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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e93b65cc-7982-4f63-832d-5255f3c0c919 | 2025-01-14T13:38:17 | 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: DDoS detected from 195.247.124.6 targeting 156.49.248.69 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "725fcb2a5ae0c462c413e6f66280a9d31c765e36",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_7 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/38.0.853.0 Mobile/86V709 Safari/531.1",
"session_id": "3f42270e-f2b1-458a-b0d4-62f1ac94fd83",
"risk_score": 4... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: DDoS detected from 195.247.124.6 targeting 156.49.248.69 No additional info | null | null | null | null | 195.247.124.6 | 156.49.248.69 | DDoS | SIG-9415 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
0f733f65-5097-4f78-a9ba-eacd6f59d1ff | 2025-06-04T09:01:15 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by sean08 MITRE Technique: T1059.001 | Associated Threat Actor: Inception Framework | {
"geo_location": "Bangladesh",
"device_hash": "abead1af39ecb89637d3d05cad89243d59cfc895",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "d903522d-a0a8-48cf-bd54-c520758908e3",
"risk_score": 50.98,
"confidence": 0.11
} | sean08 | training_data_poisoning | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Inception Framework | AI system training_data_poisoning by sean08 MITRE Technique: T1059.001 | Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | null | null | model-a8758b90 | 74146433bb4d188218063331739ea339db8c79bf | 9a4ddccacf56c4ce09a6ef16f44c1a5d5e229a3f | null | null | null | null | null | null | null |
708f585e-cb55-4995-bee0-938d057defb9 | 2025-05-12T02:09:35 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /only/low.png by jamessanchez Fileless execution detected | {
"geo_location": "Anguilla",
"device_hash": "3b776e20d064648c53abfd211eb007e7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.1)",
"session_id": "a5acde8c-eb73-47ff-970b-e00a440789a0",
"risk_score": 53.89,
"confidence": 0.16
} | jamessanchez | powershell_exec | /only/low.png | 5,034 | svchost.exe | Fileless execution detected | Endpoint powershell_exec /only/low.png by jamessanchez Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
985f824b-c6b1-4ec9-b56c-657bd6b3e2b1 | 2025-07-06T05:45:01 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "North Korea",
"device_hash": "d9e72035bedf7f3c3acff8dd4c33e20c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/51.0.850.0 Mobile/58O403 Safari/533.1",
"session_id": "051d6494-e9ae-41ea-9826-763d566e3094",
"risk_score": 47.... | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-1b5a07bc | 10.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ee0282c9-5c0a-4c54-9cc8-95c9403e1415 | 2025-02-18T05:31:34 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by jeffrey94 No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "ac6bbb1754f96a102182486cfe5edc6f",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/19.0.817.0 Safari/531.1",
"session_id": "3de0b01f-d97b-40f9-ab04-d4b1ed324b9c",
"risk_score": 69.38,
"confidence": ... | jeffrey94 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by jeffrey94 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d18aa82c | 2cbc67486a10dbae6d3cc70a29b61188761f0d98c7f4c1dc7c40f356fedad1eb | aa7050f3c3acbbae34a69e00031d4947c8afb255fc5d343957ccf602334ce5e3 | null | null | null | null | null | null | null |
dbf45948-e423-4131-99a6-385b695e877b | 2025-03-04T23:09:20 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat battery_drain No additional info noise=whose|at|price | {
"geo_location": "Northern Mariana Islands",
"device_hash": "fe89fc94589c9e6cdd2ccebc6bc1b18c7d924ac2",
"user_agent": "Opera/8.94.(X11; Linux x86_64; kok-IN) Presto/2.9.181 Version/10.00",
"session_id": "c9de9088-51c1-44cb-aa69-473d64d76f98",
"risk_score": 41.37,
"confidence": 0.88
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-47a090d8 | 4.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e75526dd-ca51-4d5d-8ec1-43d4f5949ca1 | 2025-07-05T22:50:44 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Azure by jesse13 MITRE Technique: T1218.011 | {
"geo_location": "Malta",
"device_hash": "fdafb52ede5d47b8c2c7b3a62c4c9517e8f42817",
"user_agent": "Opera/8.13.(X11; Linux i686; ha-NG) Presto/2.9.167 Version/11.00",
"session_id": "6cf912de-67e3-4c62-893d-ee7509675bd4",
"risk_score": 35.66,
"confidence": 0.19
} | jesse13 | shadow_it | null | null | null | MITRE Technique: T1218.011 | Cloud shadow_it in Azure by jesse13 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Azure | res-61105b44 | null | null | null | null | null | null | null | null | null | null |
463f71c1-9621-4977-8499-faaa0222e07a | 2025-04-02T08:54:23 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 183.48.247.0 to 207.166.211.0 MITRE Technique: T1078.004 | {
"geo_location": "Saint Helena",
"device_hash": "db6b820631ec7d7c0411bb88f2758b54",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.0)",
"session_id": "87b35f78-8169-4d17-9013-9ca5241701e0",
"risk_score": 81.33,
"confidence": 0.34
} | null | disconnection | null | null | null | MITRE Technique: T1078.004 | Network disconnection from 183.48.247.0 to 207.166.211.0 MITRE Technique: T1078.004 | null | null | null | null | 183.48.247.0 | 207.166.211.0 | null | null | null | null | null | null | null | null | null | null | TCP | 57,523 | null | null | null |
73552a56-9386-4d5e-b32a-287ed6faf54a | 2025-04-16T09:39:31 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by amanda19 MITRE Technique: T1078.004 | {
"geo_location": "Bahrain",
"device_hash": "39db14b1510562b3db624005591a4bcc36e6dadb36d6b81eb524fcb733cb89bd",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; crh-UA; rv:1.9.0.20) Gecko/2072-09-06 09:34:28 Firefox/3.8",
"session_id": "fb865b6c-ab92-418a-adde-6c55891e9573",
"risk_score": 65.47,
"confidence": 0.... | amanda19 | api_abuse | null | null | null | MITRE Technique: T1078.004 | Cloud api_abuse in GCP by amanda19 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | GCP | res-5f4f67f8 | null | null | null | null | null | null | null | null | null | null |
ae3b6a60-7c3a-42ca-a3b8-a350cc966872 | 2025-07-08T10:24:58 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 27.203.11.47 to 214.94.157.178 No additional info | {
"geo_location": "North Korea",
"device_hash": "c9deee86222ee8bedbfe33604ca011c1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; sat-IN) AppleWebKit/533.3.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.3.1",
"session_id": "3fe8dfb1-69f5-4413-ad98-fa191363a620",
"risk_sco... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 27.203.11.47 to 214.94.157.178 No additional info | null | null | null | null | 27.203.11.47 | 214.94.157.178 | null | null | null | null | null | null | null | null | null | null | HTTPS | 501,754 | null | null | null |
69e034b8-ca11-4231-8578-d3f7c2b6b200 | 2025-04-04T04:48:59 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /stand/Mr.gif by james80 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "bccfafb3dd0b53793ee071785de43be86ec3ff3e4b40c93eb98f3dc8a6597f66",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; niu-NZ) AppleWebKit/535.5.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.5.6",
"session_id": "657972b8-4c2... | james80 | wmi_exec | /stand/Mr.gif | 8,389 | explorer.exe | No additional info | Endpoint wmi_exec /stand/Mr.gif by james80 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c902bd15-f45f-4ccc-9928-c35db0778af6 | 2025-02-28T19:11:25 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Burundi",
"device_hash": "91fc6ce045611b433ac52c8ff5e520854a5765fc677e5f7b3c564fe5281dee9a",
"user_agent": "Opera/9.80.(X11; Linux x86_64; szl-PL) Presto/2.9.160 Version/11.00",
"session_id": "c2e0a58e-67da-4c47-96a3-672d5809c6cf",
"risk_score": 34.85,
"confidence": 0.43
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-5129f2b7 | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38825e83-6a4e-40aa-a0d5-db95a852e79d | 2025-01-22T11:53:07 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by paulcompton No additional info | {
"geo_location": "Malaysia",
"device_hash": "785057500c4091d0a13ae4859aa150c118736dd1",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/37.0.850.0 Safari/536.2",
"session_id": "3720d801-69fa-4b74-abe7-48e449dbbb56",
"risk_score": 57.37,
"confidence": 0.66
} | paulcompton | model_access | null | null | null | No additional info | AI system model_access by paulcompton No additional info | null | null | null | null | null | null | null | null | null | null | null | model-80a251e7 | 114a22a259721a4c3badc18adea3354f | 76b583fc5ebf5a439622c1c93ee672a47bd2f965 | null | null | null | null | null | null | null |
6e4bea51-6a30-4083-a9f6-290618497d59 | 2025-03-13T02:12:38 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network connection from 5.86.100.33 to 112.117.168.16 No additional info noise=ok|author|create | {
"geo_location": "Mauritius",
"device_hash": "104081fb77dc8b92a34bf61eb15dfa4f34ad4b91dce5f15a54ffb6c77cad0913",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.35.1 (KHTML, like Gecko) Version/4.0 Safari/535.35.1",
"session_id": "e6fd57e2-0792-4c91-a0b8-90f110c5e943",
"risk_score": 51.41... | null | connection | null | null | null | No additional info | Network connection from 5.86.100.33 to 112.117.168.16 No additional info | null | null | null | null | 5.86.100.33 | 112.117.168.16 | null | null | null | null | null | null | null | null | null | null | HTTPS | 159,193 | null | null | null |
c9185e6d-8916-4051-aec8-f55cb235e516 | 2025-05-31T03:40:36 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access federal by parrishricardo Living-off-the-land technique detected | {
"geo_location": "Cote d'Ivoire",
"device_hash": "2bdf55dd6ce5f51159105ffcc4effcd7bbffe670",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_0; rv:1.9.5.20) Gecko/2919-04-05 17:12:33 Firefox/10.0",
"session_id": "00014876-4207-44ea-8829-da830ab06847",
"risk_score": 54.48,
"confidence": 0.93
... | parrishricardo | file_access | federal | 2,074 | powershell.exe | Living-off-the-land technique detected | Endpoint file_access federal by parrishricardo Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
943588ed-6c86-4fa4-9c49-16421f48145c | 2025-01-23T04:38:39 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 154.89.114.116 to 140.136.177.173 No additional info | {
"geo_location": "Moldova",
"device_hash": "65d82140aede87aa02465b9f7a93efda816c5256303d532978deef94766645b6",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_3; rv:1.9.4.20) Gecko/6299-09-22 11:41:33 Firefox/3.6.15",
"session_id": "4f584102-8a7a-4d5e-9e0b-2845156accab",
"risk_score": 73.23,
"c... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 154.89.114.116 to 140.136.177.173 No additional info | null | null | null | null | 154.89.114.116 | 140.136.177.173 | null | null | null | null | null | null | null | null | null | null | HTTP | 854,558 | null | null | null |
19e8342b-ebdd-4566-b8cf-e04369ba3b25 | 2025-07-07T10:25:54 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect TCP traffic from 117.36.90.160:127 to 170.237.195.212:588 MITRE Technique: T1059.005 | {
"geo_location": "Cook Islands",
"device_hash": "3517f5c08fb09d0e6d45085e92d4b2fbad433f28",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/38.0.861.0 Mobile/96E620 Safari/535.2",
"session_id": "80163396-2955-41e1-95cc-f5f50188214d",
"risk_score"... | null | inspect | null | null | null | MITRE Technique: T1059.005 | Firewall inspect TCP traffic from 117.36.90.160:127 to 170.237.195.212:588 MITRE Technique: T1059.005 | null | null | null | null | 117.36.90.160 | 170.237.195.212 | null | null | null | null | null | null | null | null | 127 | 588 | TCP | 37,373 | 612 | null | null |
3ffae952-60e6-4d7e-a812-0da4838144ba | 2025-05-17T10:34:39 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny TCP traffic from 202.15.92.230:267 to 6.148.4.73:272 No additional info | {
"geo_location": "Eritrea",
"device_hash": "86a4b20aad1c7825d997200029597eb98c057332",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "4f395232-9f8a-44a9-b89f-3712a7c71ebe",
"risk_score": 44.19,
"confidence": 0.62
} | null | deny | null | null | null | No additional info | Firewall deny TCP traffic from 202.15.92.230:267 to 6.148.4.73:272 No additional info | null | null | null | null | 202.15.92.230 | 6.148.4.73 | null | null | null | null | null | null | null | null | 267 | 272 | TCP | 404,299 | 635 | null | null |
0b029cc8-62ba-4567-8e84-f037dd8a7f4c | 2025-01-13T09:36:21 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install toward by zlane No additional info | {
"geo_location": "Gibraltar",
"device_hash": "b148f43efe437c965ea8c31b414e16b0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/5.1)",
"session_id": "40684ac4-7e5b-457f-a9d0-0b056d66c133",
"risk_score": 74.2,
"confidence": 0.35
} | zlane | service_install | toward | 2,862 | cmd.exe | No additional info | Endpoint service_install toward by zlane No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0acf4687-86c9-4146-850c-e59f6e00ceda | 2025-03-24T10:33:59 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for sharon75 via password from 192.164.137.130 MITRE Technique: T1053.005 | Associated Threat Actor: BlueNoroff | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "34c5222335d8d37988c8dfd2ab0061897a6fd7b2",
"user_agent": "Opera/8.67.(Windows NT 6.2; crh-UA) Presto/2.9.171 Version/12.00",
"session_id": "4b6fbfd1-7f9e-4dfe-bfa6-f32241f056cb",
"risk_score": 52.69,
"confidence": 0.57
... | sharon75 | timeout | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: BlueNoroff | Auth timeout for sharon75 via password from 192.164.137.130 MITRE Technique: T1053.005 | Associated Threat Actor: BlueNoroff | null | null | null | null | 192.164.137.130 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | b9:c5:1f:70:20:dd |
3eee2eb2-6598-461c-91cd-f47689545528 | 2025-04-28T12:06:33 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: XSS detected from 201.76.116.166 targeting N/A No additional info noise=U29tZXRpbWVzLg== | {
"geo_location": "Tokelau",
"device_hash": "49ac0141010e67976120ea4cbf6aa081",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7483-01-30 21:20:49 Firefox/10.0",
"session_id": "fa11d216-ea4d-4b58-8911-a32298fee4e5",
"risk_score": 32.02,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: XSS detected from 201.76.116.166 targeting N/A No additional info | null | null | null | null | 201.76.116.166 | N/A | XSS | SIG-2880 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1beb9fa4-45ce-48a0-aba2-362f77925235 | 2025-01-29T08:32:59 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth timeout for erodriguez via password from 108.30.178.125 No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "74b5aeabf8bc06cdbe5464ab833388fa",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_7; rv:1.9.4.20) Gecko/4108-05-12 09:49:10 Firefox/12.0",
"session_id": "d3758370-3bb6-45ad-a310-31316d81a1bb",
"risk_score": 7.05,
"confidence": 0.47
} | erodriguez | timeout | null | null | null | No additional info | Auth timeout for erodriguez via password from 108.30.178.125 No additional info | null | null | null | null | 108.30.178.125 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 46:7f:9e:b3:72:4f |
d3ae7b7b-a302-4b9c-9288-4515a10b3103 | 2030-04-11T17:54:55 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in AWS by david62 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Sudan",
"device_hash": "4704f229915b1b9e017d8a28d3b23fade0b6cb68",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; ne-NP; rv:1.9.2.20) Gecko/7839-11-23 21:00:48 Firefox/4.0",
"session_id": "b1e03518-7c40-4694-ab51-3544362789cd",
"risk_score": 54.32,
"confidence": 0.73
} | david62 | api_abuse | null | null | null | Unconventional IOC: Bios timestamp anomalies | Cloud api_abuse in AWS by david62 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | AWS | res-5894a1e0 | null | null | null | null | null | null | null | null | null | null |
ab94f2f2-d1e8-46ae-8041-f1194341da9c | 2025-06-04T00:08:57 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC side_channel MITRE Technique: T1110.003 | {
"geo_location": "Tokelau",
"device_hash": "d0ee9fe1a0a10e0c3965d761705ecb4cfaaca1ab",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/12.2b6385.0 Mobile/41J343 Safari/535.0",
"session_id": "8e0afe34-5516-446e-9c50-d4c61ab549fd",
"risk_score"... | null | side_channel | null | null | null | MITRE Technique: T1110.003 | IoT device HVAC side_channel MITRE Technique: T1110.003 | null | HVAC | iot-1aa9c6d7 | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
30eb6745-e8fd-4fec-81b6-dab69c6450ed | 2025-04-13T20:17:21 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start tonight by swansonchristopher No additional info | {
"geo_location": "Montserrat",
"device_hash": "0402e4ed9a1caec01f540f26462ce67c1340e40dd757bc1104034b69df3908df",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/14.8f8198.0 Mobile/10V654 Safari/532.2",
"session_id": "fee1a94e-35a1-4bb1-ad34-ddff17c... | swansonchristopher | process_start | tonight | 843 | cmd.exe | No additional info | Endpoint process_start tonight by swansonchristopher No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97fb3016-4c93-466f-9a39-82fec9be512b | 2025-02-23T00:41:27 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect ICMP traffic from 162.209.186.157:710 to 206.132.39.19:532 MITRE Technique: T1078.004 | {
"geo_location": "Namibia",
"device_hash": "9c1382eb9e02dddf28fdbb40b97d0ac89125cdd8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; sl-SI) AppleWebKit/531.10.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.10.4",
"session_id": "7008c686-4bb5-43bc-b626-12cf50d89824",
"ris... | null | inspect | null | null | null | MITRE Technique: T1078.004 | Firewall inspect ICMP traffic from 162.209.186.157:710 to 206.132.39.19:532 MITRE Technique: T1078.004 | null | null | null | null | 162.209.186.157 | 206.132.39.19 | null | null | null | null | null | null | null | null | 710 | 532 | ICMP | 153,017 | 2,231 | null | null |
25de3f22-c77c-4395-a873-7d157c4d6504 | 2025-02-09T10:55:07 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by vcrawford MITRE Technique: T1547.001 | {
"geo_location": "Faroe Islands",
"device_hash": "cf2a7b9883d8b6a1fcfd443888eebe8f2e418b5ed268eaceed22c881c1e85e1e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_9 rv:2.0; dz-BT) AppleWebKit/531.4.4 (KHTML, like Gecko) Version/5.0.4 Safari/531.4.4",
"session_id": "569b0b0e-102d-46f5-a1de-ea5a8... | vcrawford | api_abuse | null | null | null | MITRE Technique: T1547.001 | AI system api_abuse by vcrawford MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-fe9c83e2 | d7bd04bfe10cd7db648b6d8873903facd053e2a64122c2a72f5023bd55b98acb | 50dde665cc25f53f780ec57b9230af724c0ba3b4e1cc4fe4e359c43842d613d8 | null | null | null | null | null | null | null |
84ee8bd6-62f5-45c5-9580-dd940d4c71fb | 2025-05-03T08:49:19 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in AWS by sydney12 No additional info | {
"geo_location": "Gabon",
"device_hash": "6efc1d7f15722bc14543833bf3c28f5c7ed520a9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "bb0bc922-8234-4e47-85a5-b61fa4c4ff42",
"risk_score": 57.48,
"confidence": 0.29
} | sydney12 | storage_access | null | null | null | No additional info | Cloud storage_access in AWS by sydney12 No additional info | {
"baseline_deviation": 2.25,
"entropy": 5.38,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-63b78e65 | null | null | null | null | null | null | null | null | null | null |
faa74e36-174e-4f98-a368-c57b7a517e91 | 2025-04-27T23:38:34 | 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 lindawood No additional info | {
"geo_location": "Tuvalu",
"device_hash": "59fe2ad57dad982245fee6c64bfac2289bf64f87",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_4 rv:4.0; br-FR) AppleWebKit/533.28.6 (KHTML, like Gecko) Version/5.0.4 Safari/533.28.6",
"session_id": "71392e5a-b0a5-4dd5-80ba-a465fab2b7b8",
"risk_score": 73.... | lindawood | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by lindawood No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a2e8e8cf | 7d28a13a79e728f9958bbaf630931201dd69736b | 35d0c9739fbd2d7ef5eadc03099f7204d3a2013d43dc57d1c2e19bca23baa9f3 | null | null | null | null | null | null | null |
b3e296ae-1f7d-4182-9942-09611888359a | 2025-05-12T10:01:54 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 153.76.160.129 to 204.183.190.95 MITRE Technique: T1543.003 | {
"geo_location": "Algeria",
"device_hash": "757c04a04de6c93db15c27adaa78bd1fdeacad5245266ab1420ae1cf733fe068",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ast-ES) AppleWebKit/533.21.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6533.21.7",
"session_id": "9ec8e148-c11e-41e6-9... | null | bandwidth_usage | null | null | null | MITRE Technique: T1543.003 | Network bandwidth_usage from 153.76.160.129 to 204.183.190.95 MITRE Technique: T1543.003 | null | null | null | null | 153.76.160.129 | 204.183.190.95 | null | null | null | null | null | null | null | null | null | null | UDP | 475,124 | null | null | null |
873de7a1-7412-4f68-9ed1-b07ebe801492 | 2025-06-01T05:07:22 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Zero-Day Exploit detected from 90.121.14.187 targeting N/A Associated Threat Actor: APT34 noise=blog/wp-content/wp-content | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "0ae6dd4c4c2aa80e58a6927df4cd1f13df3a7164",
"user_agent": "Opera/8.80.(X11; Linux i686; ast-ES) Presto/2.9.184 Version/12.00",
"session_id": "22f45eb6-6f75-4aca-9ac2-5b5f7e72ccec",
"risk_score": 48.02,
"confidence": 0.18
} | null | null | null | null | null | Associated Threat Actor: APT34 | Zeek Alert: Zero-Day Exploit detected from 90.121.14.187 targeting N/A Associated Threat Actor: APT34 | null | null | null | null | 90.121.14.187 | N/A | Zero-Day Exploit | SIG-1461 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
06ccf017-a19c-4518-b9ba-477af6ebccbd | 2025-05-07T22:09:26 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by juliedavila No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "7f8d9f23fb70cb3cfd5b2a816c9fdc4527c9ee74",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/9.6n4285.0 Mobile/61T811 Safari/534.2",
"session_id": "fd118e46-bb5c-49ef-bed6-96fcb11f2c29",
"risk_s... | juliedavila | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by juliedavila No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6f88a053 | 0bdae6b928f088321336e9883580f54146ccc1101e02d8054dce0b3d9d330f6d | f58deffdc7a76b2391b4d53a2c2f3a0015df50eafa302d898987e3f6c0d93578 | null | null | null | null | null | null | null |
9466a937-2916-4761-b281-c240656a53c1 | 2025-06-12T18:26:21 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 88.188.178.124 to 204.172.41.120 No additional info | {
"geo_location": "American Samoa",
"device_hash": "4d353b09f555915fffb7a398c9b9bf49",
"user_agent": "Opera/9.48.(X11; Linux x86_64; ts-ZA) Presto/2.9.165 Version/12.00",
"session_id": "903aa27f-8752-49f5-a5b2-4a1fcf7c0371",
"risk_score": 87.48,
"confidence": 0.97
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 88.188.178.124 to 204.172.41.120 No additional info | null | null | null | null | 88.188.178.124 | 204.172.41.120 | null | null | null | null | null | null | null | null | null | null | HTTP | 671,000 | null | null | null |
7b035170-a086-41f5-b0a5-1ca59e49e4d0 | 2025-05-24T10:27:37 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 24.234.196.115 to 193.40.53.140 No additional info | {
"geo_location": "Guam",
"device_hash": "3a45cadaa4e983cf9c495beb19256ce4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ro-RO) AppleWebKit/535.24.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.24.4",
"session_id": "2c976353-51db-420c-9950-9b508af584d4",
"risk_score": 2... | null | connection | null | null | null | No additional info | Network connection from 24.234.196.115 to 193.40.53.140 No additional info | null | null | null | null | 24.234.196.115 | 193.40.53.140 | null | null | null | null | null | null | null | null | null | null | TCP | 148,453 | null | null | null |
6b7b6e30-2160-4f02-9aab-b7021eace589 | 2025-06-18T12:26:41 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop RDP traffic from 57.35.211.8:59444 to 27.64.190.199:669 No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "1e12a7ee43436f145b1886c970ef6dea5db9a95a0f70f1c9b870e4de49ac79b7",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_7 rv:4.0; sq-ML) AppleWebKit/533.43.4 (KHTML, like Gecko) Version/5.1 Safari/533.43.4",
"session_id": "8182cd8f-80be-4a1... | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 57.35.211.8:59444 to 27.64.190.199:669 No additional info | null | null | null | null | 57.35.211.8 | 27.64.190.199 | null | null | null | null | null | null | null | null | 59,444 | 669 | RDP | 32,603 | 637 | null | null |
7d0a1ef2-f178-42b8-853c-1e3e24c30be9 | 2025-06-02T20:07:00 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by ryan22 MITRE Technique: T1543.003 | {
"geo_location": "Chile",
"device_hash": "45df40decf0bb9744482411343ed4cb0",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/58.0.891.0 Safari/536.2",
"session_id": "ff921167-b3a9-441c-8c12-77ff1e43df8c",
"risk_score": 68.6,
"confidence": 0.53
} | ryan22 | api_abuse | null | null | null | MITRE Technique: T1543.003 | AI system api_abuse by ryan22 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | model-39b87ff5 | 15cb2fec306e1415604c831377e85a7320691a69 | dacfe8495d222f305ea0e71bc0880ee3f646bb67f8c0b2c13677e97e4dee6c68 | null | null | null | null | null | null | null |
9c7312e3-9949-4c10-b9f9-8ff1c60d74b9 | 2025-04-01T07:20:45 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Somalia",
"device_hash": "2a29bd0084d13627ebfb16c69af2176da1221787123b098ed53e1b75a8a56308",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/33.0.880.0 Safari/536.2",
"session_id": "0ad9af22-c6f6-413c-b1d9-158e796da3f9",
"risk_score": 81.86,... | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-a438e872 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fd1b81e9-9897-4c80-a207-c9bec0a8cd2d | 2025-02-06T04:28:10 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by coltonburns No additional info noise=app | {
"geo_location": "Dominica",
"device_hash": "f242400e5a2ed53529c5fb1f27a011bef6a0a14a",
"user_agent": "Opera/8.72.(X11; Linux x86_64; oc-FR) Presto/2.9.170 Version/12.00",
"session_id": "47f13fb0-2620-4c32-a11c-b24b50af9fd5",
"risk_score": 66.21,
"confidence": 0.4
} | coltonburns | model_inversion | null | null | null | No additional info | AI system model_inversion by coltonburns No additional info | null | null | null | null | null | null | null | null | null | null | null | model-96cd314f | ec4eac4f6d5e3f61bdec4626d5572ec6dad6b2b9 | 3554a473179ce322ceb4cb5d7b1a55e9 | null | null | null | null | null | null | null |
ad50b16b-6d24-46d8-b643-e7615205c543 | 2025-04-11T04:17:32 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by allenjoseph No additional info | {
"geo_location": "Haiti",
"device_hash": "332cb647530a7bd9ea7f593564eb6c9e05a72d08",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.1)",
"session_id": "fb490b41-1b94-4e25-9a13-b06f6152b498",
"risk_score": 46.4,
"confidence": 0.28
} | allenjoseph | model_inversion | null | null | null | No additional info | AI system model_inversion by allenjoseph No additional info | null | null | null | null | null | null | null | null | null | null | null | model-98229116 | 5ab890900b8af88810ba880fe19d6ae57a121326700f7697e99ed711a5b28767 | 004e81f5739f4c78677c349add2df5df6326838c4bf60819bc4148ffabb8a218 | null | null | null | null | null | null | null |
dd0ef89f-3089-4d55-8017-87c89cd95219 | 2025-04-27T13:50:20 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: DNS Tunneling detected from 52.209.19.87 targeting 102.104.143.152 MITRE Technique: T1566.001 noise=wp-content/wp-content/search | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "d899c887cbb75912c6e342785d5d9758",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_2 rv:3.0; uk-UA) AppleWebKit/533.32.5 (KHTML, like Gecko) Version/5.0 Safari/533.32.5",
"session_id": "8d9a32de-0474-42c9-b075-1575baad59cf",
"r... | null | null | null | null | null | MITRE Technique: T1566.001 | Snort Alert: DNS Tunneling detected from 52.209.19.87 targeting 102.104.143.152 MITRE Technique: T1566.001 | null | null | null | null | 52.209.19.87 | 102.104.143.152 | DNS Tunneling | SIG-5330 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
95d49d57-c4c1-4ccb-880d-e1f5d892678c | 2025-01-22T21:36:12 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by qarmstrong MITRE Technique: T1059.005 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Taiwan",
"device_hash": "afccd1e7505962a094165c3ea27f1dcb2ffa1696",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.31.1 (KHTML, like Gecko) Version/4.0.4 Safari/534.31.1",
"session_id": "1552b25f-781c-4512-bb0c-4f613bef4bd6",
"risk_score": 37.66,
"confidence": 0.2... | qarmstrong | fine_tuning | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: Thermal sensor anomalies | AI system fine_tuning by qarmstrong MITRE Technique: T1059.005 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | model-95d3b160 | e48afda2262e16bfe3418f0fc253341fcb476861db9f1c02ab13ef074a04b3b0 | 9b5f44e0b1f25deef71dc2c2a6d2820c | null | null | null | null | null | null | null |
5575d2ba-b15a-453d-949d-8f616385947a | 2025-02-20T09:01:57 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install high by lauren09 No additional info noise=C5E0DEC4 | {
"geo_location": "Kiribati",
"device_hash": "325629de13407511d95d2bbb00ff5c0a3db75b37",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/14.3f5369.0 Mobile/67T425 Safari/534.0",
"session_id": "c89259d3-d0b1-4180-9b49-11f8e330390e",
"risk_score": ... | lauren09 | service_install | high | 2,089 | cmd.exe | No additional info | Endpoint service_install high by lauren09 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fa14e09c-e843-4b5a-a2b3-db99650ffd42 | 2025-01-30T09:29:28 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by ydavies Unconventional IOC: Quantum random number deviations | {
"geo_location": "Gibraltar",
"device_hash": "73ab8ff327705d5f75aded199112472bcf39f48d",
"user_agent": "Opera/8.92.(Windows 98; apn-IN) Presto/2.9.178 Version/12.00",
"session_id": "a523f03f-3395-4309-8278-8f1b3afd5b0a",
"risk_score": 40.05,
"confidence": 0.91
} | ydavies | crypto_mining | null | null | null | Unconventional IOC: Quantum random number deviations | Cloud crypto_mining in Azure by ydavies Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | Azure | res-a4f75310 | null | null | null | null | null | null | null | null | null | null |
f9abc969-06e2-4cda-91c8-c9f9bce90159 | 2025-03-11T02:44:57 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by stephaniereed MITRE Technique: T1547.001 | {
"geo_location": "Anguilla",
"device_hash": "160aa2780d71b65154628e723ac7c24b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_8) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/19.0.840.0 Safari/533.0",
"session_id": "5d5d9320-1b5c-4a60-98d8-b6b3c8a2012b",
"risk_score": 16.46,
"confidence": 0.37... | stephaniereed | membership_inference | null | null | null | MITRE Technique: T1547.001 | AI system membership_inference by stephaniereed MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-1570e4a8 | 3f9f0f28cc91cc5068ba1af13cef7478da6a58c3bd991e5f349fc09f7f74569a | 6cc764157cfbdc9f58a55bcc26e4bb2f3892b01a1eea48cc57ea807124b1718a | null | null | null | null | null | null | null |
2687a9c7-e60c-460a-a392-54fafe24b427 | 2025-05-07T01:35:11 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection MITRE Technique: T1547.001 | {
"geo_location": "Congo",
"device_hash": "ea815ddb0176510c7c098fc65c1959519b26301501ea9d774db1d44dfb7d0f22",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_8 rv:2.0; bn-BD) AppleWebKit/533.11.5 (KHTML, like Gecko) Version/4.0 Safari/533.11.5",
"session_id": "790d195a-abd2-4120-964e-beebc1101a91",
... | null | command_injection | null | null | null | MITRE Technique: T1547.001 | IoT device HVAC command_injection MITRE Technique: T1547.001 | null | HVAC | iot-c9cd94c8 | 2.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bf37e20c-5302-4e30-a870-1108a288e26d | 2025-04-18T09:59:03 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update No additional info noise=RGF1Z2h0ZXIu | {
"geo_location": "Georgia",
"device_hash": "e78bac052f95ee3347d1bff18bdb214b1047ea793bd0ed7f2a50ab7817f26a23",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; eu-ES; rv:1.9.2.20) Gecko/7370-09-16 18:05:21 Firefox/3.6.15",
"session_id": "5e7bc167-c0a5-49ce-ab75-9a1ac0eb35e8",
"risk_score": 54.16,
"confidence": ... | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-cecebb20 | 4.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bb74af64-5b0d-4e96-8012-9f93d5919ef4 | 2025-05-21T10:05:54 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load serve by wallmargaret No additional info | {
"geo_location": "Russian Federation",
"device_hash": "7be6366b2bd8e54f147020d31dc7751f8a4c8061a230dee3de55aa5e0f1f44e1",
"user_agent": "Opera/8.77.(Windows 98; Win 9x 4.90; uz-UZ) Presto/2.9.188 Version/12.00",
"session_id": "a82442eb-1efd-4d0a-8479-09401bca9cf8",
"risk_score": 75.22,
"confidence": 0.17
} | wallmargaret | driver_load | serve | 6,215 | powershell.exe | No additional info | Endpoint driver_load serve by wallmargaret No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e43c8b07-d804-4c0f-8700-a289d94cea29 | 2025-04-08T04:37:15 | iot | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "American Samoa",
"device_hash": "d5b8ae95f2aab168271f3f14ed01284296947dc9a066fb12df43a67700942e5a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "e529f104-4c08-44c3-9122-f3dfe03d1939",
"risk_score": 27.29,
"confidence": 0.21
} | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-8bb6e4f4 | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0b2a178f-3027-4863-833d-d370695631c9 | 2025-03-05T04:13:06 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network connection from 54.229.24.44 to 143.71.186.236 Associated Threat Actor: Scattered Spider | {
"geo_location": "Colombia",
"device_hash": "57eaf023f093b8adbb4dca89b0e97f80813de3d0b35678adc76b5b089d33b318",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/18.3x8075.0 Mobile/34I192 Safari/531.2",
"session_id": "db23201a-114b-46df-a94d-c03... | null | connection | null | null | null | Associated Threat Actor: Scattered Spider | Network connection from 54.229.24.44 to 143.71.186.236 Associated Threat Actor: Scattered Spider | null | null | null | null | 54.229.24.44 | 143.71.186.236 | null | null | null | null | null | null | null | null | null | null | TCP | 969,821 | null | null | null |
a5f736b6-393e-4ccd-a494-7158c3a745e2 | 2025-06-05T17:51:00 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 61.193.238.170 to 48.182.222.1 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "51a1d727e681343a4936fa0dd3a70c61ef232456a31b1fa896560550764b1a3c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.0)",
"session_id": "ba6e3e95-9fe1-47be-84db-4ee429fcfdba",
"risk_score": 50.29,
"confidence": 0.34
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 61.193.238.170 to 48.182.222.1 No additional info | null | null | null | null | 61.193.238.170 | 48.182.222.1 | null | null | null | null | null | null | null | null | null | null | HTTPS | 613,372 | null | null | null |
bfed2619-aba1-4409-9a20-2eb9c4037202 | 2025-06-06T22:48:46 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by keithellis MITRE Technique: T1071.001 | {
"geo_location": "Eritrea",
"device_hash": "1df14ea2e0be5ab2b737b10d1abc7275da8bf3ca3f759c6e57a19a0f4dc1270f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "a3c1c8ae-ecab-4d75-807c-5f2c5184f8ee",
"risk_score": 43.79,
"confidence": 0.59
} | keithellis | model_inversion | null | null | null | MITRE Technique: T1071.001 | AI system model_inversion by keithellis MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-9af49c79 | 539cd542e25a303546388210714b0ba1 | 8cf233c80b689caed2ef34778218b3bfcdbfbbab68499699c77d622b39a4c1da | null | null | null | null | null | null | null |
69a0adcb-3dbf-4474-85d8-bc1dec13a484 | 2025-04-20T21:44:02 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by ibarradale No additional info | {
"geo_location": "Micronesia",
"device_hash": "7323556b5cbfe4883dd72d97e87b5789",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/46.0.849.0 Safari/532.1",
"session_id": "3dc2da23-7ce4-4c39-a0d2-f35ec623c5e1",
"risk_score": 12.28,
"confidence": 0.34
... | ibarradale | fine_tuning | null | null | null | No additional info | AI system fine_tuning by ibarradale No additional info | null | null | null | null | null | null | null | null | null | null | null | model-59495d95 | a576bc3eea346d1cf06c23ac1f60ce1a33824cffbb537275bb6330619c78fa95 | b530543be7d8f755ae874bf62f9299e58f976445 | null | null | null | null | null | null | null |
bf33cabd-9788-49f3-bcdb-df3e7f6cf714 | 2025-01-23T08:51:13 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /hair/lead.odp by traciwade No additional info noise=2253EBB7 | {
"geo_location": "Ghana",
"device_hash": "7f131227020efce41387d3035b690a19",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/28.0.858.0 Safari/532.2",
"session_id": "855f3d87-8e67-43eb-81ee-bf1a2ff14619",
"risk_score": 31.17,
"confidence": 0.9
} | traciwade | process_stop | /hair/lead.odp | 4,599 | powershell.exe | No additional info | Endpoint process_stop /hair/lead.odp by traciwade No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ebbba1b-f136-46a0-a9b4-642710c85bad | 2025-05-16T04:12:01 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall inspect TCP traffic from 93.230.95.164:10565 to 149.221.104.142:794 Associated Threat Actor: FIN7 | {
"geo_location": "Kazakhstan",
"device_hash": "71bafeb68327d7d7e070100babb5567d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.1)",
"session_id": "ce0350b3-1b1f-496e-be89-840a53effe7f",
"risk_score": 44.1,
"confidence": 0.14
} | null | inspect | null | null | null | Associated Threat Actor: FIN7 | Firewall inspect TCP traffic from 93.230.95.164:10565 to 149.221.104.142:794 Associated Threat Actor: FIN7 | null | null | null | null | 93.230.95.164 | 149.221.104.142 | null | null | null | null | null | null | null | null | 10,565 | 794 | TCP | 858,263 | 1,282 | null | null |
2cb68fd2-780c-4551-bc7a-c4f683ed8a0b | 2025-03-10T09:34:36 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in GCP by nancy69 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "06c2bd8c649222a7fcaca21f9250cf8622df9692f4475da60ea2c822545aa386",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2463-12-21 01:13:30 Firefox/5.0",
"session_id": "dd45acd5-c0ef-4ca7-b726-d766d2ba4e77",
"risk_score": 67.14,
"confidence": 0.... | nancy69 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by nancy69 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-c735968e | null | null | null | null | null | null | null | null | null | null |
3d074e8e-783f-4c96-9d7e-91be197bd944 | 2025-02-03T01:04:26 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network beaconing from 185.240.68.11 to 10.30.115.236 No additional info | {
"geo_location": "Romania",
"device_hash": "e3724293938fc755cf6cabcd4ae15a8c0ca29f1c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_2) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/49.0.841.0 Safari/533.0",
"session_id": "6a3d80c8-1b8f-4551-b9c6-74c933c582ac",
"risk_score": 58.55,
"confidence"... | null | beaconing | null | null | null | No additional info | Network beaconing from 185.240.68.11 to 10.30.115.236 No additional info | null | null | null | null | 185.240.68.11 | 10.30.115.236 | null | null | null | null | null | null | null | null | null | null | ICMP | 954,324 | null | null | null |
034bb129-4b2c-4e7e-8946-cba22c58718c | 2025-04-21T21:06:36 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 132.141.236.127 to 133.138.79.90 No additional info | {
"geo_location": "Bermuda",
"device_hash": "e793681894d4c60bb3d909890c9fd0fb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; tg-TJ) AppleWebKit/533.29.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.29.3",
"session_id": "e2ced8bd-71e5-4030-a3eb-b4307efc541f",
"risk_score"... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 132.141.236.127 to 133.138.79.90 No additional info | null | null | null | null | 132.141.236.127 | 133.138.79.90 | null | null | null | null | null | null | null | null | null | null | TCP | 297,738 | null | null | null |
9e51a6ad-b157-4457-b28e-f3a0e2f69a95 | 2025-02-11T07:52:23 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 178.11.76.115 to 192.234.203.66 No additional info | {
"geo_location": "Russia",
"device_hash": "e70be448b75fd79a192b18c3e57b4f1e",
"user_agent": "Opera/9.17.(X11; Linux x86_64; hsb-DE) Presto/2.9.164 Version/10.00",
"session_id": "082a60e0-ce5f-447c-afe8-de9f664ec4de",
"risk_score": 69.45,
"confidence": 0.39
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 178.11.76.115 to 192.234.203.66 No additional info | null | null | null | null | 178.11.76.115 | 192.234.203.66 | null | null | null | null | null | null | null | null | null | null | HTTPS | 372,531 | null | null | null |
3db35cde-3006-47b0-bd55-1ed1acedb169 | 2025-01-13T05:45:30 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect HTTP traffic from 151.202.138.72:44660 to 140.58.51.130:780 MITRE Technique: T1071.001 | Associated Threat Actor: Equation Group | {
"geo_location": "Pakistan",
"device_hash": "08b77e07e5a5bfe1b021b6e3abf0eb47",
"user_agent": "Opera/8.77.(X11; Linux x86_64; wal-ET) Presto/2.9.162 Version/10.00",
"session_id": "a030db70-6d18-442a-884c-0318f59c1bb3",
"risk_score": 29.91,
"confidence": 0.43
} | null | inspect | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Equation Group | Firewall inspect HTTP traffic from 151.202.138.72:44660 to 140.58.51.130:780 MITRE Technique: T1071.001 | Associated Threat Actor: Equation Group | null | null | null | null | 151.202.138.72 | 140.58.51.130 | null | null | null | null | null | null | null | null | 44,660 | 780 | HTTP | 337,650 | 227 | null | null |
899615a2-06a2-4577-a83d-e3589f2143bd | 2025-07-02T14:44:01 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop NTP traffic from 30.72.131.70:317 to 200.219.47.239:642 No additional info noise=Sm9pbi4= | {
"geo_location": "Qatar",
"device_hash": "e3931056a3b59e4710cfdf565498442d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5; rv:1.9.3.20) Gecko/3820-10-29 23:32:56 Firefox/3.8",
"session_id": "58aaa24c-0b4e-4ac8-b51a-5f1213766225",
"risk_score": 21.15,
"confidence": 0.89
} | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 30.72.131.70:317 to 200.219.47.239:642 No additional info | null | null | null | null | 30.72.131.70 | 200.219.47.239 | null | null | null | null | null | null | null | null | 317 | 642 | NTP | 821,984 | 2,757 | null | null |
5f80c256-2baf-49fc-acb4-77dbe7307c12 | 2025-04-16T04:52:24 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by kevin70 No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "86b2b4d2801517dcd60030dc20b7248828134d3d0cc5dc9ae9758e37f508b923",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.0)",
"session_id": "9085740e-8b08-4a2d-bd26-87a485b62cf7",
"risk_score": 50,
"confidence": 0.09
} | kevin70 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by kevin70 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-184d555c | eacc5b754f841321c9cfb02d66dddb0b23fd1097761760946b1e0121e7377ad8 | a8a965c727bc719053880e98cdad7d673685f3cd7ef3526f392390ac9d685e0e | null | null | null | null | null | null | null |
9b14bf6c-6a96-4797-ad62-000546cded4e | 2025-03-10T16:58:47 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Port Scan detected from 179.143.14.153 targeting 23.189.13.54 No additional info | {
"geo_location": "Lesotho",
"device_hash": "704dc6722b494498fa6ee7518d94c9d3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/4.0)",
"session_id": "84737063-8cfa-4911-a8e7-d49cd21968a0",
"risk_score": 47.66,
"confidence": 0.71
} | null | null | null | null | null | No additional info | ArcSight Alert: Port Scan detected from 179.143.14.153 targeting 23.189.13.54 No additional info | null | null | null | null | 179.143.14.153 | 23.189.13.54 | Port Scan | SIG-3059 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f391d193-7b4d-4a92-bc73-3737c826be0a | 2025-06-08T14:40:58 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for lisa97 via key from 172.24.28.138 No additional info | {
"geo_location": "Russia",
"device_hash": "61fbc76e4530745514f5dbb823d132a3c03c7bf340b8a2f7d224cb3cecefbf06",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/62.0.852.0 Safari/534.0",
"session_id": "10dfea1d-08fc-40d4-954c-669b8112b017",
"risk_score": 27.79,
"conf... | lisa97 | success | null | null | null | No additional info | Auth success for lisa97 via key from 172.24.28.138 No additional info | null | null | null | null | 172.24.28.138 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | cd:1c:65:a3:58:73 |
70e35436-145f-4be4-aefe-52336b561d6b | 2025-03-13T12:16:16 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth success for heatherhardy via biometric from 10.39.135.61 No additional info noise=QnJpbmcu | {
"geo_location": "Swaziland",
"device_hash": "4b91277185f11cce4d48ed0dc9e79be4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.1)",
"session_id": "a9b7b4a2-53df-40a0-84e9-9c6cff61fd08",
"risk_score": 50.76,
"confidence": 0.44
} | heatherhardy | success | null | null | null | No additional info | Auth success for heatherhardy via biometric from 10.39.135.61 No additional info | null | null | null | null | 10.39.135.61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 75:a6:2e:f5:c1:b5 |
0b5a6205-99e1-4e96-8585-bf012bd112d7 | 2025-06-22T18:26:23 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 45.255.74.71 to 10.59.6.131 No additional info | {
"geo_location": "New Zealand",
"device_hash": "3864a037c970a1b9ad89265a2a4644f8458562f9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "1b0ca853-7793-4c15-becf-647508c3fc6b",
"risk_score": 85.52,
"confidence": 0.89
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 45.255.74.71 to 10.59.6.131 No additional info | null | null | null | null | 45.255.74.71 | 10.59.6.131 | null | null | null | null | null | null | null | null | null | null | ICMP | 528,710 | null | null | null |
b4d93503-c96a-4667-8027-4acc2504edd0 | 2025-04-10T16:40:12 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 202.122.67.28 to 1.234.216.18 Possible protocol tunneling noise=F4DF53E7 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "fb7f41b0e3ebf6807d0b6a426dfac337ad967cbe998a7945982dcc39939a1bb2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/5.0)",
"session_id": "6b398b50-3442-4602-a565-a8ca5c6c4a62",
"risk_score": 35.3,
"confidence": 0.58
} | null | protocol_anomaly | null | null | null | Possible protocol tunneling | Network protocol_anomaly from 202.122.67.28 to 1.234.216.18 Possible protocol tunneling | null | null | null | null | 202.122.67.28 | 1.234.216.18 | null | null | null | null | null | null | null | null | null | null | ICMP | 282,332 | null | null | null |
a12dea20-fc62-40e5-b0db-12dd6f2d643e | 2025-06-22T04:15:38 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 196.175.221.25 to 173.37.110.93 No additional info | {
"geo_location": "Jordan",
"device_hash": "4749813f13de168bd522b281c3ad5f674d285329",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_1 rv:6.0; szl-PL) AppleWebKit/532.36.5 (KHTML, like Gecko) Version/5.0.4 Safari/532.36.5",
"session_id": "0f3c2864-a07d-4709-9b56-2349e0577645",
"risk_score": 63... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 196.175.221.25 to 173.37.110.93 No additional info | null | null | null | null | 196.175.221.25 | 173.37.110.93 | null | null | null | null | null | null | null | null | null | null | UDP | 641,039 | null | null | null |
0247094a-0b27-42f1-ba31-afd5accbdb1f | 2025-04-14T11:55:41 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 146.135.106.202:358 to 102.193.252.176:420 Geo anomaly: Impossible travel detected | {
"geo_location": "Greece",
"device_hash": "cd67976143419ef4b628e68daa091ccdd730d564",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/3.0)",
"session_id": "43c701a3-43e7-49c3-9844-926b0d9426b4",
"risk_score": 27.12,
"confidence": 0.34
} | null | deny | null | null | null | Geo anomaly: Impossible travel detected | Firewall deny RDP traffic from 146.135.106.202:358 to 102.193.252.176:420 Geo anomaly: Impossible travel detected | null | null | null | null | 146.135.106.202 | 102.193.252.176 | null | null | null | null | null | null | null | null | 358 | 420 | RDP | 305,532 | 2,391 | null | null |
b866bbe7-50e8-4698-80e9-9db79729dc1e | 2025-04-08T06:29:18 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel Associated Threat Actor: TA505 | {
"geo_location": "American Samoa",
"device_hash": "367ae68aa451cdbf814d320fde83637ea57eaf39",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_1; rv:1.9.5.20) Gecko/5616-10-18 22:44:34 Firefox/3.6.13",
"session_id": "85a614b5-1080-4d4e-bb48-9c9095f3c137",
"risk_score": 74.27,
"confidence": 0.8... | null | side_channel | null | null | null | Associated Threat Actor: TA505 | IoT device Medical side_channel Associated Threat Actor: TA505 | null | Medical | iot-828802c3 | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85e25342-ab0c-4913-8062-4ee35883f479 | 2025-05-17T06:33:33 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task hour by aclark MITRE Technique: T1053.005 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Bahamas",
"device_hash": "733deb94aed8dff682b58ab896dad94639624d40a9904b22cbb6d2c6aaf1500b",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; kok-IN; rv:1.9.1.20) Gecko/5452-03-21 13:46:52 Firefox/3.8",
"session_id": "d275bb86-0b80-47a7-9a8d-30293b5a4354",
"risk_score": 28.62,
"confidence": 0.... | aclark | scheduled_task | hour | 3,652 | explorer.exe | MITRE Technique: T1053.005 | Unconventional IOC: Thermal sensor anomalies | Endpoint scheduled_task hour by aclark MITRE Technique: T1053.005 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
406377fa-072c-4a43-98f1-f7db77ed2c0d | 2027-10-02T10:43:51 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /point/rest.xls by angela73 Associated Threat Actor: Cobalt Group | {
"geo_location": "Serbia",
"device_hash": "eb1190e17241b51079e7fd89e65345cf7a20a3ff56dbd21a81c5a875402a2c12",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.1.6 (KHTML, like Gecko) Version/4.0.4 Safari/532.1.6",
"session_id": "300504ca-ac07-4f02-b52c-e1a82164e48f",
"risk_score": 49.94,
... | angela73 | memory_injection | /point/rest.xls | 2,850 | explorer.exe | Associated Threat Actor: Cobalt Group | Endpoint memory_injection /point/rest.xls by angela73 Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
219b95c7-7e47-47d6-ad9b-2cd39389e2d9 | 2026-12-24T14:55:16 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation MITRE Technique: T1071.001 | {
"geo_location": "Mongolia",
"device_hash": "ab181d0300e2ed3569c99864ed605bab1fa5efb6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.42.5 (KHTML, like Gecko) Version/4.0.4 Safari/535.42.5",
"session_id": "a4e9f3e3-befd-4fe9-9c56-8cee51a09a71",
"risk_score": 85.08,
"confidence": 0... | null | protocol_violation | null | null | null | MITRE Technique: T1071.001 | IoT device Camera protocol_violation MITRE Technique: T1071.001 | null | Camera | iot-56acc8c5 | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e507c0f-52f5-4922-ac3d-471988927269 | 2025-06-13T13:02:00 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall allow HTTPS traffic from 148.52.21.147:303 to 121.93.158.202:87 MITRE Technique: T1547.001 | {
"geo_location": "North Korea",
"device_hash": "5e16e644d640268fdc7f6327f9f6d4f773b61b3c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.30.4 (KHTML, like Gecko) Version/4.1 Safari/535.30.4",
"session_id": "82d96909-0ccd-415b-853e-5f4bc87d4628",
"risk_score": 34.82,
"confidence": ... | null | allow | null | null | null | MITRE Technique: T1547.001 | Firewall allow HTTPS traffic from 148.52.21.147:303 to 121.93.158.202:87 MITRE Technique: T1547.001 | {
"baseline_deviation": 2.01,
"entropy": 5.13,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 148.52.21.147 | 121.93.158.202 | null | null | null | null | null | null | null | null | 303 | 87 | HTTPS | 468,466 | 1,407 | null | null |
8bc22454-960f-44eb-8034-1c6b014d2b09 | 2025-07-05T00:55:55 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network beaconing from 22.8.144.35 to 10.216.62.51 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "b5c98e28cfffac9b83e1d802686db0f1cd1daefc",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_3 rv:2.0; fil-PH) AppleWebKit/535.46.3 (KHTML, like Gecko) Version/4.1 Safari/535.46.3",
"session_id": "cb4302c5-ecdd-48fd-8528-6c7c580c896b",... | null | beaconing | null | null | null | No additional info | Network beaconing from 22.8.144.35 to 10.216.62.51 No additional info | {
"baseline_deviation": 1.34,
"entropy": 5.27,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 22.8.144.35 | 10.216.62.51 | null | null | null | null | null | null | null | null | null | null | HTTPS | 428,638 | null | null | null |
64b9683f-21f1-4aaf-a3a3-6960f7ef56c3 | 2025-05-23T00:17:32 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 10.182.225.3 to 117.82.198.67 Associated Threat Actor: Conti noise=search/app/explore | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "62f9fbe4eb8c4e73570d6c4428ecf36f",
"user_agent": "Mozilla/5.0 (Android 2.0; Mobile; rv:10.0) Gecko/10.0 Firefox/10.0",
"session_id": "e9ec7946-7e8b-47f6-9040-d888a22b9fa6",
"risk_score": 63.13,
"confidence": 0.31
} | null | protocol_anomaly | null | null | null | Associated Threat Actor: Conti | Network protocol_anomaly from 10.182.225.3 to 117.82.198.67 Associated Threat Actor: Conti | null | null | null | null | 10.182.225.3 | 117.82.198.67 | null | null | null | null | null | null | null | null | null | null | HTTP | 795,764 | null | null | null |
f4e84031-c303-4935-a2f8-e9f04be9a514 | 2025-03-17T03:21:50 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "7264382b853265bf55831a74b8277bb503df738899d7fd1916339b7bd94c2ee7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.0)",
"session_id": "331436d4-c11d-49a8-a395-c1200d9469ee",
"risk_score": 57.66,
"confidence": 0.21
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | {
"baseline_deviation": 0.69,
"entropy": 3.52,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Medical | iot-17c328d8 | 4.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97f408da-de58-4098-b597-e596061bfb9b | 2025-05-16T05:51:36 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by oliviagarcia MITRE Technique: T1110.003 | {
"geo_location": "Taiwan",
"device_hash": "08349e5ec8a48cc3b3d705e604af26e589f827ea29e8162c764b206696afa327",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "b2ec8769-418b-4dfb-9000-6286227c91c2",
"risk_score": 84.34,
"confidence": 0.87
} | oliviagarcia | adversarial_input | null | null | null | MITRE Technique: T1110.003 | AI system adversarial_input by oliviagarcia MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-1f059bb6 | d3bd1f6ff68ab49884ca65d127d2e33db5795f8a | 40389d384e51ff57f77af5f21d12f262 | null | null | null | null | null | null | null |
9e383ef7-9337-4686-8d7d-a97e0af7d417 | 2025-01-24T06:49:41 | 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_access by kellyryan No additional info | {
"geo_location": "Korea",
"device_hash": "5b1cfa5614dc80ee1b4f11ea070a636e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/10.4q1559.0 Mobile/71R639 Safari/532.2",
"session_id": "da9d0a72-ab13-4bc2-a233-56eee5e3d630",
"risk_score": 60.63,
... | kellyryan | model_access | null | null | null | No additional info | AI system model_access by kellyryan No additional info | null | null | null | null | null | null | null | null | null | null | null | model-dc911e8a | 3c30ab82a0f35a12616f408ff15a4865bff1d68d | 676b3f26c42b350d87cb69405e11fac0e62183ca1a129bba0730c339fdb570ec | null | null | null | null | null | null | null |
52afb135-bd7d-4a5c-939d-dcd093dd9de0 | 2025-01-28T11:14:32 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system model_access by saraanderson No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "39e2d940f6fe485c4b0d116348f21070ccc4ce38",
"user_agent": "Opera/9.97.(X11; Linux x86_64; yue-HK) Presto/2.9.185 Version/10.00",
"session_id": "410aa46f-ee21-4fff-b0bf-c5b12d5e920b",
"risk_score": 55.42,
"confidence": 0.15
} | saraanderson | model_access | null | null | null | No additional info | AI system model_access by saraanderson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6db8a707 | 2fa877c75c4e26475e9d1971d96b87c69338f9349ab619547dfa1b0e4e73a0cf | 62c28d60257c3031e2c512d9d40db46b | null | null | null | null | null | null | null |
0ea8f68d-4995-4606-80a1-8481f67c65c0 | 2025-05-12T01:00:35 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /since/son.pptx by imcclure No additional info | {
"geo_location": "Greece",
"device_hash": "04eb737ef9cc77cac12e8bb361fbe5157d6e22f9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.1)",
"session_id": "4081b632-12e9-438d-997a-33a2e2be4762",
"risk_score": 41.35,
"confidence": 0.74
} | imcclure | process_start | /since/son.pptx | 4,242 | svchost.exe | No additional info | Endpoint process_start /since/son.pptx by imcclure No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
133e97f5-601b-4aab-8e4e-fe6f81b923b8 | 2025-04-25T10:45:36 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in OCI by michelleadams MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Iran",
"device_hash": "322463efd0f05fdeb0fe7befa7076ae71203d61e3080a8e4b87df6bf5505d8d8",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/11.2o2669.0 Mobile/12I932 Safari/536.1",
"session_id": "6aa54144-0db3-4f95-b03f-6cffb508... | michelleadams | container_escape | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | Cloud container_escape in OCI by michelleadams MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | OCI | res-18cbb3ea | null | null | null | null | null | null | null | null | null | null |
7bd212f2-62fc-4a3c-8749-ed61d7ed283c | 2025-07-09T23:33:17 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism reality by robersonjoshua MITRE Technique: T1543.003 | Associated Threat Actor: APT41 | {
"geo_location": "Afghanistan",
"device_hash": "2d04257dec738003421fdb89c53424372e0de3f6266f019c1657d2390107c170",
"user_agent": "Opera/8.76.(X11; Linux i686; lb-LU) Presto/2.9.173 Version/11.00",
"session_id": "78f5676c-3fdf-4548-b6b1-a1aac998d97b",
"risk_score": 71.55,
"confidence": 0.95
} | robersonjoshua | persistence_mechanism | reality | 3,161 | powershell.exe | MITRE Technique: T1543.003 | Associated Threat Actor: APT41 | Endpoint persistence_mechanism reality by robersonjoshua MITRE Technique: T1543.003 | Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70984676-2717-475b-8fd9-be2d4f427c39 | 2025-01-28T23:14:04 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /director/herself.key by jeffreyjohnson MITRE Technique: T1566.001 | {
"geo_location": "Palestinian Territory",
"device_hash": "a5ff1e35f5dbf1fadcf84fac973cd9d6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_6 rv:5.0; hy-AM) AppleWebKit/535.12.4 (KHTML, like Gecko) Version/5.1 Safari/535.12.4",
"session_id": "35db95d9-c94b-402e-95d9-a0e33ad28f34",
"risk_score... | jeffreyjohnson | scheduled_task | /director/herself.key | 1,930 | cmd.exe | MITRE Technique: T1566.001 | Endpoint scheduled_task /director/herself.key by jeffreyjohnson MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9688a384-b18d-4ccf-8cb8-12efeaa866b2 | 2025-03-13T20:01:05 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in GCP by mooredonald No additional info | {
"geo_location": "Togo",
"device_hash": "7e94e7ea2fd67957935744015a4771fe",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4596-09-28 03:45:02 Firefox/3.8",
"session_id": "9fd12564-3ab2-4d9e-8a1f-4e4139c374d3",
"risk_score": 57.16,
"confidence": 0.87
} | mooredonald | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by mooredonald No additional info | null | null | null | null | null | null | null | null | null | GCP | res-bfd4d662 | null | null | null | null | null | null | null | null | null | null |
deb9d52d-ea0e-4684-83b7-902641fae4e6 | 2025-03-06T02:35:53 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall quarantine UDP traffic from 4.170.122.21:528 to 18.73.212.67:805 MITRE Technique: T1059.005 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "fd92a6a94c4533b5e0d1cda2c0489d64",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.18.1 (KHTML, like Gecko) Version/4.1 Safari/531.18.1",
"session_id": "3ab18f74-8b55-44ba-9c01-b838a3866de1",
"risk_score"... | null | quarantine | null | null | null | MITRE Technique: T1059.005 | Firewall quarantine UDP traffic from 4.170.122.21:528 to 18.73.212.67:805 MITRE Technique: T1059.005 | null | null | null | null | 4.170.122.21 | 18.73.212.67 | null | null | null | null | null | null | null | null | 528 | 805 | UDP | 244,896 | 2,550 | null | null |
6b472d59-e4f6-45c2-8cb7-19bcce882878 | 2025-06-13T22:48:14 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for josephgallegos via biometric from 109.154.149.33 No additional info noise=check|sea|lot | {
"geo_location": "Pakistan",
"device_hash": "9d4e2861ffe8ddcca76bc651526d53ff",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/54.0.877.0 Safari/531.1",
"session_id": "c7bb0834-275e-4f59-92ee-45297a2d161c",
"risk_score": 25.68,
"confidence": 0.65
} | josephgallegos | timeout | null | null | null | No additional info | Auth timeout for josephgallegos via biometric from 109.154.149.33 No additional info | null | null | null | null | 109.154.149.33 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 9f:17:64:a7:79:6f |
51dadfa7-a30e-480c-b575-0e41bac17361 | 2025-02-19T02:10:17 | 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: SQL Injection detected from 130.227.18.232 targeting N/A MITRE Technique: T1204.002 | {
"geo_location": "Netherlands Antilles",
"device_hash": "815e390577185a1773d3ce20715a9020358c7254",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "78fcfc59-960f-45ef-931a-95e243866a42",
"risk_score": 45.37,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1204.002 | Carbon Black Alert: SQL Injection detected from 130.227.18.232 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | 130.227.18.232 | N/A | SQL Injection | SIG-3873 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
9b500e18-7042-4869-bbd3-06a382c3c0a2 | 2025-02-09T08:48:42 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Credential Stuffing detected from 192.96.139.132 targeting N/A MITRE Technique: T1574.002 | {
"geo_location": "Wallis and Futuna",
"device_hash": "46b1ded973eab80585f5f0fda18a9a586df43763",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/49.0.818.0 Safari/531.0",
"session_id": "a55b3cc1-dd65-4c90-bc2a-6865b9cce20b",
"risk_score": 69.16,
"confidence": 0.7... | null | null | null | null | null | MITRE Technique: T1574.002 | Zeek Alert: Credential Stuffing detected from 192.96.139.132 targeting N/A MITRE Technique: T1574.002 | null | null | null | null | 192.96.139.132 | N/A | Credential Stuffing | SIG-6870 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
158f50c8-4653-4a1a-9b37-b8c2c10d5709 | 2025-07-05T22:28:41 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect NTP traffic from 209.111.97.224:13814 to 102.38.10.174:270 No additional info | {
"geo_location": "Rwanda",
"device_hash": "0bc1581a56fb648e94b00d6fbf433e3a",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/33.0.892.0 Safari/535.2",
"session_id": "4a4b32a8-0ebb-4192-b63f-c2924bdbedd8",
"risk_score": 29.78,
"confidence": 0.46
} | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 209.111.97.224:13814 to 102.38.10.174:270 No additional info | null | null | null | null | 209.111.97.224 | 102.38.10.174 | null | null | null | null | null | null | null | null | 13,814 | 270 | NTP | 726,408 | 355 | null | null |
3cf669e7-cfae-4b75-a9f9-d0db55b998c7 | 2025-06-04T11:04:10 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth bypass for ryan01 via SAML from 110.8.86.47 MITRE Technique: T1543.003 | Possible golden ticket usage | {
"geo_location": "Korea",
"device_hash": "7e6da93d33c1425752edda52f74b4a1e9e4e5479b7c43b933739c9c7715191b1",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/30.0.804.0 Safari/534.0",
"session_id": "63b8c234-89b1-4bb6-8465-474dbf2ef28a",
"risk_score": 52.25,
"confide... | ryan01 | bypass | null | null | null | MITRE Technique: T1543.003 | Possible golden ticket usage | Auth bypass for ryan01 via SAML from 110.8.86.47 MITRE Technique: T1543.003 | Possible golden ticket usage | {
"baseline_deviation": 1.85,
"entropy": 4.05,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 110.8.86.47 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 7b:15:ec:e8:d7:46 |
60aeb9b2-8428-44bb-8b08-e5144b9af8ba | 2025-01-16T08:08:11 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth failed for walterskeith via password from 120.136.141.82 No additional info | {
"geo_location": "Aruba",
"device_hash": "7af4d12f14b339e1f0758297b5f7cedfd70037b5",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/63.0.813.0 Safari/532.0",
"session_id": "0bb8fd9a-41ae-4296-94df-30a1ea1e44a8",
"risk_score": 42.76,
"confidence": 0.8
} | walterskeith | failed | null | null | null | No additional info | Auth failed for walterskeith via password from 120.136.141.82 No additional info | null | null | null | null | 120.136.141.82 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | fb:4b:da:17:2e:91 |
3895c9fb-dd5d-46c2-bf80-b003b5085c01 | 2025-05-15T20:25:39 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network beaconing from 9.152.92.138 to 189.94.179.202 MITRE Technique: T1566.001 | Associated Threat Actor: APT37 | {
"geo_location": "Mali",
"device_hash": "60a2372a09cbbbb41b7b16e487e09bb4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.1)",
"session_id": "ecaac536-638f-4f9e-a424-19802e1cc191",
"risk_score": 83.16,
"confidence": 0.35
} | null | beaconing | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: APT37 | Network beaconing from 9.152.92.138 to 189.94.179.202 MITRE Technique: T1566.001 | Associated Threat Actor: APT37 | null | null | null | null | 9.152.92.138 | 189.94.179.202 | null | null | null | null | null | null | null | null | null | null | UDP | 845,761 | null | null | null |
cb2b18c6-f664-4f9d-b4f2-57e2a58a3928 | 2025-03-01T03:44:18 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SMB traffic from 55.198.63.121:779 to 220.42.253.143:929 No additional info | {
"geo_location": "Tokelau",
"device_hash": "92df87582aa3f14588b13e2ac05e4294afb97adf1d18246c81ce58144e99eda6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "301248cd-c049-4582-93f5-6154a7047fba",
"risk_score": 94.08,
"confidence": 0.28
} | null | inspect | null | null | null | No additional info | Firewall inspect SMB traffic from 55.198.63.121:779 to 220.42.253.143:929 No additional info | null | null | null | null | 55.198.63.121 | 220.42.253.143 | null | null | null | null | null | null | null | null | 779 | 929 | SMB | 200,964 | 430 | null | null |
77d2f068-0622-4ceb-bb9e-987f3b117587 | 2025-02-17T01:40:45 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by davidrobbins No additional info | {
"geo_location": "France",
"device_hash": "d8d386e319a31122b27d4a7f4bb2bc4090822172991d28899d048d98c408c4b4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/5.1)",
"session_id": "8b6df66e-6ea8-4823-bc73-6772d4c0a950",
"risk_score": 47.45,
"confidence": 0.26
} | davidrobbins | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by davidrobbins No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f7650d30 | 9c722c69405ba798bf60c0e7e90de9c0a300aec7 | 67797cd05f76042e69c517d9255eb48aec5496c0786f4b5f68a55df8da7c43c6 | null | null | null | null | null | null | null |
51686035-d2b3-4354-931c-384fc92b6870 | 2025-01-17T02:44:47 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /dog/anything.flac by hmoore No additional info | {
"geo_location": "Italy",
"device_hash": "472cfa69d265d439dcaff6c75a2966d198d788ff1856b38bd492c5560719e7af",
"user_agent": "Opera/8.83.(Windows NT 4.0; shs-CA) Presto/2.9.190 Version/12.00",
"session_id": "34b35f1e-f945-4838-b576-db7c2ce9b263",
"risk_score": 18.96,
"confidence": 0.79
} | hmoore | persistence_mechanism | /dog/anything.flac | 1,914 | svchost.exe | No additional info | Endpoint persistence_mechanism /dog/anything.flac by hmoore No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a45fc95c-420a-4c31-86de-ebfa6cb7f838 | 2025-01-30T23:56:34 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect UDP traffic from 196.163.143.40:11728 to 185.4.64.135:521 No additional info noise=FE8B4F9B | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "a6643c08714bee4223aa7c6ce6b2e2383ac74ad5e578938f02f332c15c5132dc",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/14.0.820.0 Safari/534.1",
"session_id": "8a75135e-b952-4189-9a0c-6668422dcf0f",
"risk_s... | null | inspect | null | null | null | No additional info | Firewall inspect UDP traffic from 196.163.143.40:11728 to 185.4.64.135:521 No additional info | null | null | null | null | 196.163.143.40 | 185.4.64.135 | null | null | null | null | null | null | null | null | 11,728 | 521 | UDP | 991,810 | 2,613 | null | null |
11336a90-cc09-4801-8146-dac1a768d591 | 2025-04-30T00:00:42 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 140.136.48.11 to 203.33.56.244 Associated Threat Actor: BlueNoroff | {
"geo_location": "North Macedonia",
"device_hash": "af4614fafbf3f7beea477686c13517093daa6f9d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6460-11-07 02:43:18 Firefox/3.8",
"session_id": "489e098f-f619-45f5-a949-c0c277e14fd5",
"risk_score": 34.97,
"confidence": 0.14
} | null | beaconing | null | null | null | Associated Threat Actor: BlueNoroff | Network beaconing from 140.136.48.11 to 203.33.56.244 Associated Threat Actor: BlueNoroff | {
"baseline_deviation": 2.85,
"entropy": 2.51,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 140.136.48.11 | 203.33.56.244 | null | null | null | null | null | null | null | null | null | null | UDP | 481,446 | null | null | null |
96d149c6-d296-4444-a42c-8f6bbbb4c28b | 2026-09-22T07:01:37 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: DNS Tunneling detected from 38.211.97.243 targeting 25.30.9.138 MITRE Technique: T1071.001 | {
"geo_location": "Togo",
"device_hash": "ced19a6409d1b2202d0eef7b9f6fbe4292d788f47e1d1bcdd2d92eb659a4f1c5",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/44.0.837.0 Safari/535.0",
"session_id": "a7b962e9-537c-45c7-b7bd-8c1333b0f5b4",
"risk_score": 32.97,
"confidence":... | null | null | null | null | null | MITRE Technique: T1071.001 | Splunk Alert: DNS Tunneling detected from 38.211.97.243 targeting 25.30.9.138 MITRE Technique: T1071.001 | null | null | null | null | 38.211.97.243 | 25.30.9.138 | DNS Tunneling | SIG-3561 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
0166951d-4768-47d1-a927-12dce5eec095 | 2025-05-14T06:29:10 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by hudsonmark No additional info | {
"geo_location": "Angola",
"device_hash": "efd781b86f0b5c05ec87acaafb8f941ddc17a1dc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.0)",
"session_id": "999ee223-2b8d-4112-ac67-1fba9fe6bcc2",
"risk_score": 38.03,
"confidence": 0.45
} | hudsonmark | model_access | null | null | null | No additional info | AI system model_access by hudsonmark No additional info | null | null | null | null | null | null | null | null | null | null | null | model-81160f0d | db5ad096f68b21457617fc8af60580e0005afdc8 | d7ce2c1ae087963c39a4cf9288b2e8209860012bc41e6d5ddba9aded91031f0a | null | null | null | null | null | null | null |
f1301f5e-6df4-49a4-b1b7-6ed0a4ec456a | 2025-05-07T22:07:27 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism some by moorejeremy No additional info | {
"geo_location": "Belize",
"device_hash": "e8c2f3005bcebfc52b84bf5c572a8cec953c5df32f3bc6f24d5c4bcc7911ea22",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/18.0.813.0 Mobile/58M642 Safari/532.0",
"session_id": "732d59aa-f8ad-4df3-a5df-934f6eb450f... | moorejeremy | persistence_mechanism | some | 1,463 | svchost.exe | No additional info | Endpoint persistence_mechanism some by moorejeremy No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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