/12.00",
"session_id": "84e02dca-dc49-43eb-ba5d-9dd26d2e2816",
"risk_score": 58.65,
"confidence": 0.08
} | robertmorgan | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by robertmorgan No additional info | null | null | null | null | null | null | null | null | null | OCI | res-df039d44 | null | null | null | null | null | null | null | null | null | null |
6da75573-adba-4b5c-b29d-ae9dd14c78c0 | 2025-03-16T03:36:30 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Alibaba by marissa07 No additional info | {
"geo_location": "Vietnam",
"device_hash": "44b6c57080b836b5c588243a135c04ebe94901e7fac10f26805209c184085325",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "037aea8d-1f39-4830-b92c-898f1018b143",
"risk_score": 24.62,
"confidence": 0.77
} | marissa07 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by marissa07 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-7a3098b3 | null | null | null | null | null | null | null | null | null | null |
1db31c27-32ed-4362-b3d8-e12b0720f4d4 | 2025-01-31T13:00:58 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Domain Fronting detected from 191.222.72.189 targeting 34.246.203.160 MITRE Technique: T1134.001 | {
"geo_location": "Uruguay",
"device_hash": "23683d73c099bbb388e7e6f8fefb681e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "2af2dc6c-1160-4718-8273-9b16b61c84ca",
"risk_score": 45.38,
"confidence": 0
} | null | null | null | null | null | MITRE Technique: T1134.001 | Palo Alto Cortex Alert: Domain Fronting detected from 191.222.72.189 targeting 34.246.203.160 MITRE Technique: T1134.001 | null | null | null | null | 191.222.72.189 | 34.246.203.160 | Domain Fronting | SIG-5506 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
3ccc15e4-8e94-4a56-b6f7-b75a2b968011 | 2025-03-03T13:55:09 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by kirkortiz No additional info | {
"geo_location": "Malta",
"device_hash": "0889e5bd33551471b27a147458650818",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9551-01-31 11:39:26 Firefox/13.0",
"session_id": "fb04f26b-155a-4fe1-8940-4b78bec41812",
"risk_score": 45.64,
"confidence": 0.9
} | kirkortiz | adversarial_input | null | null | null | No additional info | AI system adversarial_input by kirkortiz No additional info | null | null | null | null | null | null | null | null | null | null | null | model-68371e23 | 93bf11bfa3b76d8832ff1f9e2f23d320b55e73cc | 80a3a7b24be2b03768fdf062d1e5a7b1d5a7ceb8 | null | null | null | null | null | null | null |
04be2439-aa38-43e0-b65a-3c13bd22cc3f | 2025-02-01T05:52:44 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /rather/deep.mp4 by riggsmichael No additional info | {
"geo_location": "Afghanistan",
"device_hash": "a3f8d3e37d48ce875218efd424a727d6da9e3e8c",
"user_agent": "Opera/8.91.(Windows NT 6.2; lij-IT) Presto/2.9.183 Version/10.00",
"session_id": "d6914e0b-14e7-4115-9798-02da316184f1",
"risk_score": 57.07,
"confidence": 0.71
} | riggsmichael | registry_change | /rather/deep.mp4 | 9,089 | svchost.exe | No additional info | Endpoint registry_change /rather/deep.mp4 by riggsmichael No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0fbdc2b-b6e2-4ab4-912d-b3d13fa7f120 | 2025-06-16T14:28:42 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by ryan67 MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Nepal",
"device_hash": "f3403ae210277373122ed19880d480f6eeb50348",
"user_agent": "Opera/9.27.(Windows NT 5.2; ru-RU) Presto/2.9.163 Version/12.00",
"session_id": "c3251d11-7705-4227-9975-a3580c6a4d3b",
"risk_score": 65.32,
"confidence": 0.71
} | ryan67 | api_abuse | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes | AI system api_abuse by ryan67 MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | null | null | model-6228d994 | 2269e2bf94e95748d9dc56ae83be0ce80ad16cdfb90beedf9fa4cb024e635b9c | 7e7160ff1dc18f62b55df42bda61f150 | null | null | null | null | null | null | null |
65ebd92b-904a-414a-beb3-8cd833a7ddad | 2025-02-14T05:57:05 | ids_alert | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|medium| desc=Carbon Black Alert: Fileless Attack detected from 130.103.168.204 targeting 214.185.250.188 MITRE Technique: T1486 | {
"geo_location": "Mexico",
"device_hash": "da64311f2859925505e31dd9a54145bec646a7d4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2; rv:1.9.2.20) Gecko/5099-05-04 13:30:56 Firefox/3.6.7",
"session_id": "2e455589-9899-49c3-bf13-ae226365c882",
"risk_score": 57.02,
"confidence": 0.95
} | null | null | null | null | null | MITRE Technique: T1486 | Carbon Black Alert: Fileless Attack detected from 130.103.168.204 targeting 214.185.250.188 MITRE Technique: T1486 | null | null | null | null | 130.103.168.204 | 214.185.250.188 | Fileless Attack | SIG-5312 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
130790da-b4e1-4319-8a8f-095d9791245f | 2025-02-13T04:33:53 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: SQL Injection detected from 76.236.151.240 targeting N/A Associated Threat Actor: FIN7 | {
"geo_location": "Hong Kong",
"device_hash": "ef3d03afb6f538d759062b9ff07830375a52cf63",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/13.3l9377.0 Mobile/21E409 Safari/531.0",
"session_id": "a53a3bbd-7c86-4ca5-af8b-19b472d994a6",
"risk_score... | null | null | null | null | null | Associated Threat Actor: FIN7 | LogRhythm Alert: SQL Injection detected from 76.236.151.240 targeting N/A Associated Threat Actor: FIN7 | null | null | null | null | 76.236.151.240 | N/A | SQL Injection | SIG-7038 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
333fd4d8-4b8b-4a40-be70-1f9b4ea2b134 | 2025-06-05T17:51:46 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only HTTPS traffic from 54.105.33.63:331 to 10.229.210.67:950 MITRE Technique: T1071.001 noise=explore/categories/blog | {
"geo_location": "Malta",
"device_hash": "b5aa9ab5bc1b957750d1c2214ec1d4f41e8ece14",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/28.0.855.0 Mobile/97V501 Safari/531.1",
"session_id": "7251e58a-8d7d-4c3e-afd9-411b428d79a1",
"risk_score": 33.96... | null | log-only | null | null | null | MITRE Technique: T1071.001 | Firewall log-only HTTPS traffic from 54.105.33.63:331 to 10.229.210.67:950 MITRE Technique: T1071.001 | null | null | null | null | 54.105.33.63 | 10.229.210.67 | null | null | null | null | null | null | null | null | 331 | 950 | HTTPS | 972,208 | 597 | null | null |
3b54282c-3238-4924-86f4-e67c51f09daa | 2025-05-18T15:46:48 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by michael80 No additional info | {
"geo_location": "North Korea",
"device_hash": "f5ca767fc34d0153f8c201b343450b77c08823fdf850afc720f3d6826bedc588",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.9.2 (KHTML, like Gecko) Version/5.0.4 Safari/532.9.2",
"session_id": "da3e2785-3241-48fd-bd05-f2ec07413304",
"risk_score": 36.... | michael80 | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by michael80 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-06beaced | null | null | null | null | null | null | null | null | null | null |
195fe2e6-1fa8-43fb-887c-1f7a1c66adc0 | 2025-05-01T05:44:58 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by jessica09 Unconventional IOC: CPU microcode changes | {
"geo_location": "Iraq",
"device_hash": "61f600a5bfd30f888b027adad61ef4edceff90eef0d87ad9bba4a69c16664c98",
"user_agent": "Opera/8.27.(Windows NT 5.01; ko-KR) Presto/2.9.170 Version/11.00",
"session_id": "c41cc781-310f-4532-893e-04ab4d4873f2",
"risk_score": 68.83,
"confidence": 0.07
} | jessica09 | prompt_injection | null | null | null | Unconventional IOC: CPU microcode changes | AI system prompt_injection by jessica09 Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | model-9e9fe1ad | 5f4bd529f4dd094fa49a04bbbe7e9b633b8325162237950c2f7483e535aa6af2 | dfeb75bd1e7963fe68b02acace438df8 | null | null | null | null | null | null | null |
966636d2-dc06-4fd6-bb26-ac4dcfc4da48 | 2025-03-01T10:36:09 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start feel by megan38 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "98cab7ed2d11dddfbec2af32f703c7556732de65",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_7 rv:2.0; pa-IN) AppleWebKit/534.25.7 (KHTML, like Gecko) Version/4.0 Safari/534.25.7",
"session_id": "5d1024cc-57bd-4647-81e8-6b54b10725f0",
"risk_score"... | megan38 | process_start | feel | 9,214 | svchost.exe | No additional info | Endpoint process_start feel by megan38 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
62b01d66-ff3f-404a-869a-27b9b1b6b410 | 2025-03-14T08:05:35 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 194.64.10.204 to 121.99.197.240 No additional info | {
"geo_location": "Liberia",
"device_hash": "d1afd6e7ae0d3cc91ba5116e911e0ac19f932ebbc2e481bd570ed828b8541802",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_7) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/29.0.847.0 Safari/533.1",
"session_id": "229cf71b-3312-4c10-9c3b-3df6e6d24fd8",
"risk_sc... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 194.64.10.204 to 121.99.197.240 No additional info | {
"baseline_deviation": 1.7,
"entropy": 3.13,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 194.64.10.204 | 121.99.197.240 | null | null | null | null | null | null | null | null | null | null | UDP | 149,827 | null | null | null |
2397584d-4b7b-4460-9eb3-5dc156678fc6 | 2025-06-24T15:55:06 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTP traffic from 10.0.101.146:1022 to 94.41.201.27:303 Associated Threat Actor: APT37 noise=678D34E2 | {
"geo_location": "Malta",
"device_hash": "5f2358fb8d9b0458e0068a3ae903a4e1e3d5087a",
"user_agent": "Opera/8.79.(Windows NT 6.2; tg-TJ) Presto/2.9.190 Version/12.00",
"session_id": "d1c3ec2d-db4c-4b57-a1a4-7cbbc986b937",
"risk_score": 47.43,
"confidence": 0.53
} | null | quarantine | null | null | null | Associated Threat Actor: APT37 | Firewall quarantine HTTP traffic from 10.0.101.146:1022 to 94.41.201.27:303 Associated Threat Actor: APT37 | null | null | null | null | 10.0.101.146 | 94.41.201.27 | null | null | null | null | null | null | null | null | 1,022 | 303 | HTTP | 359,961 | 3,254 | null | null |
6c2380b7-61d8-4cf6-b948-5151502a25cf | 2025-05-31T19:48:54 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth failed for rodriguezjennifer via biometric from 9.25.155.252 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "5e437e4969af34236c68fe451f1d3993",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "4104d00f-e308-480f-abc8-2e4bf9bd1277",
"risk_score": 21.08,
"confidence": 0.79
} | rodriguezjennifer | failed | null | null | null | No additional info | Auth failed for rodriguezjennifer via biometric from 9.25.155.252 No additional info | null | null | null | null | 9.25.155.252 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 02:e1:6a:eb:86:68 |
aa2cf86f-0ed8-4c16-acf8-585d864bbf31 | 2025-02-07T04:58:15 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by tuckertanya MITRE Technique: T1059.001 | {
"geo_location": "Argentina",
"device_hash": "4999de00fe3ac265136175c2f32bdb6a699702c30966dff71659c83ad5011dfa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ht-HT) AppleWebKit/531.33.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.33.1",
"session_id": "9771f38f-bbee-40ca-... | tuckertanya | fine_tuning | null | null | null | MITRE Technique: T1059.001 | AI system fine_tuning by tuckertanya MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-a0b9e7fa | 799812353e150087ff225540e54412ba943fe6266b08047d880924e860a8d7b4 | 71f0756c79bda3ab5cc8aa6d5a355ef8ebeeffde0d38004279306536dc14dab8 | null | null | null | null | null | null | null |
3ec9f896-1b1b-4afd-b0c6-83d426a203ca | 2025-07-09T01:38:34 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for jeffreyroberts via password from 107.211.39.165 No additional info | {
"geo_location": "Croatia",
"device_hash": "f49d3f32108dfc8ff891bde98019565aae158973",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/14.2m4991.0 Mobile/91R273 Safari/533.0",
"session_id": "05fc69d8-6ac1-48b6-8431-33ca7e46963f",
"risk_score": 5... | jeffreyroberts | locked | null | null | null | No additional info | Auth locked for jeffreyroberts via password from 107.211.39.165 No additional info | null | null | null | null | 107.211.39.165 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 32:b9:bb:a8:0e:c2 |
b674fe32-3b1e-4784-beff-762e47f7ba4b | 2025-05-09T20:06:56 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine NTP traffic from 210.123.125.21:430 to 93.46.187.91:635 No additional info | {
"geo_location": "Germany",
"device_hash": "c9ca2698beb23d81e5946ed080febc62",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.34.4 (KHTML, like Gecko) Version/4.0.2 Safari/532.34.4",
"session_id": "00958bfb-a397-4866-8fba-09efaab43014",
"risk_score": 25.77,
"confidence": 0.13
} | null | quarantine | null | null | null | No additional info | Firewall quarantine NTP traffic from 210.123.125.21:430 to 93.46.187.91:635 No additional info | {
"baseline_deviation": 1.72,
"entropy": 3.28,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 210.123.125.21 | 93.46.187.91 | null | null | null | null | null | null | null | null | 430 | 635 | NTP | 877,200 | 795 | null | null |
881c31f8-6b9f-4f4d-b685-99ebb68fcc98 | 2025-02-17T12:06:43 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 178.195.115.69 to 10.8.28.244 No additional info | {
"geo_location": "Iran",
"device_hash": "93c5ac99567d84b5061695457111639edea075605118d7833b2dbd6c6d80de5c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.48.2 (KHTML, like Gecko) Version/5.1 Safari/535.48.2",
"session_id": "3abc6d70-61ca-431a-b03f-82fb97d2545e",
"risk_score": 28.27,... | null | beaconing | null | null | null | No additional info | Network beaconing from 178.195.115.69 to 10.8.28.244 No additional info | null | null | null | null | 178.195.115.69 | 10.8.28.244 | null | null | null | null | null | null | null | null | null | null | HTTPS | 139,245 | null | null | null |
b26c74a0-6174-4df9-818a-675d1033c1ae | 2025-01-25T03:56:07 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 216.27.76.225 to 222.85.72.34 MITRE Technique: T1190 | Associated Threat Actor: APT38 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "cf5fa52164f9c8037a1b595e6132b84b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_5 rv:6.0; yo-NG) AppleWebKit/532.38.1 (KHTML, like Gecko) Version/4.1 Safari/532.38.1",
"session_id": "a988e1db-5160-4e2c-8761-aaaf917a9dc7",
"risk_score... | null | connection | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: APT38 | Network connection from 216.27.76.225 to 222.85.72.34 MITRE Technique: T1190 | Associated Threat Actor: APT38 | null | null | null | null | 216.27.76.225 | 222.85.72.34 | null | null | null | null | null | null | null | null | null | null | ICMP | 261,226 | null | null | null |
fd23471d-7b08-49d5-b6e5-0ebdb5ba33c7 | 2025-05-29T21:52:38 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "a571de85f34bd9663a8ccfd2ff3b2cc3",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8541-10-20 21:10:41 Firefox/13.0",
"session_id": "4a82e014-afa7-408d-883a-e6346ef260e2",
"risk_score": 75.1,
"confidence": 0.26
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-a16ce2a5 | 1.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
383a373c-25d5-439f-bf98-825a1f2f46c2 | 2025-04-04T00:30:43 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by cmedina Associated Threat Actor: Lazarus Group | {
"geo_location": "Angola",
"device_hash": "5379f0b929f17fc2d8ef06f0f1abc9fc5e085d0544db446bb68b264cf3dd6280",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ps-AF; rv:1.9.1.20) Gecko/4512-06-21 00:08:37 Firefox/7.0",
"session_id": "5e299d01-52b5-4217-b67f-18e551b7fe9e",
"risk_score": 54.3,
"confidence": 0.56
... | cmedina | config_change | null | null | null | Associated Threat Actor: Lazarus Group | Cloud config_change in Azure by cmedina Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | Azure | res-51a1e45e | null | null | null | null | null | null | null | null | null | null |
4aa6061b-3ccc-4ff0-83e1-efe5de667d48 | 2025-05-31T21:13:53 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: Supply Chain Compromise detected from 216.27.236.24 targeting 84.205.16.191 No additional info | {
"geo_location": "Moldova",
"device_hash": "9c668c6ac0ecc0327dbbe9a61697aea3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "f68d2956-1bde-4dd8-a5aa-b10a76d2c405",
"risk_score": 47.99,
"confidence": 0.64
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Supply Chain Compromise detected from 216.27.236.24 targeting 84.205.16.191 No additional info | null | null | null | null | 216.27.236.24 | 84.205.16.191 | Supply Chain Compromise | SIG-8013 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c6d952d7-e84a-4dcf-bc35-38ede1a8d908 | 2029-10-25T11:48:36 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 14.164.114.60 to 23.241.75.235 MITRE Technique: T1486 | Associated Threat Actor: Conti | Possible protocol tunneling | {
"geo_location": "Brazil",
"device_hash": "e6fef7865abde91344df9bcc5e9738abfd7b2559",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.0)",
"session_id": "f5c79740-d560-4936-a8a6-1e9577fc9459",
"risk_score": 72.09,
"confidence": 0.84
} | null | latency_spike | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: Conti | Possible protocol tunneling | Network latency_spike from 14.164.114.60 to 23.241.75.235 MITRE Technique: T1486 | Associated Threat Actor: Conti | Possible protocol tunneling | {
"baseline_deviation": 0.59,
"entropy": 4.56,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 14.164.114.60 | 23.241.75.235 | null | null | null | null | null | null | null | null | null | null | ICMP | 596,227 | null | null | null |
053dd5bf-c0e5-46e5-acb5-d2f887fa8733 | 2025-02-22T06:13:28 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only RDP traffic from 10.64.245.217:631 to 10.88.237.199:531 MITRE Technique: T1543.003 noise=with|moment|nation | {
"geo_location": "North Korea",
"device_hash": "78a16986d718610a2bf5bb186859f339e2817326",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "13327457-5bc9-4c24-bd00-7ba434e4d5d4",
"risk_score": 88.17,
"confidence": 0.46
} | null | log-only | null | null | null | MITRE Technique: T1543.003 | Firewall log-only RDP traffic from 10.64.245.217:631 to 10.88.237.199:531 MITRE Technique: T1543.003 | null | null | null | null | 10.64.245.217 | 10.88.237.199 | null | null | null | null | null | null | null | null | 631 | 531 | RDP | 16,483 | 1,874 | null | null |
b8332f2c-e41d-484b-9683-ce83aa6306c1 | 2025-06-07T03:10:13 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall deny NTP traffic from 98.98.55.56:1889 to 194.28.57.16:50370 Associated Threat Actor: TA505 noise=5FB3BE4F | {
"geo_location": "French Southern Territories",
"device_hash": "68647c58733d31a859e300b27dfe95bf66f0386bef288123a69c66a1b3ebebdc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_9 rv:6.0; ne-NP) AppleWebKit/534.40.5 (KHTML, like Gecko) Version/4.1 Safari/534.40.5",
"session_id": "3f517bb1-790e-43... | null | deny | null | null | null | Associated Threat Actor: TA505 | Firewall deny NTP traffic from 98.98.55.56:1889 to 194.28.57.16:50370 Associated Threat Actor: TA505 | null | null | null | null | 98.98.55.56 | 194.28.57.16 | null | null | null | null | null | null | null | null | 1,889 | 50,370 | NTP | 497,580 | 798 | null | null |
84496f87-0122-41b0-8f1f-6d50eddb3406 | 2025-01-13T13:41:12 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Switzerland",
"device_hash": "ac9a4ea1f915182def1becf450db3686bb1f807efa2021c571a28b9ba1581df1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.1)",
"session_id": "5b92e382-ce06-4e9a-b3c2-3635e3972df2",
"risk_score": 71.45,
"confidence": 0.27
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-a998a683 | 6.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
030ca7ca-514a-4f2d-97c8-0de38bc167c0 | 2025-01-21T15:35:41 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Sudan",
"device_hash": "5040abbce51fc0c62f530705b135cd7a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/38.0.812.0 Safari/532.1",
"session_id": "5adba548-6682-49cb-afb9-063410076ac0",
"risk_score": 27.8,
"confidence": 0.07
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-abeec4b9 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
73ca879b-2e28-44ad-8e1c-da9cef91ac24 | 2025-07-08T06:08:36 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Medical command_injection Associated Threat Actor: APT37 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "cb24fae7f441ac21c04ba2f257fb8e6c8fa71419",
"user_agent": "Mozilla/5.0 (Android 3.2.3; Mobile; rv:19.0) Gecko/19.0 Firefox/19.0",
"session_id": "f4e8acd9-845d-40f5-bac2-a34deed22a0e",
"risk_score": 16.39,
"confidence": 0.86
} | null | command_injection | null | null | null | Associated Threat Actor: APT37 | IoT device Medical command_injection Associated Threat Actor: APT37 | null | Medical | iot-c106de41 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4a483ab-7182-4693-9c4f-b0bcd19057fc | 2025-04-20T16:51:39 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Guernsey",
"device_hash": "2d48f05ca5b38747bd3c4012212cb120a91d2c644f4b9993bc18d4a2ed59253e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.47.7 (KHTML, like Gecko) Version/5.0 Safari/531.47.7",
"session_id": "660023fd-8f34-46e1-959b-49a9f8d0de6e",
"risk_score": 4... | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-3f9593a2 | 2.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e0bdc177-a5b2-4514-b790-fa99e0900376 | 2025-03-21T20:04:31 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task those by allenhenry No additional info noise=F3154507 | {
"geo_location": "Taiwan",
"device_hash": "69023a49340faf5a58a694442fdf4764a6f01fb36814fd05b10243b676699812",
"user_agent": "Opera/9.21.(X11; Linux i686; tr-TR) Presto/2.9.185 Version/11.00",
"session_id": "243002db-458c-4815-b643-71e6622f4929",
"risk_score": 13.05,
"confidence": 0.04
} | allenhenry | scheduled_task | those | 5,474 | cmd.exe | No additional info | Endpoint scheduled_task those by allenhenry No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
55ef617c-c868-430a-96e1-aa414df8b3d6 | 2025-03-17T16:57:40 | firewall | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall drop NTP traffic from 157.71.245.46:37316 to 161.136.95.146:53388 No additional info | {
"geo_location": "Portugal",
"device_hash": "1dfb56a60794fa035dac7a4e00f9514b598254e136f4561c9cc6f5657ec2dedc",
"user_agent": "Opera/9.91.(X11; Linux i686; hak-TW) Presto/2.9.180 Version/12.00",
"session_id": "e74544f0-bb6b-466d-b50a-dbb6bc450083",
"risk_score": 55.29,
"confidence": 0.35
} | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 157.71.245.46:37316 to 161.136.95.146:53388 No additional info | null | null | null | null | 157.71.245.46 | 161.136.95.146 | null | null | null | null | null | null | null | null | 37,316 | 53,388 | NTP | 723,651 | 1,292 | null | null |
d9ff8868-c5bb-4e0b-a7c5-175a9ede6084 | 2025-07-04T07:37:36 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec /enter/item.tiff by mendozayvette MITRE Technique: T1110.003 | {
"geo_location": "Niger",
"device_hash": "ce014479a5daf8924ac49b492deb2be46b9ca968",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4584-04-07 05:02:44 Firefox/14.0",
"session_id": "ee3d07e5-af94-4fdc-93f9-0a401759824d",
"risk_score": 61.25,
"confidence": 0.83
} | mendozayvette | powershell_exec | /enter/item.tiff | 1,307 | cmd.exe | MITRE Technique: T1110.003 | Endpoint powershell_exec /enter/item.tiff by mendozayvette 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 |
b7675c8e-9b4c-4bba-824e-9e546b587b6f | 2025-05-01T01:53:15 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /use/environment.png by david51 MITRE Technique: T1547.001 | {
"geo_location": "North Korea",
"device_hash": "c293fe169493af478f2148a4f78f9950",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_8; rv:1.9.3.20) Gecko/9517-02-04 06:38:27 Firefox/9.0",
"session_id": "68f10df2-6680-48bb-8518-a92ff93eb1f7",
"risk_score": 63.26,
"confidence": 0.6
} | david51 | service_install | /use/environment.png | 9,831 | cmd.exe | MITRE Technique: T1547.001 | Endpoint service_install /use/environment.png by david51 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 |
8f27e689-0ce6-428c-b432-15a61bd5ed8f | 2025-06-24T16:57:47 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by parsonsnicolas No additional info | {
"geo_location": "Sweden",
"device_hash": "c57483382ed093d646bef70035c2f0c9",
"user_agent": "Opera/8.46.(Windows NT 5.1; dz-BT) Presto/2.9.162 Version/12.00",
"session_id": "381c0f3d-eea5-4586-ae32-6eaf7ad2f26a",
"risk_score": 65.85,
"confidence": 0.81
} | parsonsnicolas | membership_inference | null | null | null | No additional info | AI system membership_inference by parsonsnicolas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e2841908 | 3b799bff18806276fb0d5c8d3935d21a5d791330 | 65f0c8978aaff67e68324189e4d11c8cc4ae3296 | null | null | null | null | null | null | null |
a133fab7-7083-4d4f-a046-8821cb4cb1f3 | 2025-01-23T04:29:56 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 85.239.128.189 to 168.109.2.115 MITRE Technique: T1078.004 | {
"geo_location": "Chad",
"device_hash": "a8fe7cfad58681241051a23b9f78e54f4a4732c51d214c9537fba46cdfad7481",
"user_agent": "Mozilla/5.0 (Android 4.4.1; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "4c4b34aa-9a89-4778-ade3-5a3285f3b65a",
"risk_score": 51.08,
"confidence": 0.73
} | null | latency_spike | null | null | null | MITRE Technique: T1078.004 | Network latency_spike from 85.239.128.189 to 168.109.2.115 MITRE Technique: T1078.004 | null | null | null | null | 85.239.128.189 | 168.109.2.115 | null | null | null | null | null | null | null | null | null | null | UDP | 359,255 | null | null | null |
9cf25b21-96f4-4a9c-b1d7-e398d9e98bf7 | 2025-05-30T06:29:35 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Port Scan detected from 111.81.31.85 targeting 2.226.127.243 MITRE Technique: T1078.004 | {
"geo_location": "Ecuador",
"device_hash": "09f1890c13ccf33ad48a12704c261de7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "803abe73-4f68-4546-857e-78198b000c55",
"risk_score": 37.67,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1078.004 | Palo Alto Cortex Alert: Port Scan detected from 111.81.31.85 targeting 2.226.127.243 MITRE Technique: T1078.004 | null | null | null | null | 111.81.31.85 | 2.226.127.243 | Port Scan | SIG-6726 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
ee6ea702-e9e1-4056-96dc-5e6cc0f60803 | 2025-03-30T15:10:32 | network | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 155.170.31.99 to 9.42.80.206 MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | {
"geo_location": "Croatia",
"device_hash": "e645f11256586f07bd78394d5b275ae585e8a347",
"user_agent": "Opera/8.43.(Windows NT 5.01; az-IN) Presto/2.9.174 Version/11.00",
"session_id": "ac7ca6d8-268a-4fef-b950-874cb01a29b3",
"risk_score": 64.62,
"confidence": 0.04
} | null | covert_channel | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | Network covert_channel from 155.170.31.99 to 9.42.80.206 MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | null | null | null | null | 155.170.31.99 | 9.42.80.206 | null | null | null | null | null | null | null | null | null | null | UDP | 366,856 | null | null | null |
832d4848-ba40-4113-b333-9aac454fe312 | 2025-06-03T01:13:17 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop television by norrisricky No additional info | {
"geo_location": "China",
"device_hash": "1d479c34d0e912bb15ce3701fe33eb0d87419d526cba40e1bea9dfccd0c7dfd4",
"user_agent": "Opera/9.40.(X11; Linux x86_64; tn-ZA) Presto/2.9.180 Version/10.00",
"session_id": "0da1d16d-af4b-443a-845a-b4e332d06041",
"risk_score": 87.57,
"confidence": 0.67
} | norrisricky | process_stop | television | 4,469 | powershell.exe | No additional info | Endpoint process_stop television by norrisricky No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26f95740-1319-4211-95c8-84f88364b863 | 2025-03-01T11:58:49 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 160.8.29.251:21456 to 161.111.139.187:64 No additional info noise=list | {
"geo_location": "Montserrat",
"device_hash": "bad78ff6b94043aa46fee410e824d14fa99fa247de34897d77739dde64dd129a",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; pt-PT; rv:1.9.2.20) Gecko/5975-06-08 06:34:01 Firefox/7.0",
"session_id": "b069462e-f1cc-488a-b9a8-0fad21d49241",
"risk_score": 62.19,
"confidence":... | null | log-only | null | null | null | No additional info | Firewall log-only DNS traffic from 160.8.29.251:21456 to 161.111.139.187:64 No additional info | {
"baseline_deviation": 2.08,
"entropy": 5.53,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 160.8.29.251 | 161.111.139.187 | null | null | null | null | null | null | null | null | 21,456 | 64 | DNS | 168,284 | 1,565 | null | null |
b54ee20c-a747-4c0a-8e36-e546e015a655 | 2025-04-27T16:43:38 | firewall | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop SMB traffic from 59.190.114.10:24501 to 52.170.193.97:604 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Albania",
"device_hash": "ef01b6255683b3c727b9ed0933c1aa0c1404e96d5101981487354a45408af6e6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_4) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/55.0.874.0 Safari/535.0",
"session_id": "f6bd6970-4837-4e7b-b0ed-afa28550117d",
"risk_score":... | null | drop | null | null | null | Unconventional IOC: Quantum random number deviations | Firewall drop SMB traffic from 59.190.114.10:24501 to 52.170.193.97:604 Unconventional IOC: Quantum random number deviations | null | null | null | null | 59.190.114.10 | 52.170.193.97 | null | null | null | null | null | null | null | null | 24,501 | 604 | SMB | 52,990 | 1,156 | null | null |
b8e0cec4-89ea-4abd-9ed7-34d82660950a | 2025-02-21T14:11:22 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Azure by john93 Cross-tenant access detected | {
"geo_location": "Hungary",
"device_hash": "b96a91455dbbc5bd5767d30a8772883f106b7bfab127ff762aa381427f7f01bd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5 rv:2.0; zu-ZA) AppleWebKit/533.46.3 (KHTML, like Gecko) Version/4.1 Safari/533.46.3",
"session_id": "058216cc-47b7-4d5a-b437-137b88bf9a67"... | john93 | permission_escalation | null | null | null | Cross-tenant access detected | Cloud permission_escalation in Azure by john93 Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Azure | res-be076e42 | null | null | null | null | null | null | null | null | null | null |
8c69a7d5-cc31-4796-aac7-acf1983b2bd7 | 2025-03-09T12:48:19 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 85.29.221.121 to 14.65.0.174 No additional info noise=technology|shoulder|view | {
"geo_location": "Kuwait",
"device_hash": "b9e6575cbc1e26ce3a50a02c718e88884e7a30c9b646d669db5de22ad6bd5a8a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.1)",
"session_id": "bd647d5d-2872-4b13-bdc9-6158e84bc94a",
"risk_score": 24.52,
"confidence": 0.04
} | null | disconnection | null | null | null | No additional info | Network disconnection from 85.29.221.121 to 14.65.0.174 No additional info | null | null | null | null | 85.29.221.121 | 14.65.0.174 | null | null | null | null | null | null | null | null | null | null | HTTP | 861,447 | null | null | null |
5ea9f6ad-f373-4c38-b98d-427744a92e25 | 2025-03-11T13:30:27 | ai | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by stuart94 No additional info | {
"geo_location": "Haiti",
"device_hash": "3d6e91924baffd428798d729847397e79f77ada7",
"user_agent": "Opera/9.10.(Windows NT 4.0; ce-RU) Presto/2.9.173 Version/12.00",
"session_id": "7df513ce-30b4-4199-87af-2a1142c27b72",
"risk_score": 55.85,
"confidence": 0.24
} | stuart94 | model_access | null | null | null | No additional info | AI system model_access by stuart94 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a96c65bc | f28c3fb6c2b2e18ae4208af4a2e04849ba5bd20a | d56f2860dab2d9e819e44f9b2948672b28dd65d2f8758444964c2c73cefc1d86 | null | null | null | null | null | null | null |
f7c1bd95-9564-450b-9059-edb20ecb159f | 2025-06-21T23:57:54 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network connection from 86.17.6.193 to 98.64.247.137 MITRE Technique: T1110.003 | {
"geo_location": "Australia",
"device_hash": "2cb47f0a90cbc2716c844eb3973b2b57",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.1)",
"session_id": "550fd362-d056-42d4-bd4a-39d4edbc160c",
"risk_score": 55.75,
"confidence": 0.13
} | null | connection | null | null | null | MITRE Technique: T1110.003 | Network connection from 86.17.6.193 to 98.64.247.137 MITRE Technique: T1110.003 | null | null | null | null | 86.17.6.193 | 98.64.247.137 | null | null | null | null | null | null | null | null | null | null | HTTPS | 814,035 | null | null | null |
fb0f1054-e580-4e88-92a9-4699aa278612 | 2025-03-18T03:21:41 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load everyone by bgood No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "7168a37217c5d8bd4c9d524be821ad0a112ffcaa62039756b4d98f949b6b7d2b",
"user_agent": "Opera/8.86.(Windows NT 6.1; cv-RU) Presto/2.9.161 Version/11.00",
"session_id": "e186f0bf-8036-4924-813f-7addb0fc3ac4",
"risk_score": 49.33,
"confidence": 0.68
} | bgood | driver_load | everyone | 4,443 | cmd.exe | No additional info | Endpoint driver_load everyone by bgood No additional info | {
"baseline_deviation": 1.53,
"entropy": 6.4,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15780d01-f5e3-4073-b110-5e1f17c3ac69 | 2022-11-16T01:39:59 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in GCP by ethanmerritt Associated Threat Actor: Inception Framework | {
"geo_location": "Bahamas",
"device_hash": "80b8588ca88dcfb967079a31ef90fcd2f5ed4003",
"user_agent": "Opera/9.49.(X11; Linux x86_64; uk-UA) Presto/2.9.173 Version/11.00",
"session_id": "0b6aeed7-0b38-46da-86e6-562186486963",
"risk_score": 61.83,
"confidence": 0.46
} | ethanmerritt | lambda_execution | null | null | null | Associated Threat Actor: Inception Framework | Cloud lambda_execution in GCP by ethanmerritt Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | GCP | res-4548e75d | null | null | null | null | null | null | null | null | null | null |
f738e253-70f5-4726-975a-e1ea3456b29f | 2025-04-22T02:22:17 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "China",
"device_hash": "ece0e4f8535e310cdb61a5e0096cb379dd44a4ce",
"user_agent": "Mozilla/5.0 (Linux; Android 10) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/61.0.851.0 Safari/532.1",
"session_id": "6e1fdbcd-e449-4e2e-a597-bb11a44ae5a5",
"risk_score": 56.45,
"confidence": 0.94
} | null | protocol_violation | null | null | null | MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | IoT device HVAC protocol_violation MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | null | HVAC | iot-3707422a | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
44b57e1a-03ee-4203-9f13-d78aad51ddc8 | 2025-05-26T12:55:48 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for billyvincent via password from 183.63.106.15 No additional info | {
"geo_location": "Russia",
"device_hash": "26fbde846607e97eeefe9fc9e0d48ba8392cdba6",
"user_agent": "Opera/9.72.(Windows NT 5.1; ug-CN) Presto/2.9.187 Version/11.00",
"session_id": "d3bed0f1-2a67-4a25-906f-3fe20e4c4b41",
"risk_score": 34.1,
"confidence": 0.17
} | billyvincent | locked | null | null | null | No additional info | Auth locked for billyvincent via password from 183.63.106.15 No additional info | null | null | null | null | 183.63.106.15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | d4:8f:29:da:d5:f6 |
a2839ae6-11df-4ee6-8ba6-2405f13b49ea | 2025-02-19T05:40:59 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth bypass for yorksteven via OAuth from 201.205.11.243 No additional info noise=BC6B8E06 | {
"geo_location": "Ethiopia",
"device_hash": "7fab5364316ed80fe2463393a60cd6da1a0f8e459a9d411ed25fa84fcf77a296",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/44.0.814.0 Safari/533.2",
"session_id": "e16c4f82-b94b-42fc-bfb7-e2d8918ae60c",
"risk_score": 33.81,
"con... | yorksteven | bypass | null | null | null | No additional info | Auth bypass for yorksteven via OAuth from 201.205.11.243 No additional info | {
"baseline_deviation": 2.74,
"entropy": 5.83,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 201.205.11.243 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | db:90:ff:3a:79:2a |
44f39ecd-4d0e-475a-a188-f037bc4b0deb | 2025-02-15T12:33:46 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec view by kyle54 No additional info | {
"geo_location": "Anguilla",
"device_hash": "0396227406220535733c133557e15ab572f034e8",
"user_agent": "Opera/8.36.(X11; Linux i686; ja-JP) Presto/2.9.188 Version/11.00",
"session_id": "bac43964-e89e-411d-8684-4f6001d27501",
"risk_score": 72.44,
"confidence": 0.54
} | kyle54 | wmi_exec | view | 5,607 | explorer.exe | No additional info | Endpoint wmi_exec view by kyle54 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bdfb6706-8bb2-4ec2-976a-563b84eb0fd8 | 2025-04-16T12:14:09 | endpoint | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install Mrs by nrodriguez No additional info | {
"geo_location": "Panama",
"device_hash": "d430ea981a3d8b77c70ff0aa0ddd084f",
"user_agent": "Mozilla/5.0 (Android 1.1; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "957cf916-3df9-487e-a76a-6c95ab3016c8",
"risk_score": 16.12,
"confidence": 0.23
} | nrodriguez | service_install | Mrs | 3,241 | powershell.exe | No additional info | Endpoint service_install Mrs by nrodriguez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bfc2a74c-119a-4159-83a4-e2e894b78717 | 2025-03-24T01:45:51 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by anthony03 Associated Threat Actor: DarkSide noise=brother|early|much | {
"geo_location": "Switzerland",
"device_hash": "7a6aff652d100259bd2e350869e806de7efc7002",
"user_agent": "Mozilla/5.0 (Android 2.2.2; Mobile; rv:67.0) Gecko/67.0 Firefox/67.0",
"session_id": "2ae89b12-cfd7-4bfc-95ea-c60b505bfea7",
"risk_score": 63.05,
"confidence": 0.52
} | anthony03 | api_abuse | null | null | null | Associated Threat Actor: DarkSide | Cloud api_abuse in GCP by anthony03 Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | GCP | res-0abe4627 | null | null | null | null | null | null | null | null | null | null |
14844e53-4007-41e1-8418-1d9fee1c9267 | 2025-01-19T00:25:23 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall drop NTP traffic from 135.47.16.42:75 to 170.3.145.211:22780 No additional info | {
"geo_location": "Niue",
"device_hash": "1ef1960f338eee3acce410514f77fab4044ece5621b0cd57823c2a0d8e7153b3",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; lb-LU; rv:1.9.1.20) Gecko/8784-01-23 01:03:20 Firefox/3.8",
"session_id": "99416c23-12c8-4bb1-a54f-9417baef981d",
"risk_score": 44.62,
"confidence": 0.18
... | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 135.47.16.42:75 to 170.3.145.211:22780 No additional info | null | null | null | null | 135.47.16.42 | 170.3.145.211 | null | null | null | null | null | null | null | null | 75 | 22,780 | NTP | 754,197 | 958 | null | null |
7afef105-7fec-415f-839b-fca62faddb3e | 2027-07-05T18:48:36 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 10.117.163.72 to 135.194.191.145 No additional info | {
"geo_location": "Austria",
"device_hash": "5527d45586ecd510fcbde416a2f102be9dadb75cfb2121fa87390dea146b34b5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "9cada1a0-19c0-402b-9edb-02b3ac500672",
"risk_score": 52.95,
"confidence": 0.28
} | null | beaconing | null | null | null | No additional info | Network beaconing from 10.117.163.72 to 135.194.191.145 No additional info | {
"baseline_deviation": 2.69,
"entropy": 3.02,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.117.163.72 | 135.194.191.145 | null | null | null | null | null | null | null | null | null | null | UDP | 373,593 | null | null | null |
5b24f4ae-0778-4de7-a9af-fbaa6de27fea | 2025-05-26T23:42:04 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by rodneyhernandez No additional info noise=category | {
"geo_location": "Taiwan",
"device_hash": "85d9886502f3bd75c902d15443755d1f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.44.3 (KHTML, like Gecko) Version/5.0.3 Safari/535.44.3",
"session_id": "0a527078-ff2a-4de2-a05f-d9b5df2fc6f9",
"risk_score": 34.36,
"confidence": 0.5
} | rodneyhernandez | model_inversion | null | null | null | No additional info | AI system model_inversion by rodneyhernandez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-20feb384 | deec1a2500306e9f010c819be0e6aff1 | cb34c5e7614e498d66267cc5c984e9e3b3cad09a | null | null | null | null | null | null | null |
cb28927e-8a6d-4114-9d1e-b77ad3e0743e | 2025-06-04T09:16:09 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Medical command_injection No additional info noise=F504B99C | {
"geo_location": "India",
"device_hash": "3a26fee68529fd0ab120f617bc18afb6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/5.0)",
"session_id": "5cfa64c1-3462-4607-b88d-a28de5ef3fbf",
"risk_score": 42.7,
"confidence": 0.42
} | null | command_injection | null | null | null | No additional info | IoT device Medical command_injection No additional info | null | Medical | iot-51a70860 | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7798860-d682-4e8b-a32f-c745022063b2 | 2025-03-24T23:15:33 | 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: Container Escape detected from 30.239.123.54 targeting 146.148.110.164 No additional info | {
"geo_location": "Cameroon",
"device_hash": "434a64a4662accca911311b361e3eb2298baa12e",
"user_agent": "Opera/8.34.(Windows CE; an-ES) Presto/2.9.177 Version/12.00",
"session_id": "a0137d01-2222-40d8-be07-dee37420d8b7",
"risk_score": 42.73,
"confidence": 0.6
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Container Escape detected from 30.239.123.54 targeting 146.148.110.164 No additional info | {
"baseline_deviation": 1.08,
"entropy": 2.68,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 30.239.123.54 | 146.148.110.164 | Container Escape | SIG-9716 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d86dc6ef-9321-4331-8796-7cc510663ae7 | 2025-01-15T17:59:33 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system model_access by efisher No additional info | {
"geo_location": "Nicaragua",
"device_hash": "e24d8ad11dc392c8e7977b0236e8ec4b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_1; rv:1.9.5.20) Gecko/3178-02-01 15:19:24 Firefox/3.6.19",
"session_id": "b49ac912-c66c-48ac-8d25-a0d332e36d33",
"risk_score": 47.32,
"confidence": 0.89
} | efisher | model_access | null | null | null | No additional info | AI system model_access by efisher No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2ce678d0 | b2bbde6720486243a10ad89791bcc2207a4de703 | e09ffb8734358d362b45d9eb35d91517f108e56c | null | null | null | null | null | null | null |
f57f44b1-fb40-40a9-bb5d-49ef1d754ecc | 2025-02-03T00:06:05 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by charles17 No additional info noise=maybe|religious|rule | {
"geo_location": "Yemen",
"device_hash": "61a98addc51a3c861d84abbb4a1c83f2",
"user_agent": "Opera/8.30.(Windows 98; Win 9x 4.90; ss-ZA) Presto/2.9.189 Version/10.00",
"session_id": "c69e2cb6-f26f-4924-a385-1ee2a8096498",
"risk_score": 52.1,
"confidence": 0.6
} | charles17 | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by charles17 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-49a98513 | null | null | null | null | null | null | null | null | null | null |
636a468a-7b74-4548-b791-cd5ae8e100b4 | 2025-06-20T02:51:40 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for jlowe via OAuth from 191.186.224.84 MITRE Technique: T1134.001 noise=21F7003A | {
"geo_location": "Marshall Islands",
"device_hash": "360468b5aba292c4a44edb73b21f76da0111a0b3",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/24.0.854.0 Safari/533.2",
"session_id": "243b701f-9c08-4f4c-84c5-bb6546ad2443",
"risk_score": 76.84,
"confidence": 0.6... | jlowe | bypass | null | null | null | MITRE Technique: T1134.001 | Auth bypass for jlowe via OAuth from 191.186.224.84 MITRE Technique: T1134.001 | null | null | null | null | 191.186.224.84 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | cb:db:3e:af:0a:d7 |
af15957a-f60d-495a-8801-61a27b676a3a | 2025-05-13T03:05:11 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by sbarr No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "848107cae47edcbd0305feff7c07e558bd516e44787dba2c9ce9781a36a32e8c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_0; rv:1.9.2.20) Gecko/3442-07-29 19:03:42 Firefox/3.8",
"session_id": "ec37546f-808b-45ae-9372-337d02adf230",
"risk_score": 62... | sbarr | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by sbarr No additional info | null | null | null | null | null | null | null | null | null | Azure | res-e7ca19fe | null | null | null | null | null | null | null | null | null | null |
ebc6b4b7-da39-471f-b321-ebe35d4aca9d | 2025-06-22T20:45:22 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only UDP traffic from 10.189.37.70:764 to 103.69.224.184:70 No additional info | {
"geo_location": "Mayotte",
"device_hash": "d13c357bcd0807755fb5de8f820dbb94",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.11.2 (KHTML, like Gecko) Version/4.1 Safari/531.11.2",
"session_id": "79647617-edc7-4aa2-aa7c-4369448f2edf",
"risk_score": 66.04,
"confidence": 0.46
} | null | log-only | null | null | null | No additional info | Firewall log-only UDP traffic from 10.189.37.70:764 to 103.69.224.184:70 No additional info | null | null | null | null | 10.189.37.70 | 103.69.224.184 | null | null | null | null | null | null | null | null | 764 | 70 | UDP | 504,872 | 2,782 | null | null |
1e32a6eb-187f-471d-8c2c-e8aa56b47d0f | 2025-06-14T16:03:26 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by andrewbeasley No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "83adb27265f0bdf69c7124a1198dbdf7b72f88df",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/3.0)",
"session_id": "c181b0d2-2843-49d2-8b5d-046efd098c23",
"risk_score": 66.26,
"confidence": 0.8
} | andrewbeasley | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by andrewbeasley No additional info | null | null | null | null | null | null | null | null | null | Azure | res-fd6770b1 | null | null | null | null | null | null | null | null | null | null |
55ea8d28-6a24-41d4-876c-b7d924c83ab0 | 2025-05-18T05:21:04 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth timeout for gomezsteven via biometric from 97.190.83.184 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "14589f56b29e42abdf2a87b4a15f1bbf",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_5) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/39.0.825.0 Safari/535.0",
"session_id": "508c4961-641c-4dae-8955-f7b1bf855fb3",
"risk_score": 51.65,
"con... | gomezsteven | timeout | null | null | null | No additional info | Auth timeout for gomezsteven via biometric from 97.190.83.184 No additional info | null | null | null | null | 97.190.83.184 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 9c:2a:2b:c8:a3:9a |
b8c77f58-59e6-4515-9636-465277f73a2c | 2025-04-28T12:49:12 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 128.31.110.116 to 175.50.88.208 No additional info | {
"geo_location": "Panama",
"device_hash": "b74ac3d5ff826c41cc8ef3a95a0f86f6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.1)",
"session_id": "1dabe865-1838-44da-9505-e7e84cbdebad",
"risk_score": 88.46,
"confidence": 0.03
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 128.31.110.116 to 175.50.88.208 No additional info | null | null | null | null | 128.31.110.116 | 175.50.88.208 | null | null | null | null | null | null | null | null | null | null | UDP | 589,433 | null | null | null |
857949a0-d6fa-4446-a43b-6a5c2f578e6c | 2025-05-06T11:54:33 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Russia",
"device_hash": "4e96d21d91b28412c9e3b87897135a8b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.1)",
"session_id": "6e79d6f8-f080-4e55-b861-448dae6e4ed4",
"risk_score": 77.1,
"confidence": 0.44
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | {
"baseline_deviation": 0.69,
"entropy": 4.75,
"frequency_anomaly": false,
"sequence_anomaly": false
} | HVAC | iot-29e438c9 | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d9dc0d93-0893-421f-9983-924042bed357 | 2025-04-01T21:57:57 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel MITRE Technique: T1486 noise=E938C302 | {
"geo_location": "Guyana",
"device_hash": "a6ced041f74bdc2f77108024e63c9b91d30df3821e9e818a2f669ff1da41f034",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/15.3u7611.0 Mobile/24J272 Safari/533.0",
"session_id": "772b8a09-aa42-49f2-96a2-24573e... | null | side_channel | null | null | null | MITRE Technique: T1486 | IoT device Sensor side_channel MITRE Technique: T1486 | {
"baseline_deviation": 2.08,
"entropy": 6.21,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Sensor | iot-0f350a4c | 8.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d673956-c083-4f7f-a6d4-f865430d13c1 | 2025-04-24T10:51:55 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth success for cranemichael via MFA from 76.131.112.135 No additional info | {
"geo_location": "Slovenia",
"device_hash": "ff67bfae82cf2d6575fc1a26065e6393234276c1caa142d62e5a1585afbb8070",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_7) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/17.0.842.0 Safari/536.0",
"session_id": "8cd426f4-12ef-4ecb-9989-f653bef3af1d",
"risk_scor... | cranemichael | success | null | null | null | No additional info | Auth success for cranemichael via MFA from 76.131.112.135 No additional info | null | null | null | null | 76.131.112.135 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | a5:c4:47:0b:ab:b6 |
6eda93a4-d0a3-416c-aa39-8cb732fac9cc | 2025-05-02T14:46:37 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in GCP by aliciatran No additional info noise=F481181F | {
"geo_location": "Bulgaria",
"device_hash": "ac5de43464030bba302c9fbb27da575a",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/7262-02-20 23:16:59 Firefox/3.8",
"session_id": "d1b38a10-f264-4e0e-aec7-cedf53cdc0e8",
"risk_score": 46.59,
"confidence": 0.25
} | aliciatran | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by aliciatran No additional info | null | null | null | null | null | null | null | null | null | GCP | res-cebc61cc | null | null | null | null | null | null | null | null | null | null |
b0a22c63-b112-427b-bbcc-b0715c234c67 | 2025-07-04T23:55:07 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Azure by debbie21 MITRE Technique: T1059.001 | {
"geo_location": "Cyprus",
"device_hash": "90b8899136dd9ebccfd9f29d2a9b939aff401812b1361c8096720850027323ec",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7; rv:1.9.4.20) Gecko/2758-12-17 23:17:28 Firefox/12.0",
"session_id": "f9ec682f-ed87-4b4b-b528-36e675574d36",
"risk_score": 60.01,
"con... | debbie21 | storage_access | null | null | null | MITRE Technique: T1059.001 | Cloud storage_access in Azure by debbie21 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | Azure | res-41272dda | null | null | null | null | null | null | null | null | null | null |
fabcf774-e17b-4778-b911-7522906435c8 | 2025-05-21T18:43:22 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by campbellmitchell No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "bbe3c734be40ca0017288f1ea7deff3298c21fe8",
"user_agent": "Opera/9.48.(Windows NT 6.2; vi-VN) Presto/2.9.183 Version/12.00",
"session_id": "3fc0f5aa-8b1c-4420-992f-272a4e673f18",
"risk_score": 35.82,
"confidence": 0.38
} | campbellmitchell | api_abuse | null | null | null | No additional info | AI system api_abuse by campbellmitchell No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e4f268a6 | 81a2d4f5a2d68018249cfe91e41cc22de06b6d68e592d8d3f53dba7fc5fea443 | 77247c6545c461b84788806abccf6eb61da71d38 | null | null | null | null | null | null | null |
e67f18c3-c957-484d-9138-0c902bb99068 | 2025-04-13T01:03:32 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop attack by bjohnson No additional info | {
"geo_location": "Bolivia",
"device_hash": "8dfd9f027b5ea2d71fea110ba5768eb0295bcab89e6bc1fba56dafd973e7bcd8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/41.0.864.0 Safari/536.1",
"session_id": "2867e06a-8733-4a70-825e-a6e760aabb5b",
"risk_score":... | bjohnson | process_stop | attack | 2,292 | svchost.exe | No additional info | Endpoint process_stop attack by bjohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41ece160-0ec6-4c1b-834d-c30a62b29d13 | 2025-05-05T02:08:04 | iot | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera side_channel MITRE Technique: T1574.002 | {
"geo_location": "Malaysia",
"device_hash": "889f18b829c993eb43f833da0babe04d934ccf362915e17be7a4be8a5c995f13",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/19.0.847.0 Safari/531.0",
"session_id": "76332001-77bd-409c-84e4-1c7833c9f949",
"risk_score": 42.34,
"c... | null | side_channel | null | null | null | MITRE Technique: T1574.002 | IoT device Camera side_channel MITRE Technique: T1574.002 | null | Camera | iot-1236c733 | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1a5526aa-f7ef-47c8-b92b-06d35cb13a9a | 2025-03-19T18:20:29 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec travel by robert80 MITRE Technique: T1110.003 | {
"geo_location": "Suriname",
"device_hash": "41b6a9a04da4a078851501a6d353ef1a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.0)",
"session_id": "bbd82a5a-0f4b-4bf5-a86c-5e795b4aeeb2",
"risk_score": 60.05,
"confidence": 0.75
} | robert80 | wmi_exec | travel | 5,397 | powershell.exe | MITRE Technique: T1110.003 | Endpoint wmi_exec travel by robert80 MITRE Technique: T1110.003 | {
"baseline_deviation": 1.76,
"entropy": 3.44,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
da6cf4b8-0740-4eb9-9019-b30ea913d8d7 | 2025-03-28T23:57:14 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by sjensen No additional info | {
"geo_location": "Central African Republic",
"device_hash": "5576b3a7c9eb12f64482e9bc124aa755bfd6a2943fdff76468ba6f576ef29497",
"user_agent": "Opera/8.68.(Windows NT 5.2; lg-UG) Presto/2.9.160 Version/10.00",
"session_id": "b7a13fb1-0573-4c86-9f38-49511692c3fc",
"risk_score": 35.62,
"confidence": 0.14
} | sjensen | model_inversion | null | null | null | No additional info | AI system model_inversion by sjensen No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5bd803cb | 5d30edb4945b2e255fbe1dd23b79b4c3faf6805bda1af647708598b061ca1e3d | 52a3fc8c8458fb09d8d9b9224ba564ecd6327fe6 | null | null | null | null | null | null | null |
f43b3b79-e018-4ab1-ad54-30b68ee78127 | 2025-01-22T08:29:45 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth locked for juanbaker via MFA from 134.211.58.242 No additional info | {
"geo_location": "Reunion",
"device_hash": "526c18a0c22565807e343b78c1a76aa7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; mag-IN) AppleWebKit/532.42.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.42.4",
"session_id": "b3bbb4d8-11c7-4dc2-a9fe-f337e1e86e5c",
"risk_score... | juanbaker | locked | null | null | null | No additional info | Auth locked for juanbaker via MFA from 134.211.58.242 No additional info | null | null | null | null | 134.211.58.242 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | b3:a2:32:f6:01:74 |
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