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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6722de85-4101-4fcf-83d5-3f8669e6f160 | 2025-05-03T17:30:13 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by xthornton MITRE Technique: T1543.003 | {
"geo_location": "Dominica",
"device_hash": "9b81050a64fdcc23dcbbb6543348adf64a06a341",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/4.0)",
"session_id": "0c98cc46-a4fc-4da0-9884-7bc48406b07d",
"risk_score": 31.27,
"confidence": 0.32
} | xthornton | model_inversion | null | null | null | MITRE Technique: T1543.003 | AI system model_inversion by xthornton MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | model-9bffdeb1 | 7a0331b933a35f1a2e87986d91265234 | b7f3f6aad7061cbbcb84942dee5dd7439665e862 | null | null | null | null | null | null | null |
d7a178b7-959b-4da7-9102-f49d6b8bf6e1 | 2025-03-21T12:49:58 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /compare/take.gif by wanda79 No additional info | {
"geo_location": "Burundi",
"device_hash": "581a3f2761cb26ee258eb899d78d1054",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.1)",
"session_id": "374cbfda-c58a-49a0-ac89-c84d10621b38",
"risk_score": 44.67,
"confidence": 0.54
} | wanda79 | powershell_exec | /compare/take.gif | 8,789 | cmd.exe | No additional info | Endpoint powershell_exec /compare/take.gif by wanda79 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a718228c-0d4b-4efa-8f1e-078c0d0e94ae | 2025-01-31T01:01:26 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only ICMP traffic from 20.75.212.210:62568 to 169.205.133.183:955 MITRE Technique: T1134.001 | {
"geo_location": "Jordan",
"device_hash": "e6546d5d8de7baa09d6f1712af323b56fdda0133",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6765-05-09 05:36:42 Firefox/3.6.15",
"session_id": "9bdc634e-ecb6-4ee3-aad8-a022d26761e0",
"risk_score": 0,
"confidence": 0.29
} | null | log-only | null | null | null | MITRE Technique: T1134.001 | Firewall log-only ICMP traffic from 20.75.212.210:62568 to 169.205.133.183:955 MITRE Technique: T1134.001 | null | null | null | null | 20.75.212.210 | 169.205.133.183 | null | null | null | null | null | null | null | null | 62,568 | 955 | ICMP | 426,100 | 1,580 | null | null |
29783b39-d949-4ac8-b9a5-90312bc01be9 | 2025-02-15T22:36:30 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by berickson No additional info | {
"geo_location": "Guatemala",
"device_hash": "ad294e19ff78df1fbd204198151a305927206261",
"user_agent": "Opera/8.70.(Windows NT 6.2; ms-MY) Presto/2.9.176 Version/10.00",
"session_id": "3c0469cb-4cc3-4cfd-bf99-eb6843da68f8",
"risk_score": 74.53,
"confidence": 0.74
} | berickson | model_access | null | null | null | No additional info | AI system model_access by berickson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b9e04cff | 61203562ddb6022d8f4be506e34af7d256f5643f | a56af10f7c5d10a9614d22188b5532806d0b768ee5d328e07a2e8b1a368ef4aa | null | null | null | null | null | null | null |
f486e0f9-41db-4cf3-829d-89451b229a55 | 2025-07-06T08:08:51 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth challenge for christopherjones via key from 149.151.199.127 MITRE Technique: T1190 | {
"geo_location": "Guatemala",
"device_hash": "39a6c2acea86a1f0fc97510383bba7621929d5079ef072299e78b2cb86937c61",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/15.8q5010.0 Mobile/51X191 Safari/532.0",
"session_id": "8d514a70-8e97-4950-9156-152d2bf... | christopherjones | challenge | null | null | null | MITRE Technique: T1190 | Auth challenge for christopherjones via key from 149.151.199.127 MITRE Technique: T1190 | null | null | null | null | 149.151.199.127 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | d2:0c:93:3c:e7:11 |
6a042248-0262-4aad-8c7d-be3f57197b20 | 2025-02-13T15:50:07 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: Container Escape detected from 219.84.235.44 targeting 18.225.160.129 No additional info | {
"geo_location": "South Africa",
"device_hash": "4b2de0f0f00beb710553447edfa09b9b9c32203b328ef0aea97c939af9e5d330",
"user_agent": "Opera/9.94.(X11; Linux i686; hi-IN) Presto/2.9.183 Version/12.00",
"session_id": "06cc02c8-dc52-42db-8e33-4c1644069aa1",
"risk_score": 26.32,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Zeek Alert: Container Escape detected from 219.84.235.44 targeting 18.225.160.129 No additional info | {
"baseline_deviation": 2.84,
"entropy": 5.17,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 219.84.235.44 | 18.225.160.129 | Container Escape | SIG-2998 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
24808725-37f6-4ce8-b48d-11b5ed9446d4 | 2025-01-16T00:27:29 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth locked for dennismartin via password from 98.115.110.48 Credential stuffing pattern detected noise=blog/search | {
"geo_location": "Georgia",
"device_hash": "ac7710f3da47ba729867fcdefb16a6bc756b549dffc4392b819cb83beba16edd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.0)",
"session_id": "4906c7dd-0a3e-457c-aa27-212eddff2bf3",
"risk_score": 93.83,
"confidence": 0.85
} | dennismartin | locked | null | null | null | Credential stuffing pattern detected | Auth locked for dennismartin via password from 98.115.110.48 Credential stuffing pattern detected | null | null | null | null | 98.115.110.48 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 18:c6:f5:d1:ce:f4 |
57a292a9-e0bf-44aa-ae04-975ed1b50278 | 2025-01-30T23:10:51 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /early/eat.js by robertwright No additional info | {
"geo_location": "French Guiana",
"device_hash": "e6e054b1a5885db5ab10a15016ace3ff45fda9bda1c80b36c3211dcf3372ae7f",
"user_agent": "Mozilla/5.0 (Android 2.3.3; Mobile; rv:19.0) Gecko/19.0 Firefox/19.0",
"session_id": "3b422040-f871-4a49-966c-500368f3af0f",
"risk_score": 33.21,
"confidence": 0.49
} | robertwright | process_start | /early/eat.js | 552 | powershell.exe | No additional info | Endpoint process_start /early/eat.js by robertwright No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e3a546a-6eed-4609-922f-58b991aece8d | 2025-05-10T20:39:39 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: DNS Tunneling detected from 84.110.10.31 targeting N/A No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "db5108ac7d0f2cd42f85f47fd10d333c",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/45.0.886.0 Safari/535.1",
"session_id": "4b7540b1-512f-4b8f-86a0-a7ce06116402",
"risk_score": 68.27,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Trellix Alert: DNS Tunneling detected from 84.110.10.31 targeting N/A No additional info | null | null | null | null | 84.110.10.31 | N/A | DNS Tunneling | SIG-8595 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
846f3731-8efd-43da-9744-bf8a3559d7ce | 2025-03-09T20:46:05 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: Credential Stuffing detected from 205.35.201.99 targeting 169.50.228.137 MITRE Technique: T1110.003 | {
"geo_location": "Nigeria",
"device_hash": "35766882a6b6ee2582670c83ca361aaddbb777d3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_6) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/23.0.850.0 Safari/533.1",
"session_id": "3278e983-ed5e-4fbe-bbde-388ce9e4345e",
"risk_score": 36.04,
"confidence"... | null | null | null | null | null | MITRE Technique: T1110.003 | LogRhythm Alert: Credential Stuffing detected from 205.35.201.99 targeting 169.50.228.137 MITRE Technique: T1110.003 | null | null | null | null | 205.35.201.99 | 169.50.228.137 | Credential Stuffing | SIG-8292 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
a3106f29-b575-4660-9a3a-a76379c1228d | 2025-04-27T19:06:01 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network connection from 10.163.13.155 to 216.96.191.0 No additional info noise=yard|expert|cold | {
"geo_location": "Spain",
"device_hash": "1c84d3aac747c9d3d50c2cac2eb709a28a699f75e14b56273982e0f9d899fcbd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.0)",
"session_id": "8ea4e0ad-1e67-4643-949e-fae7ddec0b5a",
"risk_score": 28.65,
"confidence": 0.7
} | null | connection | null | null | null | No additional info | Network connection from 10.163.13.155 to 216.96.191.0 No additional info | null | null | null | null | 10.163.13.155 | 216.96.191.0 | null | null | null | null | null | null | null | null | null | null | UDP | 80,150 | null | null | null |
7a372472-1e16-4591-bfcd-98278040fdd1 | 2029-05-25T00:44:35 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Living-off-the-Land detected from 133.122.31.98 targeting 191.24.51.74 Associated Threat Actor: Equation Group | {
"geo_location": "Norway",
"device_hash": "22a51474564bf255d8ad14ec2ff2e869c855bb402c3145899450257a892990fc",
"user_agent": "Opera/9.57.(X11; Linux i686; hu-HU) Presto/2.9.170 Version/12.00",
"session_id": "dac40d13-c7e5-4dfe-94b6-a29ffc106a84",
"risk_score": 24.23,
"confidence": 0.2
} | null | null | null | null | null | Associated Threat Actor: Equation Group | ArcSight Alert: Living-off-the-Land detected from 133.122.31.98 targeting 191.24.51.74 Associated Threat Actor: Equation Group | null | null | null | null | 133.122.31.98 | 191.24.51.74 | Living-off-the-Land | SIG-5900 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
3a6799eb-6c4a-481f-b895-7c1101a636c9 | 2025-06-24T23:28:56 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth challenge for stephenthompson via MFA from 124.94.9.193 No additional info | {
"geo_location": "Germany",
"device_hash": "1f81caf4f3841962eceda79e57a61a9e",
"user_agent": "Opera/8.25.(Windows NT 6.1; ug-CN) Presto/2.9.177 Version/10.00",
"session_id": "d8197918-e168-4e75-b5ba-a4ec88d9bf0c",
"risk_score": 54.66,
"confidence": 0.21
} | stephenthompson | challenge | null | null | null | No additional info | Auth challenge for stephenthompson via MFA from 124.94.9.193 No additional info | null | null | null | null | 124.94.9.193 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | cd:96:01:0f:83:96 |
3752f003-809b-4b66-8512-4616e93fe206 | 2025-06-25T21:30:25 | auth | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth success for kathrynmontoya via biometric from 156.6.138.107 Associated Threat Actor: DarkSide | {
"geo_location": "Ireland",
"device_hash": "fa76dd6b31ebb345a3e0a6ff50c5fa54bb3c040ebc037e56ffd8ee1c75e717f2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/15.0g7656.0 Mobile/29K685 Safari/534.1",
"session_id": "b423270c-664a-4a12-b230-72af... | kathrynmontoya | success | null | null | null | Associated Threat Actor: DarkSide | Auth success for kathrynmontoya via biometric from 156.6.138.107 Associated Threat Actor: DarkSide | null | null | null | null | 156.6.138.107 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a4:9d:bc:a7:ca:20 |
0892388b-78e5-4afe-b024-e209e4c45d6e | 2025-01-31T20:49:23 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in Azure by michaelhenderson No additional info noise=blog/app/tags | {
"geo_location": "French Polynesia",
"device_hash": "cffb3c7bad4e47ac548fd9fa9b4aab2ba169f246",
"user_agent": "Opera/8.35.(X11; Linux i686; hy-AM) Presto/2.9.172 Version/12.00",
"session_id": "eb1ac423-50df-4872-ae5a-87db9ee5c147",
"risk_score": 57.07,
"confidence": 0.97
} | michaelhenderson | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by michaelhenderson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-5f5a74f2 | null | null | null | null | null | null | null | null | null | null |
3099abda-0e10-4ba0-a6f2-f0d979662c15 | 2025-03-23T13:55:15 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 109.188.81.251 to 77.20.151.64 Possible protocol tunneling | {
"geo_location": "Dominican Republic",
"device_hash": "0d67635c497f84c19497e64c1976ccbdbb1c4a4f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.0)",
"session_id": "ce89e154-82a3-4c78-8f65-5dfdad2d4079",
"risk_score": 21.68,
"confidence": 0.51
} | null | bandwidth_usage | null | null | null | Possible protocol tunneling | Network bandwidth_usage from 109.188.81.251 to 77.20.151.64 Possible protocol tunneling | null | null | null | null | 109.188.81.251 | 77.20.151.64 | null | null | null | null | null | null | null | null | null | null | ICMP | 289,724 | null | null | null |
f32e6c12-790a-41bd-879a-885d7ce868f9 | 2025-06-15T19:46:43 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in AWS by sharpjames MITRE Technique: T1218.011 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "5fac431191505f65021f833d9033304693cf757b5a54614ba4d06fa42762dc83",
"user_agent": "Opera/8.53.(Windows NT 6.2; cs-CZ) Presto/2.9.172 Version/12.00",
"session_id": "ceeb9292-a4d3-4c92-a552-541cc53dc4e5",
"risk_score": 63.36,
"confidence": 0.78
} | sharpjames | crypto_mining | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: UEFI variable tampering | Cloud crypto_mining in AWS by sharpjames MITRE Technique: T1218.011 | Unconventional IOC: UEFI variable tampering | null | null | null | null | null | null | null | null | null | AWS | res-1c7087ac | null | null | null | null | null | null | null | null | null | null |
2b50b941-7a70-4ee6-bb51-493ec05cd2fc | 2025-03-09T14:09:24 | firewall | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect ICMP traffic from 10.6.120.154:392 to 213.23.79.2:556 No additional info noise=Congress|change|degree | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "f5a35b23c3d6367f6ccb677264024bd2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mhr-RU) AppleWebKit/535.2.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.2.7",
"session_id": "3517b130-d0de-4d32-a938-ad92bd6e44c8... | null | inspect | null | null | null | No additional info | Firewall inspect ICMP traffic from 10.6.120.154:392 to 213.23.79.2:556 No additional info | null | null | null | null | 10.6.120.154 | 213.23.79.2 | null | null | null | null | null | null | null | null | 392 | 556 | ICMP | 363,688 | 2,150 | null | null |
b68f3ae2-1109-49c0-9cd8-c718c1853fe3 | 2025-04-17T07:10:55 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for mary26 via OAuth from 78.183.18.66 No additional info | {
"geo_location": "Lithuania",
"device_hash": "6fef887cef33bdec9525231725a785b8b49c2907",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; lo-LA) AppleWebKit/531.20.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.20.7",
"session_id": "0b8103f9-1c97-4e15-a2c3-dbe135dc6f8d",
"r... | mary26 | locked | null | null | null | No additional info | Auth locked for mary26 via OAuth from 78.183.18.66 No additional info | null | null | null | null | 78.183.18.66 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | b4:0c:d9:83:12:67 |
bedb108d-4c7b-4139-ae89-c9e260faf2e0 | 2025-06-16T04:11:01 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Italy",
"device_hash": "ade1464112bc168971b245e739cb06c7f113e9415418187fd4502a81f3e3fab2",
"user_agent": "Opera/8.49.(X11; Linux x86_64; bo-IN) Presto/2.9.164 Version/10.00",
"session_id": "7ad1635f-bc3f-4cd8-bdf9-e48442470f97",
"risk_score": 60.78,
"confidence": 0.17
} | null | battery_drain | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | null | Sensor | iot-e5906424 | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57378a44-da94-40a2-b979-1ccb2681b2d8 | 2025-01-19T00:22:21 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Guatemala",
"device_hash": "00d223b07057bf2a221ab38c6a1a9a66",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.29.3 (KHTML, like Gecko) Version/4.0.1 Safari/534.29.3",
"session_id": "8ae50045-47cd-4eff-893c-289e1d79bed7",
"risk_score": 61.06,
"confidence": 0.27
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-2957bf4c | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fbcba5ba-cdb6-465f-9476-a8f8c457c279 | 2025-05-24T02:44:19 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop NTP traffic from 180.131.174.151:889 to 10.167.139.231:51 MITRE Technique: T1547.001 | {
"geo_location": "Norfolk Island",
"device_hash": "f9c0f3764aa48021d3f718c57a88a987999d7ef7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/9528-12-09 13:01:25 Firefox/3.6.2",
"session_id": "a1a3fc14-d125-45fa-8b3d-598d1f33b141",
"risk_score": 33.98,
"confidence": 0.57
} | null | drop | null | null | null | MITRE Technique: T1547.001 | Firewall drop NTP traffic from 180.131.174.151:889 to 10.167.139.231:51 MITRE Technique: T1547.001 | null | null | null | null | 180.131.174.151 | 10.167.139.231 | null | null | null | null | null | null | null | null | 889 | 51 | NTP | 988,772 | 2,574 | null | null |
b35ede0a-a853-4940-9c96-5db70eb7e5dc | 2025-04-07T15:46:52 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by gutierrezstephanie MITRE Technique: T1547.001 | {
"geo_location": "Bahrain",
"device_hash": "9607934d23dfaa7ae73dafda619d48e1a67d56bd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.16.1 (KHTML, like Gecko) Version/5.0 Safari/532.16.1",
"session_id": "2f2f5510-5dab-4c68-9d43-e7fd96074f2b",
"risk_score": 30.81,
"confidence": 0.94... | gutierrezstephanie | model_access | null | null | null | MITRE Technique: T1547.001 | AI system model_access by gutierrezstephanie MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-de5c28ed | 473af6b968ed769fd7432dbe6d14afa024b5e55c | 15d7de24c95a0a148f4658017576291d | null | null | null | null | null | null | null |
80e684b5-1d4e-4237-af8b-7edfa0e20ece | 2025-01-23T00:51:47 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by moranthomas No additional info noise=VGhpbmsu | {
"geo_location": "Bolivia",
"device_hash": "d9c6ebebbf113c00d73b66ba2120c64dd6a6d06a3966e06d3625bac70919a54b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/14.1g3222.0 Mobile/98K467 Safari/535.1",
"session_id": "912fb725-4c70-4b4b-8a42-80c2... | moranthomas | model_access | null | null | null | No additional info | AI system model_access by moranthomas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4bfae295 | 82ed1bbfe751485e53b38357d0b8dc20704d0e77 | f01c1f85cd44dc2b26d41acf042df401 | null | null | null | null | null | null | null |
2a370524-0401-41c6-a17d-1ccf5d33f1d0 | 2025-04-13T17:41:25 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in AWS by fjennings No additional info | {
"geo_location": "Singapore",
"device_hash": "d266f0f1657ae31f917a7038736a045cc6133413bb96ccaab593473e6db64c25",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.1)",
"session_id": "6cd515c4-56fc-4951-8e43-cfd6df87a35f",
"risk_score": 51.27,
"confidence": 0.33
} | fjennings | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by fjennings No additional info | null | null | null | null | null | null | null | null | null | AWS | res-e4eba8b1 | null | null | null | null | null | null | null | null | null | null |
38a71403-edd5-4eac-ada3-aebdf8167483 | 2025-05-18T22:47:54 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: MFA Bypass detected from 116.233.23.66 targeting 100.32.44.41 MITRE Technique: T1486 | Associated Threat Actor: TA505 noise=2BA17797 | {
"geo_location": "Dominica",
"device_hash": "bb063c088449092feb3214fc424e545a",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/22.0.854.0 Safari/531.0",
"session_id": "c2e7de6f-e24d-44d2-a5f7-9d5e942ae881",
"risk_score": 51.03,
"confidence": 0.53
} | null | null | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: TA505 | ArcSight Alert: MFA Bypass detected from 116.233.23.66 targeting 100.32.44.41 MITRE Technique: T1486 | Associated Threat Actor: TA505 | null | null | null | null | 116.233.23.66 | 100.32.44.41 | MFA Bypass | SIG-8088 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
64c50cc1-7def-48d1-bbfd-5b693129fd89 | 2025-04-18T11:14:14 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC firmware_update Associated Threat Actor: Inception Framework | {
"geo_location": "Bangladesh",
"device_hash": "c7ebbfbc50a71c75b13d1d2cd9cfb372",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/38.0.861.0 Safari/536.1",
"session_id": "53844d38-3839-47d2-b496-72d50bd86b52",
"risk_score": 68.31,
"confidence": 0.81
} | null | firmware_update | null | null | null | Associated Threat Actor: Inception Framework | IoT device HVAC firmware_update Associated Threat Actor: Inception Framework | null | HVAC | iot-af0f9240 | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6867c716-64e7-4b3d-a32b-829a91235427 | 2025-06-25T12:35:17 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 84.101.142.218 to 10.90.132.150 Associated Threat Actor: Cobalt Group | DGA domain detected | {
"geo_location": "Spain",
"device_hash": "c8f9a2fe2d7aeddf14e1425acee54fa2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/40.0.883.0 Mobile/76H518 Safari/534.2",
"session_id": "d6c6d8ff-b66e-4fef-96ba-8ce9cf8d3adf",
"risk_score": 35.42,
"co... | null | protocol_anomaly | null | null | null | Associated Threat Actor: Cobalt Group | DGA domain detected | Network protocol_anomaly from 84.101.142.218 to 10.90.132.150 Associated Threat Actor: Cobalt Group | DGA domain detected | null | null | null | null | 84.101.142.218 | 10.90.132.150 | null | null | null | null | null | null | null | null | null | null | ICMP | 599,669 | null | null | null |
0911d6da-bc1a-49d5-82c9-c55db2420062 | 2025-03-03T02:31:35 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 114.122.83.145 to 161.217.57.9 No additional info | {
"geo_location": "Russia",
"device_hash": "6db9e7f52c2a85b888945bfb83775456",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_3 rv:4.0; mn-MN) AppleWebKit/532.43.6 (KHTML, like Gecko) Version/4.0 Safari/532.43.6",
"session_id": "10fbc30c-e391-4fdf-9a2a-4791b4432a9d",
"risk_score": 48.04,
"confi... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 114.122.83.145 to 161.217.57.9 No additional info | null | null | null | null | 114.122.83.145 | 161.217.57.9 | null | null | null | null | null | null | null | null | null | null | UDP | 162,078 | null | null | null |
c17d762d-3580-4394-9d4c-fa38567ab117 | 2025-03-18T19:56:53 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for michelle63 via SAML from 210.151.236.28 No additional info noise=7457ADBC | {
"geo_location": "Fiji",
"device_hash": "b9f182f8e9f3b5a14f6474a64fdecb5aa84683d95ca3db80fea05fd97c51d2d9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; et-EE) AppleWebKit/533.40.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6533.40.7",
"session_id": "34256045-fc97-4ace-b27f-... | michelle63 | challenge | null | null | null | No additional info | Auth challenge for michelle63 via SAML from 210.151.236.28 No additional info | null | null | null | null | 210.151.236.28 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | de:74:78:76:62:a7 |
bda7265a-c6e4-41ba-9cb0-1a135085e350 | 2025-04-05T17:21:14 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 201.21.68.152 to 156.18.84.141 No additional info | {
"geo_location": "Chile",
"device_hash": "385880ec95f3175771cf8bad72b61a3aeb37889b1d4061aabcdc8177fe4ec171",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/51.0.813.0 Mobile/10B705 Safari/534.0",
"session_id": "e22a6a16-cf7a-4b1d-a951-a54c01a92d7... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 201.21.68.152 to 156.18.84.141 No additional info | null | null | null | null | 201.21.68.152 | 156.18.84.141 | null | null | null | null | null | null | null | null | null | null | HTTP | 698,018 | null | null | null |
2c0ac401-a436-4cde-be7a-95a501184536 | 2025-02-20T14:53:59 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only ICMP traffic from 144.168.155.75:626 to 106.66.96.76:723 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "9bd27f67fd775535616424b2011f3bc7",
"user_agent": "Opera/9.21.(Windows NT 5.0; ik-CA) Presto/2.9.171 Version/10.00",
"session_id": "dc6790db-3d88-4b35-a61e-852a96a30348",
"risk_score": 66.57,
"confidence": 0.5
} | null | log-only | null | null | null | No additional info | Firewall log-only ICMP traffic from 144.168.155.75:626 to 106.66.96.76:723 No additional info | {
"baseline_deviation": 2.45,
"entropy": 4.35,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 144.168.155.75 | 106.66.96.76 | null | null | null | null | null | null | null | null | 626 | 723 | ICMP | 500,651 | 3,004 | null | null |
08e17df4-113d-4fcb-b0cb-8dae0e9c50e5 | 2020-08-01T20:02:19 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny SMB traffic from 164.30.208.212:492 to 5.80.106.53:198 No additional info | {
"geo_location": "Guam",
"device_hash": "1f821e3aeaba6649451c0dfb696461d7",
"user_agent": "Opera/8.63.(Windows CE; ve-ZA) Presto/2.9.184 Version/10.00",
"session_id": "f3fd1457-c558-4076-8600-fd7137e38a3b",
"risk_score": 20.68,
"confidence": 0.54
} | null | deny | null | null | null | No additional info | Firewall deny SMB traffic from 164.30.208.212:492 to 5.80.106.53:198 No additional info | {
"baseline_deviation": 2.96,
"entropy": 3.02,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 164.30.208.212 | 5.80.106.53 | null | null | null | null | null | null | null | null | 492 | 198 | SMB | 391,831 | 1,182 | null | null |
f180c499-65ea-4f4f-95e7-d3060a277983 | 2025-04-09T02:38:22 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Alibaba by charlescharles Associated Threat Actor: REvil | {
"geo_location": "Myanmar",
"device_hash": "e14bd4b40bd907d65227a80b06b5c2ba40af27b3c4950d0e465b2ec5d232a120",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_5) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/25.0.890.0 Safari/536.1",
"session_id": "7a63aa2d-5df0-4508-bc6a-bbc1f4ec852a",
"risk_sc... | charlescharles | api_abuse | null | null | null | Associated Threat Actor: REvil | Cloud api_abuse in Alibaba by charlescharles Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | Alibaba | res-1c786310 | null | null | null | null | null | null | null | null | null | null |
594097fc-eed1-4622-9520-17a3036a7247 | 2025-05-27T11:18:20 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec doctor by bjones No additional info | {
"geo_location": "Canada",
"device_hash": "cdf9c26a89b8d2bc39b7e08f20c1bdce",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "b2597691-9198-4131-a328-cb4bc3c07e94",
"risk_score": 34.81,
"confidence": 0.65
} | bjones | wmi_exec | doctor | 7,832 | powershell.exe | No additional info | Endpoint wmi_exec doctor by bjones No additional info | {
"baseline_deviation": 1.93,
"entropy": 6.73,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6afcf50c-9332-4794-aa56-1b6e2706052b | 2025-06-25T05:05:50 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Azure by annadavidson No additional info | {
"geo_location": "French Guiana",
"device_hash": "58a5c04cd78036a1466734e3d578ae1b535fe89b",
"user_agent": "Mozilla/5.0 (Android 2.3.4; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "30710087-c20a-45eb-9e24-fb6d54786b94",
"risk_score": 61.65,
"confidence": 0.07
} | annadavidson | storage_access | null | null | null | No additional info | Cloud storage_access in Azure by annadavidson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-a7ef25cf | null | null | null | null | null | null | null | null | null | null |
9d652e34-5c1c-4ea5-98f9-08c407bf9947 | 2025-04-07T06:36:22 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat side_channel MITRE Technique: T1059.001 | {
"geo_location": "Cameroon",
"device_hash": "db8a0572bf17fc2a24a016f5d59a2d96060c1d4bcf3423323f85fb2d60ad537f",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/42.0.858.0 Safari/531.2",
"session_id": "5a08c4f8-5e52-4ecf-88d7-e4dc07f3160d",
"risk_score": 66.43,
"con... | null | side_channel | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat side_channel MITRE Technique: T1059.001 | null | Thermostat | iot-2c099f27 | 8.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
16cc1296-aa7c-4b24-b655-926fa98623d7 | 2025-06-24T23:01:48 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine HTTPS traffic from 55.85.194.1:65 to 46.159.53.150:805 No additional info | {
"geo_location": "Paraguay",
"device_hash": "80b0177b5b8a19afc2287ebf532e36a563a48feb",
"user_agent": "Opera/8.37.(X11; Linux x86_64; tg-TJ) Presto/2.9.175 Version/12.00",
"session_id": "a7c674ae-eed3-42d4-a1c5-76db8489ee07",
"risk_score": 54.17,
"confidence": 0.25
} | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 55.85.194.1:65 to 46.159.53.150:805 No additional info | null | null | null | null | 55.85.194.1 | 46.159.53.150 | null | null | null | null | null | null | null | null | 65 | 805 | HTTPS | 268,232 | 2,040 | null | null |
dfea5d48-5268-468b-8e9c-c35f05fe87e7 | 2025-03-05T17:07:56 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: Cloud API Abuse detected from 37.100.15.120 targeting 79.74.195.80 Associated Threat Actor: APT38 | {
"geo_location": "Aruba",
"device_hash": "245d63539c4568b087bc1d4b3c30bede",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/55.0.878.0 Safari/536.2",
"session_id": "63c538a5-977b-4bf4-87a7-271dca5ecdd1",
"risk_score": 44.22,
"confidence": 0.45
} | null | null | null | null | null | Associated Threat Actor: APT38 | Palo Alto Cortex Alert: Cloud API Abuse detected from 37.100.15.120 targeting 79.74.195.80 Associated Threat Actor: APT38 | null | null | null | null | 37.100.15.120 | 79.74.195.80 | Cloud API Abuse | SIG-3237 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
08e47733-6f3c-46eb-8d66-8db86b14f619 | 2025-06-12T06:00:01 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec key by ricechristine No additional info noise=910DE6BE | {
"geo_location": "Cambodia",
"device_hash": "1c56c62e5754f285a9a510539addb0796ed1bb4b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.1)",
"session_id": "a69d71f2-9679-49b6-8193-06be4f0b3f7b",
"risk_score": 23.22,
"confidence": 0.73
} | ricechristine | wmi_exec | key | 661 | svchost.exe | No additional info | Endpoint wmi_exec key by ricechristine No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
968e51e5-ed41-4fc0-9f01-9c18a40af42e | 2025-07-03T07:04:13 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Alibaba by oweber No additional info | {
"geo_location": "Bahrain",
"device_hash": "37805e5c73df5a36cecc00d378b956ed",
"user_agent": "Mozilla/5.0 (Android 4.2; Mobile; rv:10.0) Gecko/10.0 Firefox/10.0",
"session_id": "c4fb747c-dc7a-4a69-b7d3-f03b883171ea",
"risk_score": 63.5,
"confidence": 0.46
} | oweber | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by oweber No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-64a422ad | null | null | null | null | null | null | null | null | null | null |
a9f48c21-7334-43e0-b625-d091cf2199b7 | 2025-03-25T17:40:28 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by justin98 No additional info noise=V2Vhci4= | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "57e3c106f0a91414fc867c881732cb8300b876c999c471d612292f1412ccb25d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.0)",
"session_id": "88c891ea-1770-48e1-946f-13cc34eb0b27",
"risk_score": 28.62,
"confidence": 0.15
} | justin98 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by justin98 No additional info | {
"baseline_deviation": 1.72,
"entropy": 2.43,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-5fbaaa2a | cfb3e11fc95e3c0c88e798a7241a346e1ac94dc14290ca072d8c7120268d0d62 | 503e32fd8e767ab27ab93ee7adea0ae3e0264f27abb85d29f1a0f7eed47c0ddd | null | null | null | null | null | null | null |
45b0014e-dea9-4394-a305-152d85251d10 | 2025-02-22T10:58:49 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start consumer by michelle51 No additional info | {
"geo_location": "France",
"device_hash": "d7a0f624d5c94473db7b470f23d4401d314a33a7",
"user_agent": "Mozilla/5.0 (Android 4.2; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "adb38e2a-a888-4e5b-8e20-406f775edcba",
"risk_score": 72.48,
"confidence": 0.45
} | michelle51 | process_start | consumer | 3,732 | powershell.exe | No additional info | Endpoint process_start consumer by michelle51 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7be21c5b-5b78-45ef-ba5b-c8f47f1c7582 | 2025-04-06T03:41:44 | 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 AWS by jeffreyevans No additional info | {
"geo_location": "Rwanda",
"device_hash": "87bfe8906fd2b6ba5f3890e2854da83729ad82642e58583cf9e2a4178cf28bce",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_4 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/47.0.885.0 Mobile/51V083 Safari/533.2",
"session_id": "32ebd01d-4af6-4256-aaa7-affb67... | jeffreyevans | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by jeffreyevans No additional info | null | null | null | null | null | null | null | null | null | AWS | res-f13d152a | null | null | null | null | null | null | null | null | null | null |
aa855e8a-4541-4c40-8e1f-f8ac28e7d4e6 | 2025-01-15T21:36:36 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Aruba",
"device_hash": "b8bdd88a2685d76f7f07cc06ac56a56112233327",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "780faf34-5611-40e8-9624-277367345aa1",
"risk_score": 52.31,
"confidence": 0.18
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-97c6838a | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b3cc9fa9-985d-4911-a5a9-07c971c53850 | 2025-04-08T03:54:07 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall drop UDP traffic from 111.70.226.11:648 to 213.220.14.9:465 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "4c4975f232e1beec79c62219d2da7a076786df37111948aaa0ec85f0d01b1a1c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/23.0.839.0 Mobile/22F173 Safari/533.2",
"session_id": "9d07b3b6-5f63-... | null | drop | null | null | null | No additional info | Firewall drop UDP traffic from 111.70.226.11:648 to 213.220.14.9:465 No additional info | null | null | null | null | 111.70.226.11 | 213.220.14.9 | null | null | null | null | null | null | null | null | 648 | 465 | UDP | 319,546 | 486 | null | null |
521f18c5-60cc-408c-838e-5a417422b423 | 2025-01-20T17:21:18 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical side_channel MITRE Technique: T1204.002 noise=category | {
"geo_location": "China",
"device_hash": "15c65d47a4a209b580b923c0c0b16541",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/29.0.848.0 Safari/533.1",
"session_id": "4fff0e01-adda-467e-befe-856eec6fbb7a",
"risk_score": 25.66,
"confidence": 0.79
} | null | side_channel | null | null | null | MITRE Technique: T1204.002 | IoT device Medical side_channel MITRE Technique: T1204.002 | null | Medical | iot-b4fe4c25 | 4.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7821c8ee-9355-453d-8937-8afcf58300b4 | 2025-03-07T09:35:22 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection father by rhondablake No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "f91de0961ed8200dc5327d6a5f7313ee1217a561",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/44.0.840.0 Safari/535.0",
"session_id": "972b65a4-9883-446d-ac93-e2087646d819",
"risk_score": 8.05,
"confidenc... | rhondablake | memory_injection | father | 7,379 | explorer.exe | No additional info | Endpoint memory_injection father by rhondablake No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb8def1e-fe62-4d2e-961c-178757c1fdbc | 2025-05-31T03:43:23 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network latency_spike from 79.220.138.58 to 22.179.129.14 No additional info | {
"geo_location": "Mauritius",
"device_hash": "4d5eef21144e146e6fa5598d521544728185cc83",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/50.0.879.0 Safari/533.2",
"session_id": "33afa34d-5e20-4a87-8088-736a2d87e0d8",
"risk_score": 40.45,
"confidence": 0.77
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 79.220.138.58 to 22.179.129.14 No additional info | null | null | null | null | 79.220.138.58 | 22.179.129.14 | null | null | null | null | null | null | null | null | null | null | ICMP | 413,571 | null | null | null |
b0f78961-46d9-481e-9110-c7302f95d29d | 2025-06-13T23:37:14 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install more by jblack No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "f85ea583ba041c9e5632ed94700630f6ba743f36bda0e9d1c4099c14f88a2d25",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.0)",
"session_id": "5ec4cfa6-9b98-456c-991b-f20b5bfff03e",
"risk_score": 46.78,
"confidence": 0.51
} | jblack | service_install | more | 3,296 | cmd.exe | No additional info | Endpoint service_install more by jblack No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ca4270de-89be-4a35-81d8-35aad58e8c6f | 2025-06-24T22:50:08 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by leonard00 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "737312263db696a9593d68c5d5fdbeb6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/5.1)",
"session_id": "cdb65846-f6c0-41a6-a31e-5f2c4c741d95",
"risk_score": 45.55,
"confidence": 0.04
} | leonard00 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by leonard00 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e3d4318e | 172c75209b2cff3b366fd590caa94a98bdc76c9f53cd484a28f2bf1c834698d8 | f0d4544137a0bb0627538ebdc689373e7bb3e67311775390c390d5af40a9916c | null | null | null | null | null | null | null |
f5cfd322-dcaa-4ed8-9065-e69ef716994d | 2025-03-16T14:31:16 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by matthewramos Associated Threat Actor: TA505 | {
"geo_location": "Cyprus",
"device_hash": "928258f4d75661072ae52ba9926f1c88",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.32.4 (KHTML, like Gecko) Version/5.0.2 Safari/533.32.4",
"session_id": "182777b5-935b-43a5-9dd0-c72510882a15",
"risk_score": 37.39,
"confidence": 0.1
} | matthewramos | training_data_poisoning | null | null | null | Associated Threat Actor: TA505 | AI system training_data_poisoning by matthewramos Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | model-805a3422 | e439b2775572d46a951f51eb9c86cb72c0a53eb7 | 85b6c9bb078c355d4dcc3c7d66062f2b | null | null | null | null | null | null | null |
69f96480-f1ea-4a3c-8d38-2b3eaf55bf71 | 2025-03-24T21:44:30 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: ICS Attack detected from 189.40.34.87 targeting N/A No additional info | {
"geo_location": "Afghanistan",
"device_hash": "5007016e2fb1e68681c4f9044f971309",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/52.0.898.0 Mobile/75N028 Safari/536.2",
"session_id": "a9abbaa3-46c6-4c1e-81d5-2a2a1908ef75",
"risk_score": 61.6,
... | null | null | null | null | null | No additional info | Trellix Alert: ICS Attack detected from 189.40.34.87 targeting N/A No additional info | null | null | null | null | 189.40.34.87 | N/A | ICS Attack | SIG-8181 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
5d7a3472-d3f3-4c9f-9dc8-17b034b7979d | 2027-05-02T09:17:47 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network latency_spike from 75.3.106.99 to 99.151.204.170 No additional info | {
"geo_location": "Ghana",
"device_hash": "8efe3d3c8a80e52af8a31064d7a44aa1f74183c06b741aebf07d0b1aaf4288f3",
"user_agent": "Opera/8.12.(X11; Linux x86_64; hsb-DE) Presto/2.9.183 Version/11.00",
"session_id": "5d55d4e6-91f9-4a92-872c-6edc6005c04a",
"risk_score": 69.59,
"confidence": 0.46
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 75.3.106.99 to 99.151.204.170 No additional info | {
"baseline_deviation": 2.96,
"entropy": 4.11,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 75.3.106.99 | 99.151.204.170 | null | null | null | null | null | null | null | null | null | null | HTTP | 229,523 | null | null | null |
82a7f52d-dd36-441f-84ca-354c2ecad783 | 2025-03-06T07:06:56 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 6.219.115.180 to 196.184.198.206 No additional info noise=posts | {
"geo_location": "Lithuania",
"device_hash": "a0e875527aac7311facde940a34498ebdd3a3388",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; vi-VN; rv:1.9.1.20) Gecko/4356-02-25 09:57:38 Firefox/3.8",
"session_id": "9c155389-4506-45b4-abfd-e27c1bd06da2",
"risk_score": 58.71,
"confidence": 0.87
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 6.219.115.180 to 196.184.198.206 No additional info | {
"baseline_deviation": 1.99,
"entropy": 6.87,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 6.219.115.180 | 196.184.198.206 | null | null | null | null | null | null | null | null | null | null | ICMP | 36,901 | null | null | null |
c5089fa4-2416-40ed-b2ee-0f642a567870 | 2025-04-16T07:13:06 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /floor/benefit.mp4 by lsmith MITRE Technique: T1071.001 | {
"geo_location": "Mali",
"device_hash": "9400c7146b3f507c175cbfa133df03e329b48e46",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/55.0.830.0 Safari/531.1",
"session_id": "c70117c3-6960-4b5f-a7f0-29f5945aeae9",
"risk_score": 46.2,
"confidence": 0.68
} | lsmith | service_install | /floor/benefit.mp4 | 961 | cmd.exe | MITRE Technique: T1071.001 | Endpoint service_install /floor/benefit.mp4 by lsmith MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eefe1aea-92d9-488d-8557-5f8d6a7343ec | 2025-04-22T20:08:27 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for rodriguezmelissa via MFA from 37.98.189.234 Associated Threat Actor: APT41 | {
"geo_location": "Paraguay",
"device_hash": "4a7fdbf363c3851650a37f864a108ac3372171ab",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/14.0.827.0 Mobile/50D439 Safari/532.2",
"session_id": "65acad92-49d3-49b5-b703-0efda9adb4c9",
"risk_score... | rodriguezmelissa | failed | null | null | null | Associated Threat Actor: APT41 | Auth failed for rodriguezmelissa via MFA from 37.98.189.234 Associated Threat Actor: APT41 | null | null | null | null | 37.98.189.234 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 19:48:ac:71:47:9f |
7272e104-ab41-4ca0-aaeb-35cec1adb932 | 2025-06-14T04:54:06 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in GCP by marshalldouglas Unconventional IOC: Power consumption spikes | {
"geo_location": "Serbia",
"device_hash": "c624fcd24b63905ccbcd8cd605bfe1633646e46b68e0edd90d8d5e2b5d378a3a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7; rv:1.9.6.20) Gecko/5717-06-09 09:40:31 Firefox/3.8",
"session_id": "ef363940-a704-46e9-820c-e238a2b045bf",
"risk_score": 69.57,
"confi... | marshalldouglas | permission_escalation | null | null | null | Unconventional IOC: Power consumption spikes | Cloud permission_escalation in GCP by marshalldouglas Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | GCP | res-34e44d52 | null | null | null | null | null | null | null | null | null | null |
9a1ee6e8-62dd-4b77-8c01-ffe7aa648c39 | 2025-05-02T06:40:55 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: Container Escape detected from 203.53.55.241 targeting 22.67.223.207 Associated Threat Actor: DarkSide | {
"geo_location": "Suriname",
"device_hash": "6a9d5eafc1e8fa44970e475889607beaa7ad1ca1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/19.0.816.0 Safari/531.0",
"session_id": "7effe547-2239-4605-82d1-48fd6f2c8786",
"risk_score": 53.87,
"confid... | null | null | null | null | null | Associated Threat Actor: DarkSide | Wazuh Alert: Container Escape detected from 203.53.55.241 targeting 22.67.223.207 Associated Threat Actor: DarkSide | null | null | null | null | 203.53.55.241 | 22.67.223.207 | Container Escape | SIG-2254 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
34777928-09e4-4e7e-a98f-d890064ff73e | 2025-03-20T23:46:31 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: AI Model Poisoning detected from 79.13.237.116 targeting 185.136.25.76 No additional info | {
"geo_location": "Malaysia",
"device_hash": "454bc6dabca066133c81997a978bd8f8d036fcf5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; the-NP) AppleWebKit/531.25.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.25.1",
"session_id": "ff8841db-be0e-4386-acfd-824842f73095",
"r... | null | null | null | null | null | No additional info | Darktrace Alert: AI Model Poisoning detected from 79.13.237.116 targeting 185.136.25.76 No additional info | {
"baseline_deviation": 2.55,
"entropy": 3.76,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 79.13.237.116 | 185.136.25.76 | AI Model Poisoning | SIG-5923 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
d0084bf5-7f04-4ae8-8533-6f078049ca03 | 2025-03-07T07:52:17 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by banderson MITRE Technique: T1547.001 | {
"geo_location": "Solomon Islands",
"device_hash": "cdc2424fc5d89041c0cc756aee4e5f62ce161f8637892e0298c1d53e90070e5d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.0)",
"session_id": "5098f091-8e78-4401-a7cf-9f3ffb0db4e1",
"risk_score": 25.71,
"confidence": 0.51
} | banderson | model_inversion | null | null | null | MITRE Technique: T1547.001 | AI system model_inversion by banderson MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-b2c0ef1b | 015a55b0c988009e1c2ef5e3aedc90d732bc468e38f0d28d764c1142d8b0b62f | d9fdac3ed4ca5ca75d970769ffc3fe8b57f558b1 | null | null | null | null | null | null | null |
17660f95-e1fa-4493-9404-3caf6e8c8ecf | 2025-03-16T05:54:37 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth success for goodmanmelanie via SAML from 46.223.229.234 MITRE Technique: T1574.002 | {
"geo_location": "Somalia",
"device_hash": "9b86d927e5e8e81b9e4df8ad1c3f6855",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4; rv:1.9.3.20) Gecko/2585-03-30 11:16:16 Firefox/3.8",
"session_id": "47dc629b-7b14-4579-8774-7b01f6d72053",
"risk_score": 77.79,
"confidence": 0.35
} | goodmanmelanie | success | null | null | null | MITRE Technique: T1574.002 | Auth success for goodmanmelanie via SAML from 46.223.229.234 MITRE Technique: T1574.002 | {
"baseline_deviation": 1.7,
"entropy": 2.98,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 46.223.229.234 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 22:59:34:99:5a:18 |
9814020e-0650-41e6-8053-0f7b7a2805e7 | 2025-03-27T21:47:47 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection throughout by umiller No additional info noise=C95745ED | {
"geo_location": "United States of America",
"device_hash": "dc5e3e0078007d2a3e96ac0027292fc037c3e4d7c1eeacc4f9f1ca2c2d6157c0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_7 rv:3.0; mni-IN) AppleWebKit/531.48.2 (KHTML, like Gecko) Version/5.0.2 Safari/531.48.2",
"session_id": "9b1f59e0-a7d6-4423... | umiller | memory_injection | throughout | 6,885 | svchost.exe | No additional info | Endpoint memory_injection throughout by umiller No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7ea55fbc-904b-47ab-be46-ee17ed9ac2e5 | 2025-04-10T15:01:27 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Thermostat command_injection No additional info noise=TGF3eWVyLg== | {
"geo_location": "Ethiopia",
"device_hash": "98c6d6d4ea3155ec77e703704562335c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "ec9522b7-5b7f-4ff5-a7ec-7440ecc5cdb8",
"risk_score": 35.1,
"confidence": 0.86
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-963bc176 | 10.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b55bfddc-5348-4645-bf04-5a2e461dfe0f | 2025-05-18T06:56:49 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect UDP traffic from 211.187.59.77:29015 to 134.201.229.153:152 MITRE Technique: T1547.001 | {
"geo_location": "Tanzania",
"device_hash": "ca62a9cbb316f7fb5bf148f59038fd668fb9c1c3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.45.7 (KHTML, like Gecko) Version/4.0 Safari/531.45.7",
"session_id": "35c0a0d8-60e3-44bd-a8f4-129617379907",
"risk_score": 69.9,
"confidence": 0.76... | null | inspect | null | null | null | MITRE Technique: T1547.001 | Firewall inspect UDP traffic from 211.187.59.77:29015 to 134.201.229.153:152 MITRE Technique: T1547.001 | null | null | null | null | 211.187.59.77 | 134.201.229.153 | null | null | null | null | null | null | null | null | 29,015 | 152 | UDP | 46,652 | 2,378 | null | null |
7eb3ce25-de09-4f57-892c-d1227e7641c0 | 2025-05-28T15:27:22 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Tokelau",
"device_hash": "b70c58c8706cdd2ea0b6b6632ac1885dab0618ab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "ccf4baa8-cabc-423b-bd11-af401cd5d506",
"risk_score": 60.06,
"confidence": 0.58
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-9f92b421 | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6dbbd1cd-0c6f-4672-83d5-8d7835ec742d | 2025-02-21T20:27:30 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop SMB traffic from 66.54.137.236:824 to 122.120.84.206:30387 MITRE Technique: T1059.001 | {
"geo_location": "Martinique",
"device_hash": "9c112773dfeb6354cb54d2bfb2d419e4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/21.0.848.0 Safari/531.1",
"session_id": "25e4c52b-1db8-43cf-bf6b-ddc652a10c78",
"risk_score": 69.54,
"confidence":... | null | drop | null | null | null | MITRE Technique: T1059.001 | Firewall drop SMB traffic from 66.54.137.236:824 to 122.120.84.206:30387 MITRE Technique: T1059.001 | null | null | null | null | 66.54.137.236 | 122.120.84.206 | null | null | null | null | null | null | null | null | 824 | 30,387 | SMB | 665,512 | 2,685 | null | null |
8b01858a-55fa-447e-86f0-9c9fba9ae36a | 2025-02-11T22:12:37 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper No additional info noise=V2hpdGUu | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "7269e1c5af0cb5dd3b78fbc490459108bc7bebbc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.1)",
"session_id": "1dc77d06-382e-4992-b93a-102f00d04efa",
"risk_score": 45.93,
"confidence": 0.71
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-3ce5ccd3 | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9adbc2d6-2a0b-45f3-878c-e9501c5012f3 | 2025-04-22T16:46:43 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 88.186.207.68 to 24.55.66.105 No additional info | {
"geo_location": "Burundi",
"device_hash": "43c6b7e8dbf3a33b65b88dc8d19d6186",
"user_agent": "Opera/8.68.(Windows NT 5.1; sk-SK) Presto/2.9.179 Version/12.00",
"session_id": "0140fb60-fbd9-4641-9fd7-69ee71956704",
"risk_score": 38.26,
"confidence": 0.13
} | null | disconnection | null | null | null | No additional info | Network disconnection from 88.186.207.68 to 24.55.66.105 No additional info | null | null | null | null | 88.186.207.68 | 24.55.66.105 | null | null | null | null | null | null | null | null | null | null | TCP | 349,020 | null | null | null |
9edbe0e5-e711-4722-b25a-8731aa2ed2ca | 2022-01-02T01:48:38 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by emiller No additional info | {
"geo_location": "Czech Republic",
"device_hash": "9e223e8daa0365a670ec315b1612e1bbeeb82810",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.1)",
"session_id": "a125b69d-3a9a-4504-9f49-2ea1ae5017f3",
"risk_score": 63.99,
"confidence": 0.63
} | emiller | api_abuse | null | null | null | No additional info | AI system api_abuse by emiller No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ea8c50e1 | fa881b1b99670230ba71ae1ade4ab0491d5d0b03 | 0bb8f1732c8108510da72eec84413318434124e718f5d84ed61dce3bca9fc435 | null | null | null | null | null | null | null |
83861c59-c251-4368-8363-217f985b3088 | 2025-02-11T08:36:35 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: ICS Attack detected from 205.173.63.217 targeting 195.229.21.99 Associated Threat Actor: Conti | {
"geo_location": "Bermuda",
"device_hash": "16bff5fd9fe256fb0314ad0e25874125c9e13022",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/17.0.841.0 Mobile/11G184 Safari/536.1",
"session_id": "af304abd-9395-439d-8069-d3592c7425c4",
"risk_score"... | null | null | null | null | null | Associated Threat Actor: Conti | Snort Alert: ICS Attack detected from 205.173.63.217 targeting 195.229.21.99 Associated Threat Actor: Conti | null | null | null | null | 205.173.63.217 | 195.229.21.99 | ICS Attack | SIG-9789 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
2f9937cd-78c5-4475-8da3-fc985559834e | 2025-01-24T03:39:54 | 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 anthonymora MITRE Technique: T1486 noise=9D05BAF7 | {
"geo_location": "Saint Helena",
"device_hash": "15e149816614bfa4a4ad78f2256597b2",
"user_agent": "Opera/9.66.(X11; Linux x86_64; nl-AW) Presto/2.9.169 Version/12.00",
"session_id": "1dd93769-761d-4c76-b24c-b69ae8ec5903",
"risk_score": 47.4,
"confidence": 0.05
} | anthonymora | prompt_injection | null | null | null | MITRE Technique: T1486 | AI system prompt_injection by anthonymora MITRE Technique: T1486 | {
"baseline_deviation": 2.54,
"entropy": 7.1,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-afb8fe7d | 604a63336414d0cef44a7cfa80ff8cba | 209adbe5eb059569c87a6c38a05a5ef7cde9f964e9ccaafda053ebf0e67f1945 | null | null | null | null | null | null | null |
ff4b282e-862f-4201-ad64-c16a36ff458c | 2025-02-10T11:39:45 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Brute Force detected from 10.73.51.230 targeting N/A MITRE Technique: T1543.003 noise=main/tag | {
"geo_location": "Peru",
"device_hash": "bcc75fadd7cacf854d10961d4cf0ee94",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/52.0.823.0 Safari/535.2",
"session_id": "0a7311d1-b061-4834-b2f2-ce280c791808",
"risk_score": 16.73,
"confidence": 0.38
} | null | null | null | null | null | MITRE Technique: T1543.003 | ArcSight Alert: Brute Force detected from 10.73.51.230 targeting N/A MITRE Technique: T1543.003 | null | null | null | null | 10.73.51.230 | N/A | Brute Force | SIG-7563 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
0d1af854-0425-4cbe-829b-ddb166c0e83f | 2025-01-13T08:05:39 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Togo",
"device_hash": "248dfe3f57f1b6353c81b7447ef65896",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5312-11-27 06:44:45 Firefox/3.6.13",
"session_id": "770d9c0a-3e9e-4c63-aa27-5d11545add67",
"risk_score": 58.74,
"confidence": 0.74
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-0420f2be | 8.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ebb5312-4486-4693-b44f-53ef76900d6f | 2025-04-04T13:03:00 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for hansenkrystal via OAuth from 10.221.223.154 No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "ec9ffe5cc53ee33235fa0b23f18ef1a2cd094256",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/54.0.826.0 Mobile/41X251 Safari/534.0",
"session_id": "96835536-9b3c-4f02-9704-453ef21e89d6",
"risk_s... | hansenkrystal | failed | null | null | null | No additional info | Auth failed for hansenkrystal via OAuth from 10.221.223.154 No additional info | null | null | null | null | 10.221.223.154 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 09:12:2d:e2:3c:e8 |
3decdeee-0445-42d7-aeb8-47c3933a9d6a | 2025-02-27T00:20:45 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine ICMP traffic from 108.163.130.91:40497 to 143.197.194.118:52718 MITRE Technique: T1059.005 | {
"geo_location": "Peru",
"device_hash": "adb560421c534aff2609a56314e7474cc4d6fb5830a439e73655391f7ddc7742",
"user_agent": "Opera/8.84.(X11; Linux x86_64; ta-LK) Presto/2.9.171 Version/12.00",
"session_id": "17d414d9-c36a-4e75-9735-ec7bc20bb113",
"risk_score": 85.72,
"confidence": 0.1
} | null | quarantine | null | null | null | MITRE Technique: T1059.005 | Firewall quarantine ICMP traffic from 108.163.130.91:40497 to 143.197.194.118:52718 MITRE Technique: T1059.005 | null | null | null | null | 108.163.130.91 | 143.197.194.118 | null | null | null | null | null | null | null | null | 40,497 | 52,718 | ICMP | 3,152 | 691 | null | null |
6ec9166b-0bc3-4e07-9bbf-9d437b733c61 | 2025-03-28T21:21:38 | ids_alert | FireEye HX v4.5.0 | emergency | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=FireEye HX Alert: DDoS detected from 131.178.156.94 targeting 29.19.145.145 MITRE Technique: T1204.002 | {
"geo_location": "Samoa",
"device_hash": "343d8a5103ab20fff7d051ffdfebf04f",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; kok-IN; rv:1.9.2.20) Gecko/9950-01-15 02:48:31 Firefox/3.8",
"session_id": "ad49502c-f9b8-4190-9f01-17b654db4383",
"risk_score": 18.94,
"confidence": 0.15
} | null | null | null | null | null | MITRE Technique: T1204.002 | FireEye HX Alert: DDoS detected from 131.178.156.94 targeting 29.19.145.145 MITRE Technique: T1204.002 | null | null | null | null | 131.178.156.94 | 29.19.145.145 | DDoS | SIG-1749 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
6951409e-fa09-40c6-9f6f-a53b572da76b | 2025-01-14T23:21:48 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for daniel01 via OAuth from 128.115.166.25 No additional info | {
"geo_location": "Belize",
"device_hash": "e627755abb6d6f4b2879e972971e211fbf225092",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "893d58de-8cf4-43d7-9977-131df9335acb",
"risk_score": 43.07,
"confidence": 0.22
} | daniel01 | failed | null | null | null | No additional info | Auth failed for daniel01 via OAuth from 128.115.166.25 No additional info | null | null | null | null | 128.115.166.25 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | a4:bf:ba:e8:bd:b9 |
d1e55aab-93d2-407d-b2ef-982a98cf6a56 | 2025-01-20T14:39:09 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Angola",
"device_hash": "219491092e7fb7208295d771598fca3249bd2bee",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.1)",
"session_id": "065d5941-abc6-46a1-89c0-02946ea848ac",
"risk_score": 43.11,
"confidence": 0.73
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-6eec3999 | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
45e75588-519c-47b1-af9c-5bb6dbce22d9 | 2025-06-14T14:24:10 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by wthomas No additional info | {
"geo_location": "Germany",
"device_hash": "7171e3713ac16de9087ea6bf1f12422f34c0df4e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_9 rv:4.0; bhb-IN) AppleWebKit/533.27.4 (KHTML, like Gecko) Version/4.1 Safari/533.27.4",
"session_id": "1e7082b8-ed5a-431c-b03d-b480374365cc",
"risk_score": 26.7,... | wthomas | model_inversion | null | null | null | No additional info | AI system model_inversion by wthomas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d2648143 | 094dbd2f20c70aab4082e06bde42a1554ae0b8a3 | e5fc084ce6b35e3a5daa483e2850563d | null | null | null | null | null | null | null |
39987d35-a73c-4e0b-8842-38c84000b700 | 2025-02-21T08:38:23 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera firmware_update No additional info noise=tags/explore/app | {
"geo_location": "Paraguay",
"device_hash": "08cb25096de6a971fbb736270ec9c75e390468665b7805ee7d4b69055905a76f",
"user_agent": "Opera/9.56.(Windows 95; gu-IN) Presto/2.9.162 Version/12.00",
"session_id": "67de9275-1cb1-441c-ba0f-51d56d754307",
"risk_score": 6.61,
"confidence": 0.92
} | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-9826135e | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cc14cc09-897a-41e6-8969-cbb2b6681d0a | 2025-02-08T16:00:55 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth success for kimclark via biometric from 193.196.160.246 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "846d42d8a98dd61798643be256413f31",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:52.0) Gecko/52.0 Firefox/52.0",
"session_id": "1a419c32-3ca9-4d89-95c5-a8ccdd34571e",
"risk_score": 70.92,
"confidence": 0.09
} | kimclark | success | null | null | null | No additional info | Auth success for kimclark via biometric from 193.196.160.246 No additional info | null | null | null | null | 193.196.160.246 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | dc:ad:5c:d8:7e:48 |
9ccc1018-a107-4fc7-b1c8-77c1f709ee45 | 2025-05-18T13:22:41 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by annettejohnson No additional info noise=659A0A68 | {
"geo_location": "Nepal",
"device_hash": "aaa09603c0bdbca8f1d44bc7966b941dbd274e23",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/47.0.869.0 Safari/534.2",
"session_id": "1d66edd8-3d8f-40e1-a6b6-f31016a7841d",
"risk_score": 70.18,
"confidence": 0.23
} | annettejohnson | membership_inference | null | null | null | No additional info | AI system membership_inference by annettejohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6d7f6e35 | 7edd9d316bf5be886805159cd1e75167 | 0b594c8b65b6d6c5f2aa8e02e41bdff8495fbb67 | null | null | null | null | null | null | null |
b1debc1f-3057-4c26-95b5-e9d4ed4bf970 | 2025-06-01T04:13:31 | firewall | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTPS traffic from 10.120.27.95:193 to 95.185.129.235:145 No additional info | {
"geo_location": "Germany",
"device_hash": "e7f8474f983449fd6a8c7901f17c9cf406c5e90e",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; nl-AW; rv:1.9.2.20) Gecko/9242-02-26 11:22:56 Firefox/3.8",
"session_id": "d7a065ba-eea8-4585-bf7d-acfc6919122c",
"risk_score": 53.53,
"confidence": 0.21
} | null | log-only | null | null | null | No additional info | Firewall log-only HTTPS traffic from 10.120.27.95:193 to 95.185.129.235:145 No additional info | null | null | null | null | 10.120.27.95 | 95.185.129.235 | null | null | null | null | null | null | null | null | 193 | 145 | HTTPS | 484,672 | 2,393 | null | null |
980169e0-66bc-467b-abcc-67e3f2d59f3e | 2025-04-05T11:58:06 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth locked for blackwellamy via OAuth from 31.37.154.235 No additional info | {
"geo_location": "Greece",
"device_hash": "35d6f60f1408dcff4dd19965c9b305f9bbdf5db8",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_6; rv:1.9.6.20) Gecko/9181-03-31 21:07:47 Firefox/3.8",
"session_id": "947b70e1-9cb4-4c66-9317-9cde417702d9",
"risk_score": 57.63,
"confidence": 0.48
} | blackwellamy | locked | null | null | null | No additional info | Auth locked for blackwellamy via OAuth from 31.37.154.235 No additional info | null | null | null | null | 31.37.154.235 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 65:70:3d:d7:dc:50 |
0128a3d8-5e61-4b8d-b5d6-72ff0d58adbb | 2025-05-12T20:20:31 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in OCI by emoore No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "bd8f42c2c329fb3c3f71f44045ef05eb",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/14.1m6434.0 Mobile/88Z026 Safari/536.0",
"session_id": "0e7b7e2e-6c08-4341-a50f-77b4a47dddbb",
"risk_score": ... | emoore | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by emoore No additional info | null | null | null | null | null | null | null | null | null | OCI | res-55119d33 | null | null | null | null | null | null | null | null | null | null |
a9c0fd54-0378-4995-96da-d7ba7586f163 | 2025-04-06T12:15:08 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 87.52.73.246 to 69.251.218.43 MITRE Technique: T1543.003 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "eba5078aec71ebb98dea7f263b4af404111c4395",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/534.25.3 (KHTML, like Gecko) Version/5.1 Safari/534.25.3",
"session_id": "555ca269-3d20-40f9-ae7b-8af52a0d0a66",... | null | covert_channel | null | null | null | MITRE Technique: T1543.003 | Network covert_channel from 87.52.73.246 to 69.251.218.43 MITRE Technique: T1543.003 | null | null | null | null | 87.52.73.246 | 69.251.218.43 | null | null | null | null | null | null | null | null | null | null | UDP | 299,317 | null | null | null |
2acdbf86-4a7c-45ab-88c9-f70a03c458fc | 2025-01-31T04:13:46 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only RDP traffic from 107.119.15.72:57863 to 191.68.46.42:761 Unconventional IOC: TPM attestation failures | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "b899e2fa18ef14caa5a3c1c7097c33c2c16e40aba50124c2d65e83eabe9b1ca0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_2 rv:6.0; ht-HT) AppleWebKit/533.14.2 (KHTML, like Gecko) Version/4.1 Safari/533.14.2",
"session_id": "16da8e0a-fa1d-446d-9... | null | log-only | null | null | null | Unconventional IOC: TPM attestation failures | Firewall log-only RDP traffic from 107.119.15.72:57863 to 191.68.46.42:761 Unconventional IOC: TPM attestation failures | {
"baseline_deviation": 2.62,
"entropy": 6.27,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 107.119.15.72 | 191.68.46.42 | null | null | null | null | null | null | null | null | 57,863 | 761 | RDP | 6,816 | 2,604 | null | null |
0c47e1ae-5f31-407e-b98f-c94f73b113ed | 2025-03-17T18:52:47 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by sandra95 No additional info | {
"geo_location": "Philippines",
"device_hash": "8985be0d551c81678879d0c7f558c02dcb156f6f59805523cf0d65d3d7e03e06",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "bc46b9db-bd76-461e-b47b-d4827e6a382a",
"risk_score": 24.39,
"confidence": 0.44
} | sandra95 | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by sandra95 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-b3c885e6 | null | null | null | null | null | null | null | null | null | null |
43fe61c9-e5de-4ec9-bf51-a574d86dc787 | 2025-02-09T09:41:07 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 77.246.125.86 to 130.136.84.142 No additional info noise=U3BvcnQu | {
"geo_location": "China",
"device_hash": "d308a3a461a9671cda6caeaa8a7713d150141ecdecf15f12b91a47dfe30dc98d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/54.0.885.0 Mobile/13E081 Safari/532.1",
"session_id": "f3e31ada-7396-47af-92dd-fe1d7d8d12e5... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 77.246.125.86 to 130.136.84.142 No additional info | null | null | null | null | 77.246.125.86 | 130.136.84.142 | null | null | null | null | null | null | null | null | null | null | TCP | 359,328 | null | null | null |
2b7b4ea7-f034-43d5-96d4-cf12973aae1a | 2025-05-25T01:53:24 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor battery_drain MITRE Technique: T1134.001 | {
"geo_location": "Nauru",
"device_hash": "aede56bd3782e7098ec16ae1ef5f7d267810c7a6",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/55.0.812.0 Safari/531.2",
"session_id": "37fe6360-f09f-4cdb-9c12-78a0f002279c",
"risk_score": 38.68,
"confidence": 0.11
} | null | battery_drain | null | null | null | MITRE Technique: T1134.001 | IoT device Sensor battery_drain MITRE Technique: T1134.001 | null | Sensor | iot-7a24bb10 | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8992e402-0658-4934-b3b5-43605083654e | 2025-06-16T13:44:25 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /someone/though.json by varroyo MITRE Technique: T1059.001 | Associated Threat Actor: TA505 | {
"geo_location": "North Korea",
"device_hash": "06dade2cf5e08eb44c25460de33baedc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/3.1)",
"session_id": "66d7d3b6-9e20-4628-b1ff-c5daef1782c7",
"risk_score": 78.17,
"confidence": 0.14
} | varroyo | process_start | /someone/though.json | 9,432 | powershell.exe | MITRE Technique: T1059.001 | Associated Threat Actor: TA505 | Endpoint process_start /someone/though.json by varroyo MITRE Technique: T1059.001 | Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98ba0f0f-d42b-4553-b859-53f3b230b8d2 | 2025-04-03T04:54:45 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTPS traffic from 59.197.104.197:5645 to 95.42.24.48:731 No additional info | {
"geo_location": "French Guiana",
"device_hash": "5563fd8a9012853d87a0c115f7ac59b6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "b62cf823-aff6-4ce5-8c41-92bbac1d99e4",
"risk_score": 44.77,
"confidence": 0.28
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 59.197.104.197:5645 to 95.42.24.48:731 No additional info | null | null | null | null | 59.197.104.197 | 95.42.24.48 | null | null | null | null | null | null | null | null | 5,645 | 731 | HTTPS | 968,076 | 1,454 | null | null |
da9b185f-acd2-4d03-aa9a-cda0309046ca | 2025-06-11T19:17:39 | 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 laura29 Associated Threat Actor: REvil | {
"geo_location": "Estonia",
"device_hash": "ef58c028f64b2393e21085f240ebf8c1",
"user_agent": "Opera/8.20.(X11; Linux i686; nds-DE) Presto/2.9.162 Version/10.00",
"session_id": "70cb1641-61d4-412b-8cd4-fc41bd287cdb",
"risk_score": 38.83,
"confidence": 0.56
} | laura29 | adversarial_input | null | null | null | Associated Threat Actor: REvil | AI system adversarial_input by laura29 Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | model-cf49459a | aea2eb9962195d5ecd551dfd5b4f8bfa9d3d8bc5 | 1938211eed71d89ebdf17dcb8b2e4cf64b3af8688088a96bd565a58b8f29d9cd | null | null | null | null | null | null | null |
2e7a0743-6b13-4d54-88c8-fdf821024e01 | 2025-06-15T11:28:16 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: Domain Fronting detected from 148.148.144.35 targeting N/A Obfuscated payload detected | {
"geo_location": "Tonga",
"device_hash": "1039ee1a6584df6dfcef59851a1c865f",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; bho-IN; rv:1.9.0.20) Gecko/5914-08-28 01:17:27 Firefox/3.6.11",
"session_id": "2481ce9b-9961-4622-a5f3-411753a7484f",
"risk_score": 70.01,
"confidence": 0.91
} | null | null | null | null | null | Obfuscated payload detected | Microsoft Sentinel Alert: Domain Fronting detected from 148.148.144.35 targeting N/A Obfuscated payload detected | null | null | null | null | 148.148.144.35 | N/A | Domain Fronting | SIG-3050 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
9d2dcef5-7dd7-4620-9cfe-3aee16577a43 | 2028-02-19T21:24:43 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update MITRE Technique: T1059.001 noise=categories/search | {
"geo_location": "Iceland",
"device_hash": "05813447b36e409434bcede24144254465fd42c6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.0)",
"session_id": "0a57da80-96ff-4354-b961-378b0c58dee9",
"risk_score": 25.58,
"confidence": 0.29
} | null | firmware_update | null | null | null | MITRE Technique: T1059.001 | IoT device Camera firmware_update MITRE Technique: T1059.001 | null | Camera | iot-8b06cb09 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42010571-d746-4f72-84ea-7aaf0d5b26ae | 2025-05-22T03:10:04 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Azure by youngchristopher No additional info | {
"geo_location": "Angola",
"device_hash": "d8ba5cee2c28bd147139d863de259a749676af229e89c131d52a84971f3f88d7",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/61.0.823.0 Safari/535.2",
"session_id": "5e9d33f3-8ebf-4083-83d9-84e1a33d7c32",
"risk_score": ... | youngchristopher | config_change | null | null | null | No additional info | Cloud config_change in Azure by youngchristopher No additional info | null | null | null | null | null | null | null | null | null | Azure | res-aa0de62f | null | null | null | null | null | null | null | null | null | null |
207d0888-afa6-4976-ac7e-05506e09bdf6 | 2025-01-25T17:12:33 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 10.209.195.110:72 to 56.192.199.231:332 No additional info | {
"geo_location": "Malta",
"device_hash": "223d93ef1d2c5279053c0e0c457eaa17d6f93cf60e4bc2c082e9173c07472b38",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.0)",
"session_id": "3fd888ce-fc57-4cc2-8afd-e1fdd5e0c5cb",
"risk_score": 12.51,
"confidence": 0.12
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 10.209.195.110:72 to 56.192.199.231:332 No additional info | null | null | null | null | 10.209.195.110 | 56.192.199.231 | null | null | null | null | null | null | null | null | 72 | 332 | RDP | 504,480 | 2,178 | null | null |
4391a591-4802-47b3-857d-d726a382c7ad | 2025-04-13T00:29:07 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in GCP by bethanystevens No additional info | {
"geo_location": "Greenland",
"device_hash": "1da664b8e7ee230cb0f5fc11465dde2244f196ea",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_5 rv:5.0; xh-ZA) AppleWebKit/531.19.4 (KHTML, like Gecko) Version/4.0.3 Safari/531.19.4",
"session_id": "26ae904c-21e4-4772-951c-6e6d88409b81",
"risk_score": 26... | bethanystevens | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by bethanystevens No additional info | null | null | null | null | null | null | null | null | null | GCP | res-21e8bfc5 | null | null | null | null | null | null | null | null | null | null |
0acb1b77-ea8d-4c4c-8c5a-e716e9b73bc2 | 2025-04-15T15:21:48 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in GCP by mcdonaldanthony MITRE Technique: T1486 | {
"geo_location": "Vanuatu",
"device_hash": "09fcf0513a58d1eb1ab0a4c22f2a7264",
"user_agent": "Opera/9.31.(Windows NT 11.0; tig-ER) Presto/2.9.175 Version/11.00",
"session_id": "a7b4b7d1-2f5f-45a5-a061-0511782a4c31",
"risk_score": 49.18,
"confidence": 0.25
} | mcdonaldanthony | config_change | null | null | null | MITRE Technique: T1486 | Cloud config_change in GCP by mcdonaldanthony MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | GCP | res-21322d4d | null | null | null | null | null | null | null | null | null | null |
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