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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4d39798c-d875-497e-b914-72ec36146f25 | 2025-03-27T03:02:45 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect ICMP traffic from 7.149.203.204:593 to 33.128.234.129:487 No additional info | {
"geo_location": "Switzerland",
"device_hash": "5fb8c29459cdad8809a9b6c3bf2385bc4351f6f8",
"user_agent": "Opera/8.70.(Windows NT 4.0; vi-VN) Presto/2.9.164 Version/10.00",
"session_id": "06b9c835-b932-41ff-a1a9-8cf57e6dbc87",
"risk_score": 48.69,
"confidence": 0.7
} | null | inspect | null | null | null | No additional info | Firewall inspect ICMP traffic from 7.149.203.204:593 to 33.128.234.129:487 No additional info | {
"baseline_deviation": 1.73,
"entropy": 4.14,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 7.149.203.204 | 33.128.234.129 | null | null | null | null | null | null | null | null | 593 | 487 | ICMP | 942,325 | 3,323 | null | null |
ec091d46-a14b-496d-9d9a-90624a04ebe8 | 2025-04-12T10:47:18 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: MFA Bypass detected from 28.26.214.214 targeting N/A MITRE Technique: T1218.011 | {
"geo_location": "San Marino",
"device_hash": "30a38ab3a9b7d7b8070dfa4b416c0681972030c0975d5279d76f8c50cf2dce39",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_8) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/37.0.895.0 Safari/535.1",
"session_id": "10d68363-6ef7-4245-ada1-4b14f2496c0d",
"risk_s... | null | null | null | null | null | MITRE Technique: T1218.011 | ArcSight Alert: MFA Bypass detected from 28.26.214.214 targeting N/A MITRE Technique: T1218.011 | null | null | null | null | 28.26.214.214 | N/A | MFA Bypass | SIG-9906 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
5290eb86-e4ad-4699-a9d8-dcd412f4509c | 2025-02-28T06:02:10 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network latency_spike from 161.136.102.249 to 65.211.172.12 No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "c471f5c833ed6899cb63f13c7a2680205239385c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_5; rv:1.9.3.20) Gecko/8108-03-16 03:58:08 Firefox/3.6.14",
"session_id": "0e251296-d083-441d-b2dc-399e37a1de3a",
"risk_score":... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 161.136.102.249 to 65.211.172.12 No additional info | null | null | null | null | 161.136.102.249 | 65.211.172.12 | null | null | null | null | null | null | null | null | null | null | ICMP | 433,128 | null | null | null |
48f46201-5c1f-4dfd-b65a-822f3ae69b0c | 2025-01-16T13:05:12 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by jtaylor No additional info noise=category | {
"geo_location": "Brazil",
"device_hash": "b2a1fd81b47d3ab60c855589e97f61bf",
"user_agent": "Opera/8.28.(X11; Linux i686; lzh-TW) Presto/2.9.190 Version/10.00",
"session_id": "8fc55677-9c7e-47fb-aa8e-de1777a2ff88",
"risk_score": 24.59,
"confidence": 0.04
} | jtaylor | model_inversion | null | null | null | No additional info | AI system model_inversion by jtaylor No additional info | null | null | null | null | null | null | null | null | null | null | null | model-559a9ac9 | 85a6285973a889bb6a2bace4a9a7285f | 39699ff05e531feb0590128ccabb67c9 | null | null | null | null | null | null | null |
7acbe46e-f52e-475b-8f8e-1fb8b65e918c | 2025-06-30T07:18:05 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by nlopez MITRE Technique: T1071.001 | Associated Threat Actor: DarkSide | {
"geo_location": "Hungary",
"device_hash": "4f3584993679467082515df9e65e2dd292b20a1a0d01ecb899d63075a47e2a74",
"user_agent": "Mozilla/5.0 (Android 3.2.2; Mobile; rv:62.0) Gecko/62.0 Firefox/62.0",
"session_id": "9af0a1bd-e4f8-44e1-827c-5e954dc7aa7f",
"risk_score": 45.73,
"confidence": 0.13
} | nlopez | lambda_execution | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: DarkSide | Cloud lambda_execution in Alibaba by nlopez MITRE Technique: T1071.001 | Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | Alibaba | res-3998526c | null | null | null | null | null | null | null | null | null | null |
e3d8eeac-c072-4cc2-af1c-c67cf7b1d8c1 | 2025-04-03T00:51:32 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by mwright No additional info | {
"geo_location": "Benin",
"device_hash": "b6ad08dd60566e891e0c4279f08c82308c9666b7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.0)",
"session_id": "2e66b0d8-230d-407f-a9a8-2cda834defbc",
"risk_score": 5.58,
"confidence": 0.85
} | mwright | model_access | null | null | null | No additional info | AI system model_access by mwright No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4b197469 | e523fd9037c4134c2ffefe9dcc63de3f | 02e7e9678e8b169b8675811875f7131b | null | null | null | null | null | null | null |
16c9fc66-f3db-4c84-ab0c-96446c68f7a7 | 2025-02-13T18:16:10 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access safe by olsonbriana No additional info | {
"geo_location": "Algeria",
"device_hash": "48cacef8a469895ecbf48221242303f12302bc382d96184481fff235923e7df9",
"user_agent": "Mozilla/5.0 (Android 9; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "88525633-eff3-40de-8319-a95cbaac207f",
"risk_score": 63.87,
"confidence": 0.66
} | olsonbriana | file_access | safe | 9,130 | cmd.exe | No additional info | Endpoint file_access safe by olsonbriana No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
73838ba0-8d04-4208-91a4-72a7147f94be | 2025-02-02T20:20:37 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /season/can.html by steven00 MITRE Technique: T1078.004 | {
"geo_location": "Estonia",
"device_hash": "a4133cc918365e9edadd9a55aaa5269df80a6059",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "e8c5715f-ddca-47a0-9e48-0c53ac820494",
"risk_score": 61.9,
"confidence": 0.34
} | steven00 | process_start | /season/can.html | 3,435 | powershell.exe | MITRE Technique: T1078.004 | Endpoint process_start /season/can.html by steven00 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70f0fd6a-f12e-48ca-b0c1-2ca1785b43fd | 2025-01-26T11:20:55 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect RDP traffic from 179.202.55.4:710 to 89.73.210.111:647 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Costa Rica",
"device_hash": "c5dd85059a24175b111661d74bf49de0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.28.6 (KHTML, like Gecko) Version/4.0.2 Safari/534.28.6",
"session_id": "aa62f2b9-5357-41fc-8182-c53d7e341985",
"risk_score": 45.89,
"confidence": 0.53
} | null | inspect | null | null | null | Unconventional IOC: Unusual DNS TXT records | Firewall inspect RDP traffic from 179.202.55.4:710 to 89.73.210.111:647 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 179.202.55.4 | 89.73.210.111 | null | null | null | null | null | null | null | null | 710 | 647 | RDP | 618,510 | 345 | null | null |
54f4450f-91f7-41bc-93b3-d0169d70a2e0 | 2025-04-29T22:59:15 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load but by griffincrystal No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "bb4cb59214606915603126bc48377ade7aed55aa",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_4 rv:2.0; th-TH) AppleWebKit/534.6.5 (KHTML, like Gecko) Version/4.0.2 Safari/534.6.5",
"session_id": "1cd66b92-d9df-478a-b1b... | griffincrystal | driver_load | but | 8,991 | svchost.exe | No additional info | Endpoint driver_load but by griffincrystal No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
872a0c3f-9787-4f4e-8e67-0d162803314e | 2025-02-04T01:38:58 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network disconnection from 213.115.150.213 to 80.149.131.88 No additional info | {
"geo_location": "Vietnam",
"device_hash": "f7b03e9efa89011a95667a9b7fef933ea9d46db9",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/40.0.879.0 Safari/532.1",
"session_id": "0b41406f-91ae-4995-8147-4ac7a66dbe62",
"risk_score": 51.2,
"confidence": 0.31
} | null | disconnection | null | null | null | No additional info | Network disconnection from 213.115.150.213 to 80.149.131.88 No additional info | null | null | null | null | 213.115.150.213 | 80.149.131.88 | null | null | null | null | null | null | null | null | null | null | UDP | 628,062 | null | null | null |
39eed30e-8a65-4001-bf7f-39ab80bb9217 | 2025-05-19T07:29:09 | iot | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Gambia",
"device_hash": "ec602f33c90212673dcdbf89da781a51",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/48.0.809.0 Safari/532.1",
"session_id": "9faca953-c307-4d65-a628-77ce9ca94e83",
"risk_score": 33.93,
"confidence": 0.71
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-a5dd5163 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f68de33-9b62-4a6c-96b3-f8ecf6775e17 | 2025-06-12T01:03:41 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by jasonwhitaker Associated Threat Actor: Leafminer noise=833EC991 | {
"geo_location": "Uruguay",
"device_hash": "83d51e54ec47149e6f4d2f69e110916f96b638f2bca33a4d45a72a64a8b7d71c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.50.6 (KHTML, like Gecko) Version/4.0.4 Safari/535.50.6",
"session_id": "5067fc7e-64d8-4ef3-95f2-45d224e54e24",
"risk_score": 41.91... | jasonwhitaker | crypto_mining | null | null | null | Associated Threat Actor: Leafminer | Cloud crypto_mining in OCI by jasonwhitaker Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | OCI | res-201675cf | null | null | null | null | null | null | null | null | null | null |
3af96a15-5b0d-45e6-a192-3d8543cef9f2 | 2025-03-17T22:20:52 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network connection from 135.120.144.182 to 68.80.97.189 MITRE Technique: T1543.003 noise=V29ybGQgZmx5Lg== | {
"geo_location": "Brunei Darussalam",
"device_hash": "cf44e69d90866f15d42d4ee77701a852c6cca3b77dc5f4e8f106b809b61e0909",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/19.0.828.0 Safari/535.0",
"session_id": "056fd354-22bd-48c7-9942-ce2ed6a0f89d",
"risk_score": 50.6... | null | connection | null | null | null | MITRE Technique: T1543.003 | Network connection from 135.120.144.182 to 68.80.97.189 MITRE Technique: T1543.003 | null | null | null | null | 135.120.144.182 | 68.80.97.189 | null | null | null | null | null | null | null | null | null | null | HTTPS | 191,562 | null | null | null |
4cbfaab5-fd62-47a7-be35-9c9964807727 | 2025-01-30T01:10:38 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change animal by amcgee No additional info noise=40F85603 | {
"geo_location": "Niger",
"device_hash": "32e44efd5ef8abe92d34017c675e1885d2ac32c4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/63.0.867.0 Safari/531.0",
"session_id": "4207e620-04bb-46b9-b58c-96af79030de9",
"risk_score": 38.61,
"confidence": 0.1
} | amcgee | registry_change | animal | 3,709 | explorer.exe | No additional info | Endpoint registry_change animal by amcgee No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c49542c4-b6ee-4b10-8a9a-bb9962e646b9 | 2025-07-07T18:40:41 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start successful by sarahwalters No additional info noise=UGhvbmUu | {
"geo_location": "Iran",
"device_hash": "b24e434644a542039c0d9a575897f025",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; vi-VN) AppleWebKit/533.47.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.47.1",
"session_id": "974c1fa3-b7d4-4dd8-ac13-7ba82070c2c8",
"risk_score": 5... | sarahwalters | process_start | successful | 3,115 | powershell.exe | No additional info | Endpoint process_start successful by sarahwalters No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e7990015-39c5-4e09-920c-ec35112b545c | 2025-02-17T20:53:40 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /information/if.webm by tbaker No additional info | {
"geo_location": "Serbia",
"device_hash": "ce8f8b5c207d3d1b058c6b2ac22ce44a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/41.0.894.0 Mobile/32S022 Safari/534.0",
"session_id": "439aea30-a1a5-4d84-b02e-5c1a6922075f",
"risk_score": 64.5,
"con... | tbaker | file_access | /information/if.webm | 7,149 | explorer.exe | No additional info | Endpoint file_access /information/if.webm by tbaker No additional info | {
"baseline_deviation": 1.9,
"entropy": 6.41,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e8b30ca-0a65-4167-be8f-90b573d947d1 | 2025-04-06T21:16:00 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for bruce88 via biometric from 132.160.119.22 MITRE Technique: T1059.005 | {
"geo_location": "Dominica",
"device_hash": "0785cb9b1c53fea573e9e27f37d98d5e6ee16407",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/54.0.815.0 Safari/532.1",
"session_id": "a39a6104-cf37-4efd-ab7f-afa6a0db6ff0",
"risk_score": 50.75,
"confidence": 0.24
} | bruce88 | bypass | null | null | null | MITRE Technique: T1059.005 | Auth bypass for bruce88 via biometric from 132.160.119.22 MITRE Technique: T1059.005 | {
"baseline_deviation": 0.5,
"entropy": 2.27,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 132.160.119.22 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a1:6b:29:5f:8b:e1 |
662387e1-950c-4faa-a281-ca6c05c2377a | 2025-01-25T10:09:15 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for uhodges via SAML from 207.9.70.114 Credential stuffing pattern detected | {
"geo_location": "Madagascar",
"device_hash": "d606c250bfd835876d81bff943508f97",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; csb-PL; rv:1.9.1.20) Gecko/4180-05-28 18:21:33 Firefox/3.8",
"session_id": "7f90c646-7f3e-4b3a-a093-fbad75743dd3",
"risk_score": 37.11,
"confidence": 0.66
} | uhodges | bypass | null | null | null | Credential stuffing pattern detected | Auth bypass for uhodges via SAML from 207.9.70.114 Credential stuffing pattern detected | null | null | null | null | 207.9.70.114 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | e6:a4:c9:02:da:a0 |
d8a65553-d615-40be-a26b-75c3448d1532 | 2025-05-13T09:07:14 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access citizen by matthew59 No additional info | {
"geo_location": "Denmark",
"device_hash": "6eda6c5b9fb09cbf22ff53f7796c163b55a9af9a",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/20.0.893.0 Safari/534.0",
"session_id": "d077e37a-9207-43c8-9a50-5a5d428499d3",
"risk_score": 54.49,
"confidence": 0.41
} | matthew59 | file_access | citizen | 2,652 | svchost.exe | No additional info | Endpoint file_access citizen by matthew59 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ee136af7-1bb4-43e0-a482-188b8f2c42f2 | 2025-02-17T07:47:06 | cloud | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by luis09 No additional info | {
"geo_location": "Botswana",
"device_hash": "6cf419cdae58bc4d0c5f32295cf704d5251456bf",
"user_agent": "Opera/9.63.(X11; Linux x86_64; sc-IT) Presto/2.9.167 Version/11.00",
"session_id": "700c53b2-c3e5-4806-9ac8-aa524aae680a",
"risk_score": 54.77,
"confidence": 0.79
} | luis09 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by luis09 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-2aa927ee | null | null | null | null | null | null | null | null | null | null |
960f0727-54f8-47d5-a7e0-6393bc6eb325 | 2025-05-13T23:35:30 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by nrogers No additional info noise=RmV3IHN0YW5kLg== | {
"geo_location": "China",
"device_hash": "3dcc55b31687765c0ff25c1c401b7c4d8461d918d709df80b046154fc504638d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/11.3o1012.0 Mobile/39T857 Safari/531.2",
"session_id": "407c5adf-ae20-4b61-a57a-ade8aa... | nrogers | model_inversion | null | null | null | No additional info | AI system model_inversion by nrogers No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f46ca08f | f90a3feb4edbf2e005fcc6fdf8d87a04 | 2ead78d9a1119ad460dc94f4c7d75d2a | null | null | null | null | null | null | null |
9d69055a-4039-4885-9e66-53413be33dce | 2025-05-14T16:19:57 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for wrichardson via passwordless from 10.69.145.24 MITRE Technique: T1134.001 | {
"geo_location": "Cuba",
"device_hash": "221e4c23d5c53843067c221ca0ae987626b99dbb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "dfa54f81-6f85-4025-a9b5-b796f81fe68a",
"risk_score": 54.38,
"confidence": 0.89
} | wrichardson | failed | null | null | null | MITRE Technique: T1134.001 | Auth failed for wrichardson via passwordless from 10.69.145.24 MITRE Technique: T1134.001 | null | null | null | null | 10.69.145.24 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 10:58:2a:8e:81:e6 |
ef8993d4-b42e-444a-acf1-79b4ef50e641 | 2025-01-26T12:08:45 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Supply Chain Compromise detected from 122.204.25.43 targeting 118.248.21.232 No additional info noise=enter|long|evidence | {
"geo_location": "Antigua and Barbuda",
"device_hash": "da0e69e06eae0a9983db3925b395b2ff",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_5 rv:2.0; ce-RU) AppleWebKit/531.29.7 (KHTML, like Gecko) Version/4.0 Safari/531.29.7",
"session_id": "114a4e37-9da3-4a5f-ba9d-b7f09edb4f48",
"risk_score": 51.... | null | null | null | null | null | No additional info | Wazuh Alert: Supply Chain Compromise detected from 122.204.25.43 targeting 118.248.21.232 No additional info | null | null | null | null | 122.204.25.43 | 118.248.21.232 | Supply Chain Compromise | SIG-1923 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
75cfd784-7888-42c6-8ea2-2ae1b88df4a1 | 2025-05-09T13:07:38 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 10.172.178.147 to 10.31.175.46 MITRE Technique: T1218.011 | {
"geo_location": "Saint Barthelemy",
"device_hash": "2b3753526d8f343d5d39c8a2dc36978a5a21502f",
"user_agent": "Mozilla/5.0 (Android 2.3.2; Mobile; rv:47.0) Gecko/47.0 Firefox/47.0",
"session_id": "0c4d190f-0b98-46e3-bf57-15c3b0a3306f",
"risk_score": 28.35,
"confidence": 0.47
} | null | data_exfiltration | null | null | null | MITRE Technique: T1218.011 | Network data_exfiltration from 10.172.178.147 to 10.31.175.46 MITRE Technique: T1218.011 | null | null | null | null | 10.172.178.147 | 10.31.175.46 | null | null | null | null | null | null | null | null | null | null | TCP | 962,448 | null | null | null |
3b941e7c-3518-4dbf-a6d9-247be3f83c14 | 2025-07-07T07:42:14 | 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 Sensor protocol_violation Unconventional IOC: Power consumption spikes | {
"geo_location": "Jersey",
"device_hash": "0f9b58a5492ac4d0e434004f027d8b75",
"user_agent": "Opera/9.81.(Windows NT 6.1; bg-BG) Presto/2.9.189 Version/11.00",
"session_id": "3d65ab1d-6862-4cc8-9afb-47bb10d39bb9",
"risk_score": 8.41,
"confidence": 0.35
} | null | protocol_violation | null | null | null | Unconventional IOC: Power consumption spikes | IoT device Sensor protocol_violation Unconventional IOC: Power consumption spikes | null | Sensor | iot-47f3bdf8 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fb19b2f3-414c-4eda-870c-d69fa1533de9 | 2025-02-22T01:52:54 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth challenge for leroythompson via biometric from 108.144.222.198 No additional info | {
"geo_location": "Suriname",
"device_hash": "4e869eb168b95fb1ace04cf6f9e852de",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7 rv:6.0; lv-LV) AppleWebKit/533.21.2 (KHTML, like Gecko) Version/4.0 Safari/533.21.2",
"session_id": "39f6b654-cac4-4704-9a35-3c17fd0975a0",
"risk_score": 64.43,
"con... | leroythompson | challenge | null | null | null | No additional info | Auth challenge for leroythompson via biometric from 108.144.222.198 No additional info | null | null | null | null | 108.144.222.198 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 12:ef:c7:b0:80:80 |
e8fb67af-287d-43db-8364-28980ee6a3b3 | 2025-01-17T14:21:51 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec may by churchlaura Unconventional IOC: Bios timestamp anomalies | Living-off-the-land technique detected | {
"geo_location": "Cambodia",
"device_hash": "f628108f7246a24a3bc0bd0520693487",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/38.0.835.0 Safari/536.2",
"session_id": "ae2bc621-b1a9-4385-9a7a-b245f9f2936b",
"risk_score": 58.84,
"confidence": 0.45
} | churchlaura | wmi_exec | may | 8,491 | cmd.exe | Unconventional IOC: Bios timestamp anomalies | Living-off-the-land technique detected | Endpoint wmi_exec may by churchlaura Unconventional IOC: Bios timestamp anomalies | 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 |
3ae1dc5b-a8cf-4634-b8ee-a44e32d3467d | 2028-10-07T13:34:16 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in GCP by kevin96 No additional info | {
"geo_location": "China",
"device_hash": "e935a5f17677f69ddb9ed18dc4d459aae3820ba7",
"user_agent": "Opera/9.90.(X11; Linux i686; fil-PH) Presto/2.9.187 Version/12.00",
"session_id": "7a4565a5-33b9-4f91-8c45-3b539eb75679",
"risk_score": 42.23,
"confidence": 0.96
} | kevin96 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by kevin96 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-569ba89e | null | null | null | null | null | null | null | null | null | null |
ac4dd5fd-8a15-4617-abdc-5bff29d02382 | 2025-06-09T14:50:23 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /class/loss.doc by jeremy58 No additional info | {
"geo_location": "Turkey",
"device_hash": "78e7245a7c92f09ce0b9cd70b7693dbd",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "a81f1796-ea3e-484b-b5f8-039439ca3c06",
"risk_score": 28.37,
"confidence": 0.36
} | jeremy58 | process_stop | /class/loss.doc | 9,617 | cmd.exe | No additional info | Endpoint process_stop /class/loss.doc by jeremy58 No additional info | {
"baseline_deviation": 0.94,
"entropy": 4.9,
"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 |
ef75acee-e48a-4d22-ad85-c949bc629427 | 2025-06-12T07:45:31 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth bypass for colemanjacqueline via OAuth from 131.130.110.23 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "23d79acfdbab6da0a862233935b3bb1e703ff5a9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/19.0.882.0 Safari/531.2",
"session_id": "32257416-991d-4e1f-a6df-9070581d3465",
"risk_score": 8.18,
"confidence... | colemanjacqueline | bypass | null | null | null | No additional info | Auth bypass for colemanjacqueline via OAuth from 131.130.110.23 No additional info | null | null | null | null | 131.130.110.23 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | bf:4c:a3:aa:af:e0 |
ea84d915-4f2c-4899-9f2e-1d8f0caf9777 | 2025-03-21T14:49:27 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall deny DNS traffic from 10.172.242.180:435 to 219.94.252.74:544 No additional info | {
"geo_location": "Niue",
"device_hash": "0c7a3981d82b5467c6cb818a8c7223e914964b7e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.0)",
"session_id": "f078110d-716f-4a46-847a-3e81f9c788b7",
"risk_score": 74.85,
"confidence": 0.09
} | null | deny | null | null | null | No additional info | Firewall deny DNS traffic from 10.172.242.180:435 to 219.94.252.74:544 No additional info | null | null | null | null | 10.172.242.180 | 219.94.252.74 | null | null | null | null | null | null | null | null | 435 | 544 | DNS | 625,673 | 1,050 | null | null |
36a77ecc-03f9-4fe4-8427-d6eaacd23bb2 | 2025-01-22T04:10:23 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat command_injection No additional info noise=something|trial|property | {
"geo_location": "Kenya",
"device_hash": "e2c6f80cd668314bd5795bba2dc44434",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "fa1b612e-6ad2-46a9-a35e-63773ef4d34a",
"risk_score": 0,
"confidence": 0.29
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | {
"baseline_deviation": 2.65,
"entropy": 4.43,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Thermostat | iot-3d18fe72 | 8.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
433f2e76-f7e3-47f1-b609-1c7177c21602 | 2025-04-02T20:42:55 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 79.49.230.33 to 102.143.47.37 Associated Threat Actor: APT38 | {
"geo_location": "Djibouti",
"device_hash": "0dff402ea3006d3b8a83e2a84111cadd",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/34.0.844.0 Safari/536.1",
"session_id": "e74492b5-6234-4b8a-862a-d1fd7cf67a70",
"risk_score": 13.07,
"confidence": 0.58
} | null | bandwidth_usage | null | null | null | Associated Threat Actor: APT38 | Network bandwidth_usage from 79.49.230.33 to 102.143.47.37 Associated Threat Actor: APT38 | null | null | null | null | 79.49.230.33 | 102.143.47.37 | null | null | null | null | null | null | null | null | null | null | ICMP | 1,266 | null | null | null |
87cbbd51-43a5-4cfb-8895-1481cbc92ff3 | 2025-04-21T07:12:55 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop HTTPS traffic from 223.171.193.117:41764 to 18.3.9.238:53406 No additional info | {
"geo_location": "United States Virgin Islands",
"device_hash": "18e798fc147e7d8da9cc876066be36ab27259d46",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.1.2 (KHTML, like Gecko) Version/4.0.3 Safari/532.1.2",
"session_id": "89485c28-dd4c-4faf-b329-fe21239e3c80",
"risk_score": 57.5,... | null | drop | null | null | null | No additional info | Firewall drop HTTPS traffic from 223.171.193.117:41764 to 18.3.9.238:53406 No additional info | null | null | null | null | 223.171.193.117 | 18.3.9.238 | null | null | null | null | null | null | null | null | 41,764 | 53,406 | HTTPS | 166,797 | 1,592 | null | null |
080f93f3-3e73-404b-91de-2fdabffcc794 | 2025-02-20T00:38:18 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 27.13.113.112:474 to 221.108.228.3:45143 MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Mayotte",
"device_hash": "9d0b312fcdd9400a6633f846c118f2dbec48a0a9bbb46b889b8d71c006bba80f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/5.1)",
"session_id": "be9af7bb-e5bb-441f-8b23-25a247c16ea1",
"risk_score": 28.94,
"confidence": 0.64
} | null | deny | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | Firewall deny HTTPS traffic from 27.13.113.112:474 to 221.108.228.3:45143 MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 27.13.113.112 | 221.108.228.3 | null | null | null | null | null | null | null | null | 474 | 45,143 | HTTPS | 858,651 | 1,385 | null | null |
cb12e401-ba13-4e25-854c-52a2581adf7a | 2025-02-08T11:56:47 | cloud | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Azure by swilliams No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "a8e1276970e7732bdb17d17b44768f1c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.43.4 (KHTML, like Gecko) Version/5.0 Safari/532.43.4",
"session_id": "49cfd173-15bb-472c-900a-0b2ed08d6a16",
"risk_score": 10,
"confidence": 0... | swilliams | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Azure by swilliams No additional info | null | null | null | null | null | null | null | null | null | Azure | res-c93016ff | null | null | null | null | null | null | null | null | null | null |
e2716713-7e0e-4b94-98fd-5189a61b25ad | 2025-04-24T15:55:00 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system model_access by dawngay No additional info | {
"geo_location": "Saint Martin",
"device_hash": "8be01853b928a5dc8458c33d3ba4ba00304b448e",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; sc-IT; rv:1.9.2.20) Gecko/3445-07-14 04:48:18 Firefox/7.0",
"session_id": "a38d4f83-a70f-49d4-aea3-4c341cc33aed",
"risk_score": 23.98,
"confidence": 0.88
} | dawngay | model_access | null | null | null | No additional info | AI system model_access by dawngay No additional info | null | null | null | null | null | null | null | null | null | null | null | model-abd606a0 | e15fbde980a684a72180ae295070118220417ff6 | 5e415fece6e3ad8a56035e917cc51ec6253b94bb | null | null | null | null | null | null | null |
f3fe86c5-41f7-4195-97fd-8473c6cc67f2 | 2025-06-09T06:08:40 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update MITRE Technique: T1078.004 | {
"geo_location": "Zimbabwe",
"device_hash": "4270b883067d80e9d345c29b51a90535",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; el-GR) AppleWebKit/535.16.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6535.16.6",
"session_id": "1ec9a6b3-a126-4258-b3d0-6e9b4f1e73e3",
"risk_score... | null | firmware_update | null | null | null | MITRE Technique: T1078.004 | IoT device HVAC firmware_update MITRE Technique: T1078.004 | null | HVAC | iot-23e601fe | 7.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
55b3c132-ff3a-4817-81d2-64a794dfe289 | 2025-06-02T08:01:25 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Container Escape detected from 201.152.220.124 targeting 75.154.239.220 No additional info noise=5C5DE40F | {
"geo_location": "Central African Republic",
"device_hash": "a2d7e5428dee921232b6a0bded4234ff70dcda7c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/17.9z3963.0 Mobile/30S827 Safari/536.0",
"session_id": "6f88afd5-9390-4e50-b0a9-6bf11047b89f",
... | null | null | null | null | null | No additional info | OSSEC Alert: Container Escape detected from 201.152.220.124 targeting 75.154.239.220 No additional info | null | null | null | null | 201.152.220.124 | 75.154.239.220 | Container Escape | SIG-5398 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
545e1b8c-0f52-47ba-979c-3813e7a1f184 | 2025-02-18T02:13:41 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 122.206.23.162 to 163.15.205.80 No additional info | {
"geo_location": "Russia",
"device_hash": "171f3098e72da779edb5bcebdb98faf978eb589e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.20.5 (KHTML, like Gecko) Version/5.0.4 Safari/535.20.5",
"session_id": "e723fb9e-853a-4891-95c0-16e2cf7c6872",
"risk_score": 50.04,
"confidence": 0.1... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 122.206.23.162 to 163.15.205.80 No additional info | null | null | null | null | 122.206.23.162 | 163.15.205.80 | null | null | null | null | null | null | null | null | null | null | HTTP | 766,313 | null | null | null |
13cfe34a-cb15-46fb-a479-ff488e523990 | 2025-06-23T19:01:52 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for jason81 via passwordless from 152.252.235.243 No additional info noise=category/posts/tags | {
"geo_location": "Brunei Darussalam",
"device_hash": "10e545a4707c866ee79a187ecefdf1f0",
"user_agent": "Opera/9.13.(X11; Linux x86_64; th-TH) Presto/2.9.182 Version/11.00",
"session_id": "b111b015-d8c8-453e-9d48-824543259797",
"risk_score": 75.56,
"confidence": 0.93
} | jason81 | locked | null | null | null | No additional info | Auth locked for jason81 via passwordless from 152.252.235.243 No additional info | null | null | null | null | 152.252.235.243 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | cf:90:e0:24:66:e0 |
f149069b-a922-4909-b1cb-3a64f1d0478f | 2025-02-07T03:37:24 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine DNS traffic from 150.12.34.76:568 to 149.16.174.114:1360 No additional info noise=UGVyaGFwcy4= | {
"geo_location": "Guatemala",
"device_hash": "5781549b128fbdbe7b6990c87cb8f8dcd46f0462",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.0)",
"session_id": "3dba1cdf-daf7-4262-84e0-95334e6bc94f",
"risk_score": 8.54,
"confidence": 0.83
} | null | quarantine | null | null | null | No additional info | Firewall quarantine DNS traffic from 150.12.34.76:568 to 149.16.174.114:1360 No additional info | null | null | null | null | 150.12.34.76 | 149.16.174.114 | null | null | null | null | null | null | null | null | 568 | 1,360 | DNS | 651,976 | 3,291 | null | null |
90962a6c-4877-46af-bb76-2f2096a385b6 | 2025-03-28T11:54:20 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for carmen29 via MFA from 197.210.92.146 No additional info | {
"geo_location": "Dominica",
"device_hash": "07b966e6f116ee3a470f26a5e58e9b0f13451e872209ca6ab89fb191fc4f5918",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8291-11-13 18:32:58 Firefox/3.8",
"session_id": "bed9765d-9372-4170-84a8-2d847963cc29",
"risk_score": 42.34,
"confidence": 0.16
} | carmen29 | failed | null | null | null | No additional info | Auth failed for carmen29 via MFA from 197.210.92.146 No additional info | null | null | null | null | 197.210.92.146 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 70:d0:b3:88:21:59 |
7a121f01-200e-43ac-b96a-4dc0fb133500 | 2025-05-20T17:05:23 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity MITRE Technique: T1574.002 | {
"geo_location": "Cayman Islands",
"device_hash": "dc3a7cded8618cf941ca34f742e7fce6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/31.0.873.0 Safari/534.1",
"session_id": "6034890e-2dee-4224-abc0-f555194c2f61",
"risk_score": 47.11,
"confidence":... | null | unusual_activity | null | null | null | MITRE Technique: T1574.002 | IoT device HVAC unusual_activity MITRE Technique: T1574.002 | null | HVAC | iot-490b9eb1 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
404c7c3f-c6d4-4a84-b07a-0bfeff888d00 | 2025-03-15T08:48:45 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow ICMP traffic from 10.11.199.77:882 to 142.125.199.14:840 No additional info | {
"geo_location": "Andorra",
"device_hash": "0ef44dcf263054058e7ae7f0362db9bb70dade9a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.1)",
"session_id": "34ff0193-0aed-419d-b1c0-584c43599621",
"risk_score": 48.37,
"confidence": 0.82
} | null | allow | null | null | null | No additional info | Firewall allow ICMP traffic from 10.11.199.77:882 to 142.125.199.14:840 No additional info | {
"baseline_deviation": 1.75,
"entropy": 3.91,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.11.199.77 | 142.125.199.14 | null | null | null | null | null | null | null | null | 882 | 840 | ICMP | 344,776 | 2,433 | null | null |
509644a3-d424-405d-94c9-4f5eb96f4d66 | 2025-04-23T00:58:45 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by joshuagonzalez No additional info | {
"geo_location": "Malawi",
"device_hash": "cc675ff1f6d82c3e6d24d9fbb4374907",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ak-GH) AppleWebKit/535.3.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6535.3.7",
"session_id": "22dff961-5e2e-4423-a66a-7fb51d78d803",
"risk_score": 3... | joshuagonzalez | api_abuse | null | null | null | No additional info | AI system api_abuse by joshuagonzalez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8dd773f8 | 592e5e17eea12f6257383630a0c8130498d3578a69c865cc4bda4f75bc64594b | ec189c971e91e7062998619b3949c3a08dd27f207f4f1fe6dbb1c7acfb5a219e | null | null | null | null | null | null | null |
85f17c23-f133-487e-b35c-5e094c735913 | 2025-06-08T03:52:18 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Living-off-the-Land detected from 189.54.130.11 targeting 212.63.68.62 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "8714886fe121b466dc49cdbf0a4b4a26",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/33.0.801.0 Safari/531.1",
"session_id": "f68b6b3d-3a6f-4984-8c4b-8d34f668793a",
"risk_score": 61.18,
"confiden... | null | null | null | null | null | No additional info | Trellix Alert: Living-off-the-Land detected from 189.54.130.11 targeting 212.63.68.62 No additional info | {
"baseline_deviation": 0.8,
"entropy": 2.35,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 189.54.130.11 | 212.63.68.62 | Living-off-the-Land | SIG-4312 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ca77fbaf-bc7e-4dde-a5a3-64734dce1393 | 2025-05-02T05:52:28 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Zero-Day Exploit detected from 10.191.92.200 targeting 123.87.34.178 No additional info noise=AF630857 | {
"geo_location": "Montenegro",
"device_hash": "b1637ea1e75d3251bc8a579ccd41d09179839ecbbc2b7ad97e5040aead45465a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "8341cb52-04c7-4539-a08d-94004e92da08",
"risk_score": 38.06,
"confidence": 0.76
} | null | null | null | null | null | No additional info | LogRhythm Alert: Zero-Day Exploit detected from 10.191.92.200 targeting 123.87.34.178 No additional info | null | null | null | null | 10.191.92.200 | 123.87.34.178 | Zero-Day Exploit | SIG-4201 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
2f43c9e1-c301-43c3-bb3e-a7daf8c42acb | 2025-04-21T15:51:11 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth timeout for wsteele via OAuth from 12.207.119.103 MITRE Technique: T1547.001 | {
"geo_location": "Christmas Island",
"device_hash": "84b0658fa4c001afd4ade1786ed74b09e2c07750",
"user_agent": "Opera/8.31.(X11; Linux x86_64; unm-US) Presto/2.9.166 Version/10.00",
"session_id": "2714fb12-d6ac-41f6-ae85-7b4298a496be",
"risk_score": 43.42,
"confidence": 0.37
} | wsteele | timeout | null | null | null | MITRE Technique: T1547.001 | Auth timeout for wsteele via OAuth from 12.207.119.103 MITRE Technique: T1547.001 | null | null | null | null | 12.207.119.103 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 73:fa:32:62:96:03 |
3f626007-9720-456c-a53b-c39504a894e9 | 2025-03-01T12:27:03 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change firm by mmcdonald No additional info | {
"geo_location": "New Caledonia",
"device_hash": "fef76cc5fb39a1550231ce9a4558f3da71251cfa73bc0d55d87e51f6ead13c48",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/40.0.824.0 Safari/533.2",
"session_id": "c428dbc3-8d2a-4a35-ad53-d4df25102333",
"risk_score": 77.52,... | mmcdonald | registry_change | firm | 7,224 | powershell.exe | No additional info | Endpoint registry_change firm by mmcdonald No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
367b6ccd-ec86-4632-8c3b-3d9b3cf1dc9a | 2025-05-15T06:37:32 | iot | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Iceland",
"device_hash": "42200be3cf395d7162d5c41743c1e503d54c7676",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; mni-IN; rv:1.9.1.20) Gecko/8441-07-20 20:45:59 Firefox/5.0",
"session_id": "1145218a-4f82-49a6-9618-f5057db0ea36",
"risk_score": 100,
"confidence": 0.69
} | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-02a5855d | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
67a015da-9a26-4c38-b330-ba3f5e92fb7b | 2025-05-09T05:27:42 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Cloud API Abuse detected from 110.45.118.190 targeting 212.198.25.126 MITRE Technique: T1204.002 | Obfuscated payload detected | {
"geo_location": "Ecuador",
"device_hash": "85e1fda631a8521917ddf5968a5991f6d57874f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.1)",
"session_id": "416b81c5-5cb8-44f9-ba4f-a7931b0b6e0f",
"risk_score": 75.07,
"confidence": 0.11
} | null | null | null | null | null | MITRE Technique: T1204.002 | Obfuscated payload detected | Zeek Alert: Cloud API Abuse detected from 110.45.118.190 targeting 212.198.25.126 MITRE Technique: T1204.002 | Obfuscated payload detected | null | null | null | null | 110.45.118.190 | 212.198.25.126 | Cloud API Abuse | SIG-8541 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
746e72f4-9a5a-461b-83fe-bf3131797b66 | 2025-05-14T22:38:49 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Vanuatu",
"device_hash": "ad2c59faa40d47ac0731783dd15147a546e34767",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_6; rv:1.9.4.20) Gecko/8978-03-11 04:24:05 Firefox/3.6.12",
"session_id": "890424a6-35f8-4d56-8d2a-8c60679663a7",
"risk_score": 48.85,
"confidence": 0.67
} | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-33887238 | 9.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
32670789-57c5-4df7-a791-657dc5b9fd09 | 2025-01-28T22:03:53 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for jaysimmons via password from 210.203.40.207 No additional info | {
"geo_location": "Canada",
"device_hash": "15dc8b83b805c89bb3e26c6e3ba229ed52f291d0",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; csb-PL; rv:1.9.0.20) Gecko/9517-03-30 00:54:20 Firefox/3.6.9",
"session_id": "c1d0f875-ebf5-449c-8acf-068bd5e3616a",
"risk_score": 73.84,
"confidence": 0.46
} | jaysimmons | timeout | null | null | null | No additional info | Auth timeout for jaysimmons via password from 210.203.40.207 No additional info | null | null | null | null | 210.203.40.207 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 7a:0e:bd:53:bd:ef |
ecce9efd-d020-41f0-94c1-e344f2b7c6f4 | 2025-02-26T04:31:49 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Moldova",
"device_hash": "821b22e5595579cf3b3749531534e298bd39fe95587fc83f830e1b47b1c67b1e",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/53.0.873.0 Safari/531.0",
"session_id": "62ed6223-5db1-4ed6-9972-bcc0c9bf524b",
"risk_score": 42.2,
"... | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | {
"baseline_deviation": 1.9,
"entropy": 2.44,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Thermostat | iot-5cb92d01 | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8833c0ae-cba3-418c-9219-2284a91d8075 | 2025-05-28T15:41:21 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system membership_inference by kennethmccormick No additional info noise=category | {
"geo_location": "Latvia",
"device_hash": "c838c99c7bb2de3d510c4767ad0268e0",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/8907-09-24 17:04:37 Firefox/3.8",
"session_id": "c5ad177d-1008-4c03-b69d-257fb745d411",
"risk_score": 35.19,
"confidence": 0.82
} | kennethmccormick | membership_inference | null | null | null | No additional info | AI system membership_inference by kennethmccormick No additional info | {
"baseline_deviation": 1.57,
"entropy": 2.26,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-644a22f7 | 6bf4cac058dd8111614a70ee46c7960d | 1c4a0d1bb6652c279871cd3f161a76bacb87663dcc1ba26621fd2693497c1f94 | null | null | null | null | null | null | null |
3ed75335-53c1-451b-892f-80c61fea0393 | 2025-02-15T18:15:34 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper MITRE Technique: T1078.004 noise=DAEBD687 | {
"geo_location": "Isle of Man",
"device_hash": "0355a352f67edc5a6f996da95a6f71bc14bdcde45e6a9b3bda47807cdb185dc7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; lo-LA) AppleWebKit/531.31.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.31.3",
"session_id": "f4285be0-3350-480... | null | physical_tamper | null | null | null | MITRE Technique: T1078.004 | IoT device HVAC physical_tamper MITRE Technique: T1078.004 | null | HVAC | iot-d136dfbd | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
da80dafc-ff60-4e62-8a96-6f8dc914e645 | 2025-07-03T20:30:23 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in GCP by vhurley No additional info | {
"geo_location": "Saint Helena",
"device_hash": "98eb6236d372c30cc521e80d9ac7cafa",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/57.0.898.0 Safari/535.0",
"session_id": "6f9fc7b4-1f2a-4ddb-bbb2-65bdcf6ecd20",
"risk_score": 31.73,
"confidence": 0.29
} | vhurley | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by vhurley No additional info | null | null | null | null | null | null | null | null | null | GCP | res-7e44cfb7 | null | null | null | null | null | null | null | null | null | null |
68653115-26f5-4abf-aec2-e47169389afd | 2025-04-03T21:14:44 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 16.193.243.23:17142 to 36.178.94.99:209 No additional info | {
"geo_location": "Malawi",
"device_hash": "816fd76159bca7d3e6aa6c1fd734bb3fb6ae84ad",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/53.0.843.0 Mobile/81L797 Safari/531.1",
"session_id": "b6389c9e-319e-4f00-a3f8-1602225d9ef1",
"risk_score": ... | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 16.193.243.23:17142 to 36.178.94.99:209 No additional info | null | null | null | null | 16.193.243.23 | 36.178.94.99 | null | null | null | null | null | null | null | null | 17,142 | 209 | RDP | 653,958 | 3,303 | null | null |
596d4ba4-e25e-4bda-9491-c4f86290869e | 2025-07-04T02:45:02 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network beaconing from 167.28.198.93 to 116.131.49.147 No additional info noise=6F75D9E9 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "a2975a71c05718d2ea30f1ee91629f3f49d7fa51",
"user_agent": "Opera/9.70.(Windows NT 5.0; ig-NG) Presto/2.9.181 Version/10.00",
"session_id": "4d1f5fd7-c478-4850-909d-1255a141dc04",
"risk_score": 57.08,
"confidence": 0.37
} | null | beaconing | null | null | null | No additional info | Network beaconing from 167.28.198.93 to 116.131.49.147 No additional info | null | null | null | null | 167.28.198.93 | 116.131.49.147 | null | null | null | null | null | null | null | null | null | null | ICMP | 668,853 | null | null | null |
640d4633-bdd6-4bdd-b713-053b4f1bf77d | 2025-04-19T18:11:01 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in AWS by alexandra77 No additional info noise=8F28B2EB | {
"geo_location": "Botswana",
"device_hash": "cedd97c25ca46548dc9093fa668e64ea562269fa",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/533.36.3 (KHTML, like Gecko) Version/5.0 Safari/533.36.3",
"session_id": "9f2b5f08-b85b-4588-878f-19969328d4e9",
"risk_score": 27.01,
"confidence": 0.4... | alexandra77 | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by alexandra77 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-c310f994 | null | null | null | null | null | null | null | null | null | null |
aa0c20fb-0a4e-4d39-8986-accf2229f785 | 2025-02-08T05:18:30 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by julieirwin No additional info noise=mean|discuss|direction | {
"geo_location": "Bahrain",
"device_hash": "43be08602a00bd163d065ea0d451fd1a3f82ffb3",
"user_agent": "Opera/8.19.(X11; Linux i686; cmn-TW) Presto/2.9.182 Version/12.00",
"session_id": "df0c2e97-dbbc-412f-9b78-4b31656017a5",
"risk_score": 32.62,
"confidence": 0.37
} | julieirwin | model_inversion | null | null | null | No additional info | AI system model_inversion by julieirwin No additional info | null | null | null | null | null | null | null | null | null | null | null | model-74cb14a7 | fbba6e11382870121407226a037fcfb1882558cb | b56359a180f21757c3b5934a776ca8180e8338d2 | null | null | null | null | null | null | null |
c3530a7c-980e-4fab-9b11-552ccc47fbbe | 2025-03-14T23:50:09 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth success for steven78 via passwordless from 46.211.8.109 MITRE Technique: T1566.001 | {
"geo_location": "China",
"device_hash": "c987ed20619c333e7c2f30854258baabc071ea73",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/29.0.894.0 Safari/535.0",
"session_id": "e0fd8634-795f-401f-b1b1-1653e7fb4960",
"risk_score": 96.16,
"confidence": 0.33
} | steven78 | success | null | null | null | MITRE Technique: T1566.001 | Auth success for steven78 via passwordless from 46.211.8.109 MITRE Technique: T1566.001 | null | null | null | null | 46.211.8.109 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 09:13:20:39:60:b2 |
75f966be-f386-46d1-99a1-83719b29ee0c | 2025-04-28T13:04:21 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: Domain Fronting detected from 55.62.22.192 targeting N/A No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "bf816fb9919bb66fe91274e4a692e84fc2028a65",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.1)",
"session_id": "f7fb26ed-716d-4509-971b-57b36c44359e",
"risk_score": 44.08,
"confidence": 0.26
} | null | null | null | null | null | No additional info | ArcSight Alert: Domain Fronting detected from 55.62.22.192 targeting N/A No additional info | null | null | null | null | 55.62.22.192 | N/A | Domain Fronting | SIG-9665 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
3364b14f-b8fc-4f9c-b6e2-e3b7b26964da | 2025-05-01T05:25:15 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow NTP traffic from 38.109.139.169:840 to 10.78.78.231:517 MITRE Technique: T1059.001 | {
"geo_location": "Palau",
"device_hash": "2f90a85a5b7300d1cf9ad3c02bced68fa118e198782b5eb56786d53104d44cb8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/56.0.892.0 Safari/535.1",
"session_id": "77a61552-d578-410c-8951-598903261a5a",
"risk_score"... | null | allow | null | null | null | MITRE Technique: T1059.001 | Firewall allow NTP traffic from 38.109.139.169:840 to 10.78.78.231:517 MITRE Technique: T1059.001 | null | null | null | null | 38.109.139.169 | 10.78.78.231 | null | null | null | null | null | null | null | null | 840 | 517 | NTP | 233,781 | 466 | null | null |
d73246ba-ee0a-46e4-9a85-fb516c71fdf2 | 2025-05-28T15:54:30 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat protocol_violation MITRE Technique: T1547.001 | {
"geo_location": "French Guiana",
"device_hash": "e9759863c4a74f0ea4439ed91a5bd0649a9babd44e78845c24aed2c7bdac48f5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0 rv:6.0; be-BY) AppleWebKit/535.2.5 (KHTML, like Gecko) Version/5.0 Safari/535.2.5",
"session_id": "01e88f7e-b183-44b3-b297-f3d387e... | null | protocol_violation | null | null | null | MITRE Technique: T1547.001 | IoT device Thermostat protocol_violation MITRE Technique: T1547.001 | null | Thermostat | iot-fbb2e28d | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41a3ea32-1302-4f99-bd44-c45a18d96bdf | 2025-04-11T07:52:51 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by hoffmanlori No additional info | {
"geo_location": "Bahamas",
"device_hash": "ab7a89907629b5ce0d3eff29d2bba1ec9702cfdc",
"user_agent": "Opera/9.10.(Windows NT 10.0; sv-FI) Presto/2.9.188 Version/10.00",
"session_id": "1e9c30db-76aa-44fe-b248-4832e54737f6",
"risk_score": 63.12,
"confidence": 0.32
} | hoffmanlori | adversarial_input | null | null | null | No additional info | AI system adversarial_input by hoffmanlori No additional info | null | null | null | null | null | null | null | null | null | null | null | model-40b545ae | f8c9254e389b94e7181ff984247ea4a9cdde8fc190c2815b8f5bb05f3c88582c | 1a01a8e6d6497b19564a7d03d04693a8b7caff278a14692ab8617660d98ebadd | null | null | null | null | null | null | null |
63349e43-c2d0-4a5b-ac4e-3698f5f8cde2 | 2023-03-24T22:15:28 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by gvaughn No additional info noise=2175DD23 | {
"geo_location": "Togo",
"device_hash": "6caeae586ceb385b57c83fc1b93208fb846c454a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; kn-IN) AppleWebKit/533.15.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.15.4",
"session_id": "95c45621-0f5c-4f66-9572-4f90124fa8c3",
"risk_s... | gvaughn | membership_inference | null | null | null | No additional info | AI system membership_inference by gvaughn No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c2c42060 | 4bf9dbaf57f5d30e963f81c54154e8a4 | 026ca3370aad427bef69f3b16c846d6e | null | null | null | null | null | null | null |
1a65a690-684c-4dc5-8e68-4983b3df5e1f | 2030-03-21T04:11:42 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 51.106.1.144 to 196.196.44.14 MITRE Technique: T1110.003 | {
"geo_location": "Uzbekistan",
"device_hash": "8890ba9cd51af2aabe64151eacb53589",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/33.0.832.0 Safari/535.0",
"session_id": "cc90b38a-e055-49ed-a754-d71124b76432",
"risk_score": 54.28,
"confidence": 0.45
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1110.003 | Network protocol_anomaly from 51.106.1.144 to 196.196.44.14 MITRE Technique: T1110.003 | null | null | null | null | 51.106.1.144 | 196.196.44.14 | null | null | null | null | null | null | null | null | null | null | HTTPS | 745,491 | null | null | null |
df50a856-5945-45eb-b8f8-a43c257472ec | 2025-06-25T05:08:45 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Azure by markcoleman MITRE Technique: T1486 | Associated Threat Actor: Equation Group | {
"geo_location": "Oman",
"device_hash": "2d0fac383b2eb8c7e7918c4eb6ceb234",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ts-ZA) AppleWebKit/533.4.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.4.7",
"session_id": "b6d45a0d-3104-44ae-ae0c-0617b4e0acfe",
"risk_score": 22.... | markcoleman | instance_creation | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: Equation Group | Cloud instance_creation in Azure by markcoleman MITRE Technique: T1486 | Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | Azure | res-1e30646b | null | null | null | null | null | null | null | null | null | null |
4b81c128-0cba-42f8-a33a-13e3f6d4f3df | 2025-04-26T20:19:51 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall inspect NTP traffic from 10.52.10.13:406 to 94.147.139.190:181 No additional info | {
"geo_location": "Ukraine",
"device_hash": "af7031edfaf436271ac71aa73645b071",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9; rv:1.9.6.20) Gecko/2512-10-18 16:35:48 Firefox/4.0",
"session_id": "ec025a0d-7c05-483b-aaa5-1c272268e03a",
"risk_score": 55.08,
"confidence": 0.38
} | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 10.52.10.13:406 to 94.147.139.190:181 No additional info | null | null | null | null | 10.52.10.13 | 94.147.139.190 | null | null | null | null | null | null | null | null | 406 | 181 | NTP | 318,891 | 723 | null | null |
b514bf74-124c-4374-a5d4-8a5b1e3bb49f | 2025-03-18T13:20:49 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec fine by peter39 No additional info | {
"geo_location": "Ecuador",
"device_hash": "f29175c38eb8d85d56defca08742fbd4f1c77ff4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.0)",
"session_id": "c44d25fc-2840-460b-969c-7bd4333b2fc4",
"risk_score": 48.19,
"confidence": 0.5
} | peter39 | powershell_exec | fine | 2,921 | svchost.exe | No additional info | Endpoint powershell_exec fine by peter39 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bd647445-df30-4bb9-90da-e2532295f4b8 | 2025-02-27T02:50:24 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access action by james09 MITRE Technique: T1574.002 | {
"geo_location": "Georgia",
"device_hash": "5772b979cb28163e3b18c9c0d02045b303d932504855cc5c4aac31ba14b5c8be",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_4 rv:5.0; unm-US) AppleWebKit/531.25.5 (KHTML, like Gecko) Version/4.0.5 Safari/531.25.5",
"session_id": "28a2a3d9-e8f1-41b1-8894-16a9848d8d7c... | james09 | file_access | action | 9,822 | svchost.exe | MITRE Technique: T1574.002 | Endpoint file_access action by james09 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49e1d464-0662-4fe4-bcbc-113f5b2c03b5 | 2025-05-26T03:02:06 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth failed for michael28 via OAuth from 14.160.83.171 MITRE Technique: T1053.005 | {
"geo_location": "Benin",
"device_hash": "d52fe1c70131a88585bb541c4354d8306c3c6794",
"user_agent": "Opera/8.21.(Windows 98; Win 9x 4.90; or-IN) Presto/2.9.184 Version/11.00",
"session_id": "f4350ad7-f875-4421-b2f2-38a74f3868d9",
"risk_score": 25.87,
"confidence": 0.63
} | michael28 | failed | null | null | null | MITRE Technique: T1053.005 | Auth failed for michael28 via OAuth from 14.160.83.171 MITRE Technique: T1053.005 | null | null | null | null | 14.160.83.171 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | c1:4e:20:f7:11:f5 |
9a40383f-110f-473c-8003-af936b0de365 | 2025-01-16T10:26:03 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth success for williamsjamie via biometric from 162.116.140.210 MITRE Technique: T1053.005 | Credential stuffing pattern detected | {
"geo_location": "Monaco",
"device_hash": "d27bee1df7ca97839826a73a1b6ba7b9",
"user_agent": "Opera/9.25.(X11; Linux i686; wo-SN) Presto/2.9.170 Version/11.00",
"session_id": "2dbbf713-b42e-4d1b-9385-73991f2a9ab7",
"risk_score": 41.6,
"confidence": 0.86
} | williamsjamie | success | null | null | null | MITRE Technique: T1053.005 | Credential stuffing pattern detected | Auth success for williamsjamie via biometric from 162.116.140.210 MITRE Technique: T1053.005 | Credential stuffing pattern detected | null | null | null | null | 162.116.140.210 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | dc:8b:71:91:f5:44 |
a6c6e495-b031-49c5-8fd3-30acfae1bf3b | 2025-03-03T21:23:38 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in GCP by clinemichael Unconventional IOC: Power consumption spikes | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "64e9bf353c861af04c8c259421e15ff3",
"user_agent": "Opera/8.85.(Windows CE; niu-NU) Presto/2.9.163 Version/10.00",
"session_id": "d819fbc6-368c-4d37-bd1a-97f430680595",
"risk_score": 0,
"confidence": 0.9
} | clinemichael | container_escape | null | null | null | Unconventional IOC: Power consumption spikes | Cloud container_escape in GCP by clinemichael Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | GCP | res-8217377f | null | null | null | null | null | null | null | null | null | null |
b5ff5222-7aef-46e2-8e49-55a9c1fb9c9d | 2025-04-24T04:56:37 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: Credential Stuffing detected from 214.34.233.255 targeting N/A No additional info | {
"geo_location": "Belarus",
"device_hash": "31509b2e40d6bb09091a74206004866d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "218b0673-a79d-413d-a4ca-28da9a43f824",
"risk_score": 60.67,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Splunk Alert: Credential Stuffing detected from 214.34.233.255 targeting N/A No additional info | {
"baseline_deviation": 0.58,
"entropy": 7.23,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 214.34.233.255 | N/A | Credential Stuffing | SIG-6370 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d159c646-2c09-45ce-aa67-0f359b0c408f | 2025-02-26T11:09:16 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load board by rosswhitney MITRE Technique: T1190 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "661d427a14446692b2846303415ec2abb427ad300ee296d94eb232407dd1bc53",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_1; rv:1.9.2.20) Gecko/8447-10-24 16:01:50 Firefox/15.0",
"session_id": "d01c7f63-7f12-4516-8f89-5665969334e3",
"risk_sco... | rosswhitney | driver_load | board | 8,649 | explorer.exe | MITRE Technique: T1190 | Endpoint driver_load board by rosswhitney MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4622f9f7-1577-458e-9241-f30a62355ff6 | 2025-02-08T23:11:05 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 10.140.249.57 to 218.101.208.88 No additional info | {
"geo_location": "Indonesia",
"device_hash": "eba7edcee854e259ac5409ed04f77c0cf5d9ef175b284b3822f01f6bf86316c0",
"user_agent": "Mozilla/5.0 (Android 2.3.6; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "a09e0c55-6d23-4cfd-845c-a5be488d5992",
"risk_score": 22.32,
"confidence": 0.47
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 10.140.249.57 to 218.101.208.88 No additional info | null | null | null | null | 10.140.249.57 | 218.101.208.88 | null | null | null | null | null | null | null | null | null | null | ICMP | 182,228 | null | null | null |
09ee060b-5acb-4e1c-abdd-2d6bbb541550 | 2025-05-20T18:43:28 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in AWS by michaelmartinez No additional info | {
"geo_location": "Russia",
"device_hash": "9f13c0702e22e119072e0f9c11cf3ebb04e1b44a2fb9005c9ccdc2f6900f92a1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_9 rv:4.0; tr-TR) AppleWebKit/535.32.5 (KHTML, like Gecko) Version/5.0.5 Safari/535.32.5",
"session_id": "a5ca25d3-f93c-4a27-a3af-34cfdf16b9d... | michaelmartinez | storage_access | null | null | null | No additional info | Cloud storage_access in AWS by michaelmartinez No additional info | {
"baseline_deviation": 1.82,
"entropy": 5.71,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | AWS | res-1b541fe7 | null | null | null | null | null | null | null | null | null | null |
837ada29-6b6f-41fe-af67-1d66cbf067a1 | 2025-03-14T09:20:04 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in GCP by burkerachel Associated Threat Actor: TA505 | {
"geo_location": "Lesotho",
"device_hash": "be9f7d043f0348e2cb213afae9c24f5b12dc8f7131c274bb57d0a1d30444ed23",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_7 rv:4.0; an-ES) AppleWebKit/533.47.6 (KHTML, like Gecko) Version/5.0.1 Safari/533.47.6",
"session_id": "d3b2710a-06d2-4972-a387-dc535531f... | burkerachel | storage_access | null | null | null | Associated Threat Actor: TA505 | Cloud storage_access in GCP by burkerachel Associated Threat Actor: TA505 | {
"baseline_deviation": 1.43,
"entropy": 7.86,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-f124d908 | null | null | null | null | null | null | null | null | null | null |
60b1dd78-06a0-4fd1-a7af-2c5a662a9d75 | 2025-07-06T01:53:40 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for golson via MFA from 161.188.191.45 No additional info noise=blog/posts/wp-content | {
"geo_location": "Mali",
"device_hash": "1c46145860da8756cd146bf7617e1afcf2e79288a5c8de0ebabb2fdd0ef8a92c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/9.6o5085.0 Mobile/98X823 Safari/531.1",
"session_id": "a5d80ab8-e056-480c-ae94-b4bac4a04... | golson | failed | null | null | null | No additional info | Auth failed for golson via MFA from 161.188.191.45 No additional info | null | null | null | null | 161.188.191.45 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | f3:ef:85:b8:9e:84 |
c88e2710-745d-49cd-9012-73c997c7b804 | 2025-04-05T17:22:31 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in GCP by jonathanhall MITRE Technique: T1486 | {
"geo_location": "Argentina",
"device_hash": "8b691ded5d03f79880deffdce9ee8616",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.3) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/44.0.804.0 Safari/533.0",
"session_id": "0b95ace0-7855-47c7-8b7a-ad2d01661d83",
"risk_score": 38.46,
"confidence": 0.7
} | jonathanhall | instance_creation | null | null | null | MITRE Technique: T1486 | Cloud instance_creation in GCP by jonathanhall MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | GCP | res-5e68ea7d | null | null | null | null | null | null | null | null | null | null |
fb090b78-eff6-4bf9-9efc-ed57a6166709 | 2025-06-29T20:46:51 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in AWS by matthewlong No additional info | {
"geo_location": "Nepal",
"device_hash": "3ae028a46e80b9f59f0f1f6475bd0423ca6ee48a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.1)",
"session_id": "9a6d5e14-f76e-4a95-97d0-a9b504472e29",
"risk_score": 37.58,
"confidence": 0.9
} | matthewlong | storage_access | null | null | null | No additional info | Cloud storage_access in AWS by matthewlong No additional info | null | null | null | null | null | null | null | null | null | AWS | res-834538ba | null | null | null | null | null | null | null | null | null | null |
1b945a21-a9b1-4908-b202-572caf85dc64 | 2025-07-09T19:17:55 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1059.005 noise=record|customer|include | {
"geo_location": "Cape Verde",
"device_hash": "b2d71b78bfc30a23c7162b145748b5dd22ee06d292946d1498805a941b7b3699",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.24.4 (KHTML, like Gecko) Version/5.1 Safari/532.24.4",
"session_id": "f36f503d-fbc7-411e-aa2c-7b67d40b3c2b",
"risk_score": 77.1... | null | sensor_spoofing | null | null | null | MITRE Technique: T1059.005 | IoT device HVAC sensor_spoofing MITRE Technique: T1059.005 | {
"baseline_deviation": 2.58,
"entropy": 7.58,
"frequency_anomaly": true,
"sequence_anomaly": false
} | HVAC | iot-1774328e | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
31192e35-2a54-4c6d-9eac-5bced923cd25 | 2025-05-14T09:22:22 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /type/machine.wav by lauraramsey No additional info | {
"geo_location": "Ethiopia",
"device_hash": "89d1a9081ce7872e1466530aae962280",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; doi-IN) AppleWebKit/535.32.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.32.7",
"session_id": "391bfa54-bb43-4967-b544-8ab16031df3e",
"risk_scor... | lauraramsey | file_access | /type/machine.wav | 9,718 | explorer.exe | No additional info | Endpoint file_access /type/machine.wav by lauraramsey No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8c720f68-615f-4729-b2e3-d79c87fea037 | 2025-05-25T17:16:19 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only DNS traffic from 22.220.208.58:742 to 140.242.120.64:544 MITRE Technique: T1574.002 | {
"geo_location": "Croatia",
"device_hash": "04e9ddb3fc6bbfbe96586221443a81240512561e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/5164-08-22 04:16:32 Firefox/3.6.9",
"session_id": "725704c7-064b-4f53-939b-783287a7ddf4",
"risk_score": 24.83,
"confidence": 0.47
} | null | log-only | null | null | null | MITRE Technique: T1574.002 | Firewall log-only DNS traffic from 22.220.208.58:742 to 140.242.120.64:544 MITRE Technique: T1574.002 | null | null | null | null | 22.220.208.58 | 140.242.120.64 | null | null | null | null | null | null | null | null | 742 | 544 | DNS | 970,085 | 3,158 | null | null |
eac930ea-e6b4-4a1a-b216-6d6bfc12bac5 | 2025-02-22T00:12:31 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by brett67 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "9821599495a06f4e7dcef2a1c11d582f",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; ml-IN; rv:1.9.2.20) Gecko/7554-11-05 14:06:07 Firefox/3.8",
"session_id": "5a2efed0-2c88-4067-83af-e282b3aaf8df",
"risk_score": 62.8,
"confidence": 0.96
} | brett67 | api_abuse | null | null | null | No additional info | AI system api_abuse by brett67 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ac60ecdb | b72bb46144cf26d43cb27439e6fa0d3e | 4cf2a288fc146903c113758d494e699eb87c0c662d1d8633edad4b782e8dfdd2 | null | null | null | null | null | null | null |
4085d619-01b0-49a1-bcf8-ea3f418f4f95 | 2022-03-25T07:40:47 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: Cloud API Abuse detected from 131.222.137.251 targeting 15.130.206.226 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "09af552d989e6873e6284a0df7131145e06ec14a490760b5e602d7ffa452696b",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/54.0.831.0 Safari/533.1",
"session_id": "cc9b6365-dd71-4f41-86ca-19be16db7cb6",
"risk_score": 25... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Cloud API Abuse detected from 131.222.137.251 targeting 15.130.206.226 No additional info | null | null | null | null | 131.222.137.251 | 15.130.206.226 | Cloud API Abuse | SIG-1966 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
954b8bc1-40b6-446c-9da2-19062182f3d4 | 2025-04-26T15:54:48 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in AWS by brownamy No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "b1384f610a0316c543132ad41ae3fc4d",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "99bc18ad-8cb0-4e6b-9458-c62cc4ad9139",
"risk_score": 43,
"confidence": 0.1
} | brownamy | config_change | null | null | null | No additional info | Cloud config_change in AWS by brownamy No additional info | null | null | null | null | null | null | null | null | null | AWS | res-1858809f | null | null | null | null | null | null | null | null | null | null |
ae66b5ae-92b0-4db3-9468-9d1bcfb4c6ac | 2025-02-18T12:17:15 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Zero-Day Exploit detected from 212.132.136.175 targeting 188.87.240.59 Zero-day exploit pattern detected | {
"geo_location": "Netherlands",
"device_hash": "1803c60f001437168e5c6e949060b4e0a0d4769c",
"user_agent": "Opera/9.57.(Windows NT 6.0; hy-AM) Presto/2.9.180 Version/12.00",
"session_id": "0cf00b63-6c6b-42f1-a9aa-b11cc341fd9f",
"risk_score": 34.7,
"confidence": 0.28
} | null | null | null | null | null | Zero-day exploit pattern detected | Snort Alert: Zero-Day Exploit detected from 212.132.136.175 targeting 188.87.240.59 Zero-day exploit pattern detected | null | null | null | null | 212.132.136.175 | 188.87.240.59 | Zero-Day Exploit | SIG-9247 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
6e50d3ce-c3b5-427e-9a69-212369c08e49 | 2025-01-19T06:38:57 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: AI Model Poisoning detected from 39.215.43.218 targeting 209.204.70.79 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "f8cacab08aa6044e5f54844ce828ee338933159f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/4.0)",
"session_id": "0f550a0d-2c25-4a9b-92cd-ff8b51be7039",
"risk_score": 71.22,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Wazuh Alert: AI Model Poisoning detected from 39.215.43.218 targeting 209.204.70.79 No additional info | null | null | null | null | 39.215.43.218 | 209.204.70.79 | AI Model Poisoning | SIG-2906 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
65502e53-6def-4fba-b90c-3fdc3a9519b3 | 2025-02-02T17:40:24 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine NTP traffic from 14.205.121.1:716 to 74.190.225.157:749 MITRE Technique: T1543.003 | {
"geo_location": "North Macedonia",
"device_hash": "9cc4ee859950207b7b855074ce67b7bd7348077d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.24.6 (KHTML, like Gecko) Version/5.1 Safari/531.24.6",
"session_id": "f00147d2-5fd0-42e6-859b-2e88c8f6890d",
"risk_score": 37.44,
"confidence": ... | null | quarantine | null | null | null | MITRE Technique: T1543.003 | Firewall quarantine NTP traffic from 14.205.121.1:716 to 74.190.225.157:749 MITRE Technique: T1543.003 | null | null | null | null | 14.205.121.1 | 74.190.225.157 | null | null | null | null | null | null | null | null | 716 | 749 | NTP | 984,323 | 1,815 | null | null |
8c0eace6-2d75-4b5f-ba09-1c36e6c2e9d2 | 2025-01-16T23:05:50 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth challenge for kevin63 via OAuth from 6.172.140.147 No additional info noise=help|medical|remain | {
"geo_location": "Seychelles",
"device_hash": "f730b9403d61fbbab82556ef237f3f05c2ffa6f2",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; csb-PL; rv:1.9.1.20) Gecko/4806-12-30 22:36:39 Firefox/8.0",
"session_id": "8233b28a-9ae1-44aa-ba14-9b07d17b8019",
"risk_score": 41.94,
"confidence": 0.31
} | kevin63 | challenge | null | null | null | No additional info | Auth challenge for kevin63 via OAuth from 6.172.140.147 No additional info | null | null | null | null | 6.172.140.147 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | a0:f9:26:e2:20:fc |
67256d8e-7780-431e-bf66-d575e06d1291 | 2025-03-19T10:42:12 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth locked for cmcclain via key from 102.199.144.170 No additional info | {
"geo_location": "Nigeria",
"device_hash": "efa458553b37b7752fa6a50caf820c66b4dae3906b855659e56e370f201da850",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_8) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/36.0.842.0 Safari/532.2",
"session_id": "42ee9a3b-51b5-4e13-81bd-79b2f84e4768",
"risk_score":... | cmcclain | locked | null | null | null | No additional info | Auth locked for cmcclain via key from 102.199.144.170 No additional info | null | null | null | null | 102.199.144.170 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 21:3c:bf:26:31:58 |
08260f67-9141-4af6-a7b5-c6a5fe0ab1ed | 2025-07-04T10:41:15 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network beaconing from 93.207.170.22 to 14.114.155.0 MITRE Technique: T1204.002 | {
"geo_location": "Brazil",
"device_hash": "dee26878935b37ac6f417bcc2cbada56ed7fe73eec49373fe61b06d7063ce1b9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ky-KG) AppleWebKit/532.2.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6532.2.4",
"session_id": "6d3b1768-f5a1-4f35-858b-... | null | beaconing | null | null | null | MITRE Technique: T1204.002 | Network beaconing from 93.207.170.22 to 14.114.155.0 MITRE Technique: T1204.002 | {
"baseline_deviation": 2.3,
"entropy": 5.61,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 93.207.170.22 | 14.114.155.0 | null | null | null | null | null | null | null | null | null | null | HTTP | 346,815 | null | null | null |
edcc1bab-848f-4f09-82cb-7d0971cf204f | 2023-10-20T14:18:19 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only UDP traffic from 213.128.62.34:613 to 133.72.156.58:466 Geo anomaly: Impossible travel detected | {
"geo_location": "Guadeloupe",
"device_hash": "9d6172cef834531e2e0364f9fadc76e4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; tt-RU) AppleWebKit/533.43.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.43.3",
"session_id": "868bb939-80e5-4ac9-9d33-7269e39ef656",
"risk_sco... | null | log-only | null | null | null | Geo anomaly: Impossible travel detected | Firewall log-only UDP traffic from 213.128.62.34:613 to 133.72.156.58:466 Geo anomaly: Impossible travel detected | null | null | null | null | 213.128.62.34 | 133.72.156.58 | null | null | null | null | null | null | null | null | 613 | 466 | UDP | 845,740 | 2,775 | null | null |
5ac931a8-118c-42a7-a2b7-21864b8473d4 | 2025-01-20T12:34:52 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth locked for sriddle via key from 81.178.100.253 No additional info noise=826EC6F9 | {
"geo_location": "Uganda",
"device_hash": "75cd7c6045ddceae5e117995648759d2",
"user_agent": "Opera/8.64.(X11; Linux i686; kw-GB) Presto/2.9.185 Version/11.00",
"session_id": "6812e3d4-6362-410e-b2d2-6bf072a5756a",
"risk_score": 37.2,
"confidence": 0.38
} | sriddle | locked | null | null | null | No additional info | Auth locked for sriddle via key from 81.178.100.253 No additional info | null | null | null | null | 81.178.100.253 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | aa:9f:0b:ca:4b:dd |
34a99461-e1b5-4280-81a5-df89848e2de2 | 2025-01-14T08:09:36 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism page by munozsteven MITRE Technique: T1204.002 | {
"geo_location": "Montenegro",
"device_hash": "75bdb79a44906f6e2da0217b85adcdfe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.1)",
"session_id": "e0c011b8-8c7d-4ea6-80ed-49853841acf1",
"risk_score": 63.13,
"confidence": 0.62
} | munozsteven | persistence_mechanism | page | 2,112 | svchost.exe | MITRE Technique: T1204.002 | Endpoint persistence_mechanism page by munozsteven MITRE Technique: T1204.002 | 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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