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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
650546cc-8716-4215-8118-4f808e8dd775 | 2025-02-19T20:43:12 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network disconnection from 183.5.154.90 to 151.235.52.224 Associated Threat Actor: APT34 | {
"geo_location": "Cuba",
"device_hash": "47ace2b83398af640c66068690cb2b1e451a31b2",
"user_agent": "Opera/8.87.(Windows NT 6.0; ak-GH) Presto/2.9.180 Version/11.00",
"session_id": "ea0eef9c-6d77-4434-bcff-41d90076968c",
"risk_score": 53.66,
"confidence": 0.83
} | null | disconnection | null | null | null | Associated Threat Actor: APT34 | Network disconnection from 183.5.154.90 to 151.235.52.224 Associated Threat Actor: APT34 | null | null | null | null | 183.5.154.90 | 151.235.52.224 | null | null | null | null | null | null | null | null | null | null | TCP | 120,567 | null | null | null |
ef846f3d-bfe6-4e74-9e0c-76f83605ad63 | 2025-02-23T13:43:45 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in Alibaba by ashleyhunter MITRE Technique: T1486 | {
"geo_location": "Singapore",
"device_hash": "6e7c900d25f2fd8b3cec95708e0a45d7fb24fa39",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/56.0.822.0 Mobile/60G664 Safari/535.2",
"session_id": "ff150d2e-e216-4dfc-9f8e-cdda05ad031a",
"risk_score": ... | ashleyhunter | instance_creation | null | null | null | MITRE Technique: T1486 | Cloud instance_creation in Alibaba by ashleyhunter MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | Alibaba | res-e89e2204 | null | null | null | null | null | null | null | null | null | null |
9bbdaae3-ffee-494e-8648-b6b40963d5cb | 2025-05-24T14:24:27 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth locked for michelle91 via OAuth from 10.219.24.70 No additional info | {
"geo_location": "Colombia",
"device_hash": "85ed5c5d608db69c9681a2ac01c92d4bbd99c1f2",
"user_agent": "Opera/9.79.(X11; Linux i686; th-TH) Presto/2.9.171 Version/12.00",
"session_id": "a96c7068-51d2-4ccf-9cc2-caed3fe57063",
"risk_score": 26.24,
"confidence": 0.8
} | michelle91 | locked | null | null | null | No additional info | Auth locked for michelle91 via OAuth from 10.219.24.70 No additional info | null | null | null | null | 10.219.24.70 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 0a:ac:90:71:c7:7a |
f98180e7-7f16-45c7-b24c-a0bc09164084 | 2025-06-24T14:54:07 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth locked for brooksbradley via MFA from 166.7.66.44 No additional info | {
"geo_location": "Netherlands",
"device_hash": "89b982b122f9a6b14739e1a4f85632da",
"user_agent": "Opera/8.15.(X11; Linux i686; lo-LA) Presto/2.9.184 Version/12.00",
"session_id": "f2d4d451-4b63-44a3-bd63-95133b98312f",
"risk_score": 77.28,
"confidence": 0.44
} | brooksbradley | locked | null | null | null | No additional info | Auth locked for brooksbradley via MFA from 166.7.66.44 No additional info | null | null | null | null | 166.7.66.44 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 64:42:33:78:57:69 |
53322b7c-9f07-48d0-8108-9e972ea3108a | 2025-06-04T12:17:26 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 114.76.218.78 to 189.142.171.198 No additional info noise=deal|sort|sing | {
"geo_location": "Aruba",
"device_hash": "2b94fa049a5ba3ac1eda043719aebee04f7974bd",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/9.0z3799.0 Mobile/18E680 Safari/535.2",
"session_id": "de0e2fd0-80b4-42d5-8ab0-87a4df0c09dc",
"risk_score": 2... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 114.76.218.78 to 189.142.171.198 No additional info | null | null | null | null | 114.76.218.78 | 189.142.171.198 | null | null | null | null | null | null | null | null | null | null | ICMP | 88,792 | null | null | null |
99733cf8-9cfa-4eaf-bd24-a515a976d4a0 | 2025-03-17T10:33:13 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in AWS by castroryan MITRE Technique: T1053.005 | {
"geo_location": "Italy",
"device_hash": "6d8e1035f81af79f8e2131df9d36a64052366d83",
"user_agent": "Mozilla/5.0 (Android 2.2.2; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "1b65d1b9-f5f9-4a74-a70f-e06c0c186fab",
"risk_score": 48.15,
"confidence": 0.48
} | castroryan | storage_access | null | null | null | MITRE Technique: T1053.005 | Cloud storage_access in AWS by castroryan MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | AWS | res-6afd4ba0 | null | null | null | null | null | null | null | null | null | null |
eb8bc372-c0bd-4c5c-a2af-8decf4fcfd28 | 2025-07-11T06:51:51 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 214.78.95.160:341 to 194.249.62.143:548 No additional info | {
"geo_location": "Benin",
"device_hash": "6486af42dee1f1a0a84059f4754900962ecccefc",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/7098-05-05 23:48:58 Firefox/12.0",
"session_id": "71b3f04a-8d28-403d-a399-fb53ae19555f",
"risk_score": 65.66,
"confidence": 0.52
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 214.78.95.160:341 to 194.249.62.143:548 No additional info | null | null | null | null | 214.78.95.160 | 194.249.62.143 | null | null | null | null | null | null | null | null | 341 | 548 | RDP | 216,514 | 1,656 | null | null |
4289ca39-f55f-439e-bf72-a59b0de096ac | 2025-06-25T06:46:21 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth success for laura79 via SAML from 10.168.83.188 MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Grenada",
"device_hash": "600b82ec5d327a364092faecbad03728",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/5.1)",
"session_id": "80636fa0-5502-47b4-abb6-856801ce9869",
"risk_score": 63.15,
"confidence": 0.88
} | laura79 | success | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | Auth success for laura79 via SAML from 10.168.83.188 MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | null | null | null | null | 10.168.83.188 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | e0:6c:fa:e5:05:fe |
cf1364aa-1da6-480e-98d7-349ea70437d3 | 2025-04-06T12:57:48 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: SQL Injection detected from 120.242.249.70 targeting N/A MITRE Technique: T1071.001 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Saudi Arabia",
"device_hash": "d7ebecf81935c71f6236663c1f1590e8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.34.4 (KHTML, like Gecko) Version/4.0.5 Safari/534.34.4",
"session_id": "4df88867-3e16-4354-b2fe-4d23b713a241",
"risk_score": 57.18,
"confidence": 0.98
... | null | null | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: Unusual DNS TXT records | Zeek Alert: SQL Injection detected from 120.242.249.70 targeting N/A MITRE Technique: T1071.001 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 120.242.249.70 | N/A | SQL Injection | SIG-4585 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
cde2e03a-3256-493a-84d3-5e4b4a7ef38a | 2025-01-23T21:05:56 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop UDP traffic from 222.214.155.43:983 to 10.25.70.243:221 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "85a0a057fee6740dd2defc41f238b22aac07aae05fd44b978e3d4b3081b2556e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/13.8z4736.0 Mobile/64Z447 Safari/531.0",
"session_id": "f95d0c1b-5089-49ce-... | null | drop | null | null | null | No additional info | Firewall drop UDP traffic from 222.214.155.43:983 to 10.25.70.243:221 No additional info | null | null | null | null | 222.214.155.43 | 10.25.70.243 | null | null | null | null | null | null | null | null | 983 | 221 | UDP | 486,663 | 1,861 | null | null |
e197aa60-630f-4ca6-976c-97f344ab0e6d | 2025-04-22T11:43:30 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: Domain Fronting detected from 68.25.164.124 targeting N/A MITRE Technique: T1566.001 noise=V2hldGhlci4= | {
"geo_location": "Belgium",
"device_hash": "1add7ba7972f18c71863baf63f12a45b0522f7bd",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/60.0.879.0 Safari/534.0",
"session_id": "cbb30544-0abf-4124-8836-a84fff9aa687",
"risk_score": 55.36,
"confidence": 0.67
} | null | null | null | null | null | MITRE Technique: T1566.001 | Wazuh Alert: Domain Fronting detected from 68.25.164.124 targeting N/A MITRE Technique: T1566.001 | null | null | null | null | 68.25.164.124 | N/A | Domain Fronting | SIG-3447 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
0d9007db-568e-4a2c-b386-05a9035dad8c | 2025-03-28T19:01:49 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth locked for uconway via password from 18.2.191.250 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "86a46b116afa24c266c1efe730ef1c559636e68a83bda1b11ba475ec1b47811b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.0)",
"session_id": "67a50ae8-954e-45b2-addc-fbcd178bfd7d",
"risk_score": 15.39,
"confidence": 0.25
} | uconway | locked | null | null | null | No additional info | Auth locked for uconway via password from 18.2.191.250 No additional info | null | null | null | null | 18.2.191.250 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 2a:e9:ab:d9:d0:a9 |
4c7415e8-18fd-4b20-aae8-87755ce24ad1 | 2025-03-02T14:00:52 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: Domain Fronting detected from 207.176.205.99 targeting 70.88.35.67 MITRE Technique: T1566.001 noise=main | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "58e10ba41df866051a26a0e746c51f15165d64845883b75f8529b9a6ba936fff",
"user_agent": "Opera/9.59.(Windows NT 5.1; cs-CZ) Presto/2.9.164 Version/10.00",
"session_id": "25e08fa0-4269-468c-bce7-ed087e455b2b",
"risk_score": 57.31... | null | null | null | null | null | MITRE Technique: T1566.001 | AlienVault Alert: Domain Fronting detected from 207.176.205.99 targeting 70.88.35.67 MITRE Technique: T1566.001 | null | null | null | null | 207.176.205.99 | 70.88.35.67 | Domain Fronting | SIG-8171 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
2f114e49-24ab-47b4-bf27-105f2e376b15 | 2025-02-08T15:11:04 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow UDP traffic from 147.54.75.56:44 to 123.204.31.61:668 No additional info | {
"geo_location": "Myanmar",
"device_hash": "90f780dbe47615b7147342e93ec02c4c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/4.1)",
"session_id": "b25b964a-456e-4d95-bd5f-77505276b7f9",
"risk_score": 64.61,
"confidence": 0.09
} | null | allow | null | null | null | No additional info | Firewall allow UDP traffic from 147.54.75.56:44 to 123.204.31.61:668 No additional info | null | null | null | null | 147.54.75.56 | 123.204.31.61 | null | null | null | null | null | null | null | null | 44 | 668 | UDP | 80,652 | 2,583 | null | null |
25880a66-f1c3-42f6-a29d-c1175fddf386 | 2025-03-14T07:49:02 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /capital/push.mp3 by potterdavid No additional info | {
"geo_location": "Kuwait",
"device_hash": "40dab7986a15f8da8a78c624972edbec7d7c32e8a73e14356772d4784b652f15",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.1)",
"session_id": "6a0dd0ad-2eb7-4622-88ea-1ac60c9246a3",
"risk_score": 42.38,
"confidence": 0.04
} | potterdavid | process_start | /capital/push.mp3 | 6,532 | powershell.exe | No additional info | Endpoint process_start /capital/push.mp3 by potterdavid No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4814645-b12e-429c-b7c3-0eab357f3b80 | 2025-03-25T07:47:48 | 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 Azure by igraves MITRE Technique: T1218.011 | {
"geo_location": "Latvia",
"device_hash": "190529ba5698b33591b505481696569f17a288b24d7b18042a4d2e166a00af85",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.0)",
"session_id": "62758785-1a2f-43bc-9c63-05083a5a4d49",
"risk_score": 42.62,
"confidence": 0.29
} | igraves | storage_access | null | null | null | MITRE Technique: T1218.011 | Cloud storage_access in Azure by igraves MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Azure | res-ac7e9a69 | null | null | null | null | null | null | null | null | null | null |
f9fd4ebf-916d-45d6-bb1c-040cd7f47fdc | 2025-05-15T20:28:36 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network connection from 29.157.114.246 to 100.53.20.11 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "9a4392a279ec7a69e190fd495368f2c71d9d0ec3fb8dea610041742bfc0821f4",
"user_agent": "Opera/8.18.(X11; Linux x86_64; lo-LA) Presto/2.9.185 Version/12.00",
"session_id": "c1654093-0658-4d0d-9f13-ce18fe5e0129",
"risk_score": 63.36,
"confidence": 0.59
} | null | connection | null | null | null | No additional info | Network connection from 29.157.114.246 to 100.53.20.11 No additional info | null | null | null | null | 29.157.114.246 | 100.53.20.11 | null | null | null | null | null | null | null | null | null | null | HTTPS | 215,308 | null | null | null |
1abc43ec-a495-4aa3-897f-92c36eaa6593 | 2025-04-12T17:21:29 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by warrenelizabeth No additional info | {
"geo_location": "Martinique",
"device_hash": "4f29c287d5a269df395f6dc1b43b9b54",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:10.0) Gecko/10.0 Firefox/10.0",
"session_id": "34ea8e91-31e5-4dc7-b3cf-51851a10e34a",
"risk_score": 2.76,
"confidence": 0.9
} | warrenelizabeth | membership_inference | null | null | null | No additional info | AI system membership_inference by warrenelizabeth No additional info | {
"baseline_deviation": 0.99,
"entropy": 4.12,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-2fd5363a | 9f96a8f48853f2df2f721efbbc5ac653f04bed211fc1069e64c7fd81f95f042c | 30a40fc673810ecc994b4eae4586eaa8bb9f200b | null | null | null | null | null | null | null |
cc488cd0-bcb1-4049-bf64-27f6ece30e4e | 2025-06-30T01:20:41 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by ccowan No additional info | {
"geo_location": "Bahamas",
"device_hash": "56a35dc4a780824eeb48afe14474f9c7db86d310474310e52b827475c4b9299e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/33.0.827.0 Mobile/85A194 Safari/536.0",
"session_id": "f71e0cf5-cc21-4d10-8fac-f9019dfe6... | ccowan | model_inversion | null | null | null | No additional info | AI system model_inversion by ccowan No additional info | null | null | null | null | null | null | null | null | null | null | null | model-22c37aa2 | c0884986ebedf2bea92c7c125fb7903fc6ea91ec | 7bf19af8abf4e81aa9d55a6545d0efb9e175eef2 | null | null | null | null | null | null | null |
05c93056-9f2b-4b36-837a-cbb99589e189 | 2025-04-03T23:51:03 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation No additional info noise=QXBwbHku | {
"geo_location": "Nauru",
"device_hash": "7e376dcfbd062767edd6a3f6e3163652a30f926e53f32d66cbed8b057b9c1dfb",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/55.0.813.0 Safari/532.1",
"session_id": "7afd5103-cb75-4e45-a318-23be6cb2a8db",
"risk_score": 71.92,
"con... | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-d00abbb0 | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d017ec06-9b15-435d-91e7-53fe6b786964 | 2025-02-10T07:51:09 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth failed for jacob17 via key from 26.195.41.80 No additional info noise=category/category | {
"geo_location": "Guyana",
"device_hash": "714de2a716ebdb11c6cd7a774ff2e1cf",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/26.0.826.0 Safari/531.1",
"session_id": "786e5327-096d-45b4-996a-4fac883fab9f",
"risk_score": 32.72,
"confidence": 0.62
... | jacob17 | failed | null | null | null | No additional info | Auth failed for jacob17 via key from 26.195.41.80 No additional info | null | null | null | null | 26.195.41.80 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c9:be:67:f1:4a:3a |
f56a2e0a-00ac-454c-8cb9-f48ae8b448c2 | 2025-03-23T10:22:23 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Ethiopia",
"device_hash": "bd90133f55dd26d307a22bf3fd62bba15acb1ed8219afc194039815f8817a7f1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/46.0.824.0 Safari/533.1",
"session_id": "1d1c87ba-ef02-49b2-9603-0ab6b510c319",
"risk_score": 57.54,
"c... | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | null | Thermostat | iot-d9f20282 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6455f692-27da-4bfc-92d5-bc1ba8f2fcca | 2025-02-15T00:14:26 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 218.158.195.6 to 16.79.154.109 No additional info noise=SGVhcnQu | {
"geo_location": "China",
"device_hash": "cf44d236537d8dc6f274c4e62b02c2c1ea1c3bf8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/56.0.814.0 Safari/536.0",
"session_id": "01d1fb3f-4fa6-4fbc-bc6e-75b00023cd97",
"risk_score": 52.05,
"confidence": 0.45
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 218.158.195.6 to 16.79.154.109 No additional info | null | null | null | null | 218.158.195.6 | 16.79.154.109 | null | null | null | null | null | null | null | null | null | null | HTTPS | 185,147 | null | null | null |
0a7a479c-98a6-4ffb-9356-df340f8f3c2a | 2025-01-23T08:45:32 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install series by scottpaula No additional info | {
"geo_location": "Bahamas",
"device_hash": "20e0db1c3c12db1173c63b95cb21f677a49a75d45e646973e9cfd34eb36d405b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ia-FR) AppleWebKit/533.34.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.34.2",
"session_id": "efae4099-ac2e-4ddd-9e... | scottpaula | service_install | series | 7,038 | svchost.exe | No additional info | Endpoint service_install series by scottpaula No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d6c9669a-6a0d-401e-ad56-cbb815876e49 | 2025-02-10T01:00:20 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall deny DNS traffic from 116.115.82.51:483 to 146.54.147.112:596 MITRE Technique: T1059.005 | Beaconing behavior detected | {
"geo_location": "Nauru",
"device_hash": "addee9f9f1e61d8b200c70f7c29b9d038d6b8c7e",
"user_agent": "Opera/9.27.(Windows NT 5.01; lij-IT) Presto/2.9.177 Version/11.00",
"session_id": "60581dbc-6189-4da4-9f62-919711ef5b59",
"risk_score": 53.86,
"confidence": 0.46
} | null | deny | null | null | null | MITRE Technique: T1059.005 | Beaconing behavior detected | Firewall deny DNS traffic from 116.115.82.51:483 to 146.54.147.112:596 MITRE Technique: T1059.005 | Beaconing behavior detected | null | null | null | null | 116.115.82.51 | 146.54.147.112 | null | null | null | null | null | null | null | null | 483 | 596 | DNS | 657,669 | 1,015 | null | null |
ab997c36-a7e7-4ccc-a388-d952ae13f597 | 2025-03-03T20:18:41 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Alibaba by mdavis MITRE Technique: T1486 noise=explore | {
"geo_location": "Hungary",
"device_hash": "32b86b3cdc893c27a3ffa796c397f13d8400730a386912b77fb5c4859566ead6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.0)",
"session_id": "63212e0a-bc9e-4f15-843c-5fe7df2db50a",
"risk_score": 45.21,
"confidence": 0.76
} | mdavis | lambda_execution | null | null | null | MITRE Technique: T1486 | Cloud lambda_execution in Alibaba by mdavis MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | Alibaba | res-8a54ca4f | null | null | null | null | null | null | null | null | null | null |
a06e9c35-d280-4af4-892c-99752a360598 | 2025-06-06T23:50:53 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 205.162.191.236 to 104.170.173.106 Possible protocol tunneling | {
"geo_location": "Bahrain",
"device_hash": "55f3b07f89c5062f137ce3d96a96465d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.0)",
"session_id": "aeef4455-5996-41c3-9fbc-8e28e1a49aba",
"risk_score": 43.59,
"confidence": 0.85
} | null | covert_channel | null | null | null | Possible protocol tunneling | Network covert_channel from 205.162.191.236 to 104.170.173.106 Possible protocol tunneling | {
"baseline_deviation": 0.7,
"entropy": 5.31,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 205.162.191.236 | 104.170.173.106 | null | null | null | null | null | null | null | null | null | null | TCP | 339,866 | null | null | null |
566a811e-abb7-4dc4-8a54-2794b3f6ee79 | 2025-07-01T10:21:13 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SMB traffic from 47.109.73.56:958 to 81.227.16.253:984 MITRE Technique: T1078.004 | Geo anomaly: Impossible travel detected noise=wife|people|itself | {
"geo_location": "Vanuatu",
"device_hash": "5376c83beb510202f93ff1b2c0e5c62b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9 rv:2.0; mn-MN) AppleWebKit/532.7.4 (KHTML, like Gecko) Version/4.1 Safari/532.7.4",
"session_id": "e2a68a2c-e0d0-461e-9a9a-acfc48552dd6",
"risk_score": 36.35,
"confid... | null | deny | null | null | null | MITRE Technique: T1078.004 | Geo anomaly: Impossible travel detected | Firewall deny SMB traffic from 47.109.73.56:958 to 81.227.16.253:984 MITRE Technique: T1078.004 | Geo anomaly: Impossible travel detected | null | null | null | null | 47.109.73.56 | 81.227.16.253 | null | null | null | null | null | null | null | null | 958 | 984 | SMB | 35,884 | 506 | null | null |
cf22060a-60a3-40bc-b624-5fa78b296604 | 2025-03-31T10:44:33 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny RDP traffic from 203.54.209.122:908 to 166.250.88.76:1118 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "b7b8301e950373f43d2eb627d3ea5b84b5a985dfb74477ab729edaea169a6d6f",
"user_agent": "Opera/9.74.(X11; Linux i686; ar-EG) Presto/2.9.160 Version/12.00",
"session_id": "a6572fd0-88fa-4724-8e31-32caaa2a453c",
"risk_score": 55.18,
"confidence": 0.26
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 203.54.209.122:908 to 166.250.88.76:1118 No additional info | null | null | null | null | 203.54.209.122 | 166.250.88.76 | null | null | null | null | null | null | null | null | 908 | 1,118 | RDP | 3,298 | 2,047 | null | null |
b67e4037-04de-4387-afd4-18897a73e302 | 2025-01-20T07:52:07 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by zwilliams No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "bad3a0ca6262060e0b65c5f6d1d67ddc50090b03",
"user_agent": "Opera/8.29.(Windows CE; crh-UA) Presto/2.9.172 Version/10.00",
"session_id": "e147d2e8-aa08-4eae-974c-2aeacf2c1470",
"risk_score": 20.88,
"confidence": 0.03
} | zwilliams | prompt_injection | null | null | null | No additional info | AI system prompt_injection by zwilliams No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8c0d461d | ab121f13373fdcd340bbfa8ec7a59cd4 | 3f76802f1a0456055c918d1c10b03aa5 | null | null | null | null | null | null | null |
db3f0f01-2c54-48e4-b8f9-91d25d1ae07d | 2025-01-24T13:22:49 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection natural by thomas64 MITRE Technique: T1053.005 | {
"geo_location": "Dominican Republic",
"device_hash": "063fb0291afcd8dd0747a47b3821e279",
"user_agent": "Opera/8.61.(Windows NT 5.0; br-FR) Presto/2.9.184 Version/10.00",
"session_id": "515ffd97-60af-473f-9b5c-03f6938f16bf",
"risk_score": 70.74,
"confidence": 0.76
} | thomas64 | memory_injection | natural | 5,144 | cmd.exe | MITRE Technique: T1053.005 | Endpoint memory_injection natural by thomas64 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
835dd5c8-dd94-4db3-b1e5-b83e10b84995 | 2025-02-13T06:24:53 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by kenneththompson MITRE Technique: T1190 | {
"geo_location": "Mexico",
"device_hash": "cc31fbe7f89e96b496e88b4b038fc1898589b589ef699e44a3eac0bfc067c697",
"user_agent": "Opera/8.92.(X11; Linux x86_64; fi-FI) Presto/2.9.170 Version/11.00",
"session_id": "6b61e59d-28bd-41ec-bb3b-105a783ca888",
"risk_score": 68.2,
"confidence": 0.43
} | kenneththompson | api_abuse | null | null | null | MITRE Technique: T1190 | AI system api_abuse by kenneththompson MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | model-93ac6537 | e5974df586f4c0b8e50974d2797b46e82ed366d0436438f3737715bde81a2e45 | 794733be2f4713bcaeff4a8ed3890d9c45d8b3d0a507bba24ec39fd34ba57cb9 | null | null | null | null | null | null | null |
279b85d3-7af9-4031-871a-a30ce5b0e096 | 2025-04-11T00:13:01 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in GCP by tfoster No additional info | {
"geo_location": "Guyana",
"device_hash": "6dc6f5b30dd11ada2e01dd69bf7822db050d408c",
"user_agent": "Opera/9.78.(Windows NT 5.2; ht-HT) Presto/2.9.175 Version/12.00",
"session_id": "757dc1ce-5ecb-4058-9003-a50204f9595e",
"risk_score": 46.82,
"confidence": 0.11
} | tfoster | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by tfoster No additional info | {
"baseline_deviation": 2.59,
"entropy": 3.18,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-7c936656 | null | null | null | null | null | null | null | null | null | null |
4eab3b83-9d11-4348-a396-188d19f8bb9d | 2025-02-25T21:06:31 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by felicia25 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "48b163092c38ffc3e940202b8563155cb0dab1bd96aaf8a601a640f735df157d",
"user_agent": "Opera/8.80.(X11; Linux i686; rw-RW) Presto/2.9.163 Version/10.00",
"session_id": "13ab8e21-f088-4419-9f5e-156bb43d7d79",
"risk_score": 35.82,
"confidence": 0.67
} | felicia25 | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by felicia25 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-0db11174 | null | null | null | null | null | null | null | null | null | null |
0b8b5a32-9dc7-4ee1-812e-0a034dfbd7cf | 2025-07-08T13:49:28 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity Unconventional IOC: CPU microcode changes | {
"geo_location": "France",
"device_hash": "136cc1f0f4af5e1c17175c1bb750ae51b2c9ce7867097b708670eafebc00ca55",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.0)",
"session_id": "09564950-8f35-4a42-bc5d-c41a0104d1e1",
"risk_score": 72.91,
"confidence": 0.14
} | null | unusual_activity | null | null | null | Unconventional IOC: CPU microcode changes | IoT device Thermostat unusual_activity Unconventional IOC: CPU microcode changes | null | Thermostat | iot-73d9b216 | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
96a8657a-e11a-499a-8544-f0926f499ac3 | 2025-03-14T11:02:17 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 131.195.182.236 to 81.57.186.227 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Syrian Arab Republic",
"device_hash": "78322fb62257cfd139edd1e270a4fc34",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_7) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/43.0.895.0 Safari/535.1",
"session_id": "be5cbff7-a1dc-4610-be7d-ca767c019c1f",
"risk_score": 64.52,
"confid... | null | beaconing | null | null | null | Unconventional IOC: Quantum random number deviations | Network beaconing from 131.195.182.236 to 81.57.186.227 Unconventional IOC: Quantum random number deviations | null | null | null | null | 131.195.182.236 | 81.57.186.227 | null | null | null | null | null | null | null | null | null | null | TCP | 446,467 | null | null | null |
0779600e-b850-40c1-9556-305b561fc850 | 2025-01-25T06:40:29 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism individual by david56 Associated Threat Actor: Inception Framework | {
"geo_location": "Gibraltar",
"device_hash": "60e1dfaa50e21c807290a76fc244eeff",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/16.0.898.0 Safari/531.2",
"session_id": "7d83ab13-0924-47bc-b079-93e06d37547c",
"risk_score": 41.97,
"confidence": 0.25
} | david56 | persistence_mechanism | individual | 8,157 | cmd.exe | Associated Threat Actor: Inception Framework | Endpoint persistence_mechanism individual by david56 Associated Threat Actor: Inception Framework | {
"baseline_deviation": 0.67,
"entropy": 5.86,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9a3692f1-3204-4bfa-b614-b6648fa937f8 | 2025-04-05T18:04:05 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 138.1.34.216 to 152.213.166.131 MITRE Technique: T1566.001 | {
"geo_location": "Malawi",
"device_hash": "1b816bb30f25ada558418863e7b3c0e82ab927f4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.22.7 (KHTML, like Gecko) Version/5.0.4 Safari/535.22.7",
"session_id": "9596dc10-aa7f-49a8-8f13-74d551208801",
"risk_score": 25.04,
"confidence": 0.... | null | disconnection | null | null | null | MITRE Technique: T1566.001 | Network disconnection from 138.1.34.216 to 152.213.166.131 MITRE Technique: T1566.001 | null | null | null | null | 138.1.34.216 | 152.213.166.131 | null | null | null | null | null | null | null | null | null | null | TCP | 204,739 | null | null | null |
cbdd0e45-fe63-4553-a9f9-f01b0ec18823 | 2025-03-20T03:56:16 | ids_alert | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Vectra AI Alert: Living-off-the-Land detected from 155.56.20.26 targeting N/A No additional info | {
"geo_location": "North Korea",
"device_hash": "4c873a96a580d8ea5ec3342d424499d9",
"user_agent": "Opera/9.94.(X11; Linux x86_64; ve-ZA) Presto/2.9.168 Version/12.00",
"session_id": "a279784f-e092-4d15-bc08-0e4b3bd094ca",
"risk_score": 43.35,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Vectra AI Alert: Living-off-the-Land detected from 155.56.20.26 targeting N/A No additional info | null | null | null | null | 155.56.20.26 | N/A | Living-off-the-Land | SIG-1265 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
3be4d230-fbc8-4b23-a983-46c4f6c93001 | 2025-01-27T04:12:26 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Domain Fronting detected from 51.147.70.240 targeting 99.208.93.76 MITRE Technique: T1059.001 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Iran",
"device_hash": "1200e378236515327bd5105880bbfb87b96cdf52",
"user_agent": "Mozilla/5.0 (Windows 95; fr-FR; rv:1.9.0.20) Gecko/6362-06-19 15:28:50 Firefox/9.0",
"session_id": "c93e67a3-b51b-4f75-bf06-8e428ea41950",
"risk_score": 75.52,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: GPU memory artifacts | Tanium Alert: Domain Fronting detected from 51.147.70.240 targeting 99.208.93.76 MITRE Technique: T1059.001 | Unconventional IOC: GPU memory artifacts | null | null | null | null | 51.147.70.240 | 99.208.93.76 | Domain Fronting | SIG-5982 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
cb5203dd-0f1e-4511-939b-056ed31f6eb6 | 2025-04-05T02:39:39 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for melaniejohnson via OAuth from 200.142.108.160 No additional info | {
"geo_location": "Mauritania",
"device_hash": "8a7221779784297095beaf66cb3eff3599284380",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.38.6 (KHTML, like Gecko) Version/5.0.3 Safari/535.38.6",
"session_id": "31e0dbc0-fc69-4199-80e2-c4b781d9c4fe",
"risk_score": 48.37,
"confidence"... | melaniejohnson | timeout | null | null | null | No additional info | Auth timeout for melaniejohnson via OAuth from 200.142.108.160 No additional info | null | null | null | null | 200.142.108.160 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 3d:3f:ff:06:e0:06 |
9f25e29e-5935-4518-8077-c2f0198fa8dd | 2025-04-28T03:43:41 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /although/only.xlsx by teresayang MITRE Technique: T1078.004 | Associated Threat Actor: APT29 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Norway",
"device_hash": "535cb94a86010f032ebc992638ccfd6a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "c14677e7-e273-4c56-96bb-8da76470f57f",
"risk_score": 46.52,
"confidence": 0.74
} | teresayang | memory_injection | /although/only.xlsx | 8,049 | svchost.exe | MITRE Technique: T1078.004 | Associated Threat Actor: APT29 | Unconventional IOC: GPU memory artifacts | Endpoint memory_injection /although/only.xlsx by teresayang MITRE Technique: T1078.004 | Associated Threat Actor: APT29 | Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8a2d65b9-c4e9-4b23-a88a-a112f902f7a0 | 2025-02-08T15:44:32 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: Supply Chain Compromise detected from 185.172.129.151 targeting 53.156.17.110 No additional info noise=99EF3438 | {
"geo_location": "Nauru",
"device_hash": "3935238359a4e401f22a620b5be9527b",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/50.0.856.0 Safari/532.1",
"session_id": "e097949d-b95c-4641-922c-d887b45a4944",
"risk_score": 59.41,
"confidence": 0.44
} | null | null | null | null | null | No additional info | ArcSight Alert: Supply Chain Compromise detected from 185.172.129.151 targeting 53.156.17.110 No additional info | null | null | null | null | 185.172.129.151 | 53.156.17.110 | Supply Chain Compromise | SIG-1918 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
818d080c-6678-4e38-bf67-99cb209e8c54 | 2025-05-20T20:34:17 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 28.39.239.216 to 128.40.14.194 No additional info noise=wp-content/tags/blog | {
"geo_location": "South Africa",
"device_hash": "23a1deb7dbc6a6d075572514660535ca",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.0)",
"session_id": "caf2d11a-2a2f-4576-8098-351dd27bd446",
"risk_score": 46.91,
"confidence": 0.16
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 28.39.239.216 to 128.40.14.194 No additional info | null | null | null | null | 28.39.239.216 | 128.40.14.194 | null | null | null | null | null | null | null | null | null | null | ICMP | 306,311 | null | null | null |
80e5cfd1-e8f5-48f9-b468-8ded5094a76c | 2025-06-23T04:49:05 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by marklee MITRE Technique: T1059.001 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "f82ce5e70ad551ec3157bc34be4e22702927aaf37bca7b8ab7951726e24a6ac7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; cy-GB) AppleWebKit/533.48.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6533.48.6",
"session_i... | marklee | crypto_mining | null | null | null | MITRE Technique: T1059.001 | Cloud crypto_mining in OCI by marklee MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | OCI | res-5d998c02 | null | null | null | null | null | null | null | null | null | null |
6b7ee36c-194e-48e1-8fc0-0c44b8499fca | 2025-06-07T05:03:42 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for mturner via key from 186.51.109.53 MITRE Technique: T1059.001 | {
"geo_location": "Germany",
"device_hash": "db2e267892ed3993b81e7a2028082aeae94caad112a558b30153e63354774850",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/14.0.873.0 Safari/536.1",
"session_id": "160ab49d-69a9-47e3-b516-a399dbc3ea98",
"risk_score": 45.24,
... | mturner | locked | null | null | null | MITRE Technique: T1059.001 | Auth locked for mturner via key from 186.51.109.53 MITRE Technique: T1059.001 | {
"baseline_deviation": 2.36,
"entropy": 2.13,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 186.51.109.53 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c3:7b:90:6d:c2:41 |
204e98be-2a15-4daf-82bb-50f2d33b3917 | 2025-06-03T17:22:13 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by caldwelljill No additional info | {
"geo_location": "Zambia",
"device_hash": "d914290e5dd14fced3a147943ece3aca6003b75bcd074094486e3c67548e6d2e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; quz-PE) AppleWebKit/534.10.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6534.10.7",
"session_id": "ec0db6f5-c4d6-496a-ab... | caldwelljill | api_abuse | null | null | null | No additional info | AI system api_abuse by caldwelljill No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c573b4fc | 6b2f3d7b7c6e3a6ae02d1446e7746c78 | 7b261301391766bd51c9ab7bd8128a7a7790302e | null | null | null | null | null | null | null |
fe76fa31-714c-4dca-aa29-01b28361172e | 2025-04-27T17:06:31 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Credential Stuffing detected from 190.159.4.250 targeting 117.224.194.197 No additional info | {
"geo_location": "Fiji",
"device_hash": "3f641b5e13bb9d354d0f180fd41e23a1",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_8 rv:3.0; yue-HK) AppleWebKit/532.7.4 (KHTML, like Gecko) Version/4.0 Safari/532.7.4",
"session_id": "1fd6cbae-bed8-461b-b1a9-7302ecd16e45",
"risk_score": 60.58,
"confidence"... | null | null | null | null | null | No additional info | QRadar Alert: Credential Stuffing detected from 190.159.4.250 targeting 117.224.194.197 No additional info | null | null | null | null | 190.159.4.250 | 117.224.194.197 | Credential Stuffing | SIG-2648 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
d3ab8a05-64d8-4b10-8b56-2bff52f4e11c | 2025-04-08T19:20:44 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network connection from 68.150.2.86 to 17.48.18.109 MITRE Technique: T1547.001 | {
"geo_location": "Guyana",
"device_hash": "b4a6f1eb1b3ff45293def8d28337f3a2a8cae9a32c4ec4e5b0491848b4fee5a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.0)",
"session_id": "9409324a-103c-4809-9d16-b3662c5820f7",
"risk_score": 21.93,
"confidence": 0.59
} | null | connection | null | null | null | MITRE Technique: T1547.001 | Network connection from 68.150.2.86 to 17.48.18.109 MITRE Technique: T1547.001 | null | null | null | null | 68.150.2.86 | 17.48.18.109 | null | null | null | null | null | null | null | null | null | null | HTTPS | 306,448 | null | null | null |
c0bfca1d-8bcb-4d4a-8928-e4418710cffb | 2025-02-02T06:54:39 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper MITRE Technique: T1574.002 | {
"geo_location": "Belize",
"device_hash": "4d1301846f7241f506f33d2cd2529e7bd3bae0d7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.1)",
"session_id": "4c342db4-828c-4795-a47f-ba79d8e11aec",
"risk_score": 61.79,
"confidence": 0.51
} | null | physical_tamper | null | null | null | MITRE Technique: T1574.002 | IoT device Sensor physical_tamper MITRE Technique: T1574.002 | null | Sensor | iot-2c3559b9 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57d86595-b079-4fc1-b31a-ce6989b2e329 | 2025-06-28T06:51:57 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC command_injection No additional info noise=D6BDF6E2 | {
"geo_location": "Mauritius",
"device_hash": "0121de46f7ae093e08186446f72ba32751a380eb720de244d24e092db42dbd03",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/5.0)",
"session_id": "7c1c090f-8c94-492b-a35b-ffb4d1d81c0e",
"risk_score": 44.77,
"confidence": 0.43
} | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-f4ac9a50 | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c9e3904-1174-4cee-9a8a-fbc802b0c209 | 2025-07-10T11:12:52 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTP traffic from 71.136.47.119:411 to 160.107.234.216:105 No additional info | {
"geo_location": "Chile",
"device_hash": "ded10ac0a93a3c6741b3e3bd732b2206a5b2c145",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ru-UA) AppleWebKit/532.13.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.13.2",
"session_id": "9703b9f9-abf2-48be-b0be-762133ade25d",
"risk_... | null | inspect | null | null | null | No additional info | Firewall inspect HTTP traffic from 71.136.47.119:411 to 160.107.234.216:105 No additional info | null | null | null | null | 71.136.47.119 | 160.107.234.216 | null | null | null | null | null | null | null | null | 411 | 105 | HTTP | 526,068 | 1,102 | null | null |
55efd91e-8719-48c9-8604-30945106ba2b | 2025-06-03T07:06:24 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by victoria68 No additional info noise=posts/blog | {
"geo_location": "Pitcairn Islands",
"device_hash": "6402521e3bb9529c2c79daa1ee235e13d1b9f470",
"user_agent": "Opera/8.96.(X11; Linux i686; iu-CA) Presto/2.9.161 Version/12.00",
"session_id": "54ebb90f-2041-437d-b762-a5ef2ab704e3",
"risk_score": 81.82,
"confidence": 0.65
} | victoria68 | membership_inference | null | null | null | No additional info | AI system membership_inference by victoria68 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fcc805ab | 38600bbfec556e46537758255838af49 | 0187ed43584e5251fcb1909a65cdf04c | null | null | null | null | null | null | null |
99af6e82-d627-427f-b58b-17081847fb1a | 2025-04-08T01:26:42 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for cesar97 via biometric from 41.123.114.225 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "27940df756717bd54a954021721f45e8ae0c128ffd0235cd32bae9adef2f70de",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/11.9z8311.0 Mobile/48N818 Safari/534.2",
"session_id": "fe378384-... | cesar97 | bypass | null | null | null | No additional info | Auth bypass for cesar97 via biometric from 41.123.114.225 No additional info | null | null | null | null | 41.123.114.225 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 15:af:aa:cc:be:80 |
f238038b-8b6b-4a7b-a6a0-6d3ee09627ce | 2025-06-11T08:29:43 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /account/federal.numbers by jacqueline64 No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "b92ec2ceae018bd3959a80af426ac761814cb7b5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/4.1)",
"session_id": "1a75f87f-2208-4eab-a51c-c7f27bba9d05",
"risk_score": 49.65,
"confidence": 0.7
} | jacqueline64 | wmi_exec | /account/federal.numbers | 6,782 | cmd.exe | No additional info | Endpoint wmi_exec /account/federal.numbers by jacqueline64 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4a14b28-c4b2-4bf3-9ebb-edc1947d9b8c | 2025-05-15T23:30:51 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by qchapman MITRE Technique: T1543.003 | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "57ff9be92209cb84f8338d210e42b1de",
"user_agent": "Opera/9.44.(Windows NT 10.0; mai-IN) Presto/2.9.189 Version/12.00",
"session_id": "cef945c5-fc76-469c-a278-01f9d8f230ea",
"risk_score": 23.88,
"confidence": 0.95
} | qchapman | model_inversion | null | null | null | MITRE Technique: T1543.003 | AI system model_inversion by qchapman MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | model-91b96309 | ba4477a907b34777e42d9ba2a4e6062b | 4bc241827966117435b2c30c186aae79dcd41c67 | null | null | null | null | null | null | null |
ef574435-a13a-4b05-a823-65246b98f1c7 | 2022-05-08T00:08:38 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Cloud API Abuse detected from 1.184.175.212 targeting 193.81.153.65 Associated Threat Actor: FIN7 | {
"geo_location": "Russia",
"device_hash": "04a0a170781e97ff8e9703a0359f21fe",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/55.0.838.0 Safari/536.2",
"session_id": "b8b82e8e-4e6b-4ab6-a997-fd1bc0f139d3",
"risk_score": 49.42,
"confidence": 0.37
} | null | null | null | null | null | Associated Threat Actor: FIN7 | AlienVault Alert: Cloud API Abuse detected from 1.184.175.212 targeting 193.81.153.65 Associated Threat Actor: FIN7 | null | null | null | null | 1.184.175.212 | 193.81.153.65 | Cloud API Abuse | SIG-3428 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
d022b2d3-8602-40be-aff3-b78166707620 | 2025-02-01T22:50:43 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 110.251.244.27 to 164.182.152.131 No additional info | {
"geo_location": "Malaysia",
"device_hash": "7f8f676727a5289bf47e60d52844a9e033358bb47b49aaa8c6cfdf55f9e2a310",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; mai-IN; rv:1.9.1.20) Gecko/2117-11-25 05:36:48 Firefox/3.8",
"session_id": "4d9234e0-306f-4a6e-b9d7-899f412da6da",
"risk_score": 21.85,
"confidence": 0... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 110.251.244.27 to 164.182.152.131 No additional info | {
"baseline_deviation": 0.51,
"entropy": 3.17,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 110.251.244.27 | 164.182.152.131 | null | null | null | null | null | null | null | null | null | null | ICMP | 637,124 | null | null | null |
18615444-7798-4f31-9ccf-db4ad96d7bac | 2025-05-16T09:09:20 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in OCI by paulpatel No additional info | {
"geo_location": "New Zealand",
"device_hash": "802d2c2e17d38e967288155975978eee92ca4f4a3ef2e6cb8b9ca367823a141b",
"user_agent": "Opera/8.58.(Windows NT 5.1; bo-IN) Presto/2.9.174 Version/11.00",
"session_id": "78b579dd-4f60-43bd-979d-62108fc5a2b9",
"risk_score": 76.32,
"confidence": 0.73
} | paulpatel | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by paulpatel No additional info | null | null | null | null | null | null | null | null | null | OCI | res-096f2868 | null | null | null | null | null | null | null | null | null | null |
2d1cb4b2-5d4f-4a81-b24f-1e29f1ce8db6 | 2025-05-13T09:43:21 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 1.136.156.33 to 44.162.242.166 MITRE Technique: T1078.004 | {
"geo_location": "Palau",
"device_hash": "4ba35d0b90ef4866bc24306f0f908b0746ad1d23",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/36.0.813.0 Safari/536.1",
"session_id": "7c3a6e63-2be7-445c-85af-e4eb94bb6aad",
"risk_score": 60.3,
"confidence": 0.21
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1078.004 | Network bandwidth_usage from 1.136.156.33 to 44.162.242.166 MITRE Technique: T1078.004 | null | null | null | null | 1.136.156.33 | 44.162.242.166 | null | null | null | null | null | null | null | null | null | null | HTTPS | 846,966 | null | null | null |
52a37fe2-9963-4228-9e92-b229d77791d0 | 2025-06-28T14:40:35 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop UDP traffic from 145.235.205.239:332 to 105.252.210.58:585 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "5474bba0a044fac00e90a3420121fa4b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ast-ES) AppleWebKit/533.39.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.39.2",
"session_id": "759241d4-6b3c-460f-bce4-4fc4cee56acd",
"r... | null | drop | null | null | null | No additional info | Firewall drop UDP traffic from 145.235.205.239:332 to 105.252.210.58:585 No additional info | null | null | null | null | 145.235.205.239 | 105.252.210.58 | null | null | null | null | null | null | null | null | 332 | 585 | UDP | 485,969 | 1,784 | null | null |
27c6ef50-694c-4ca6-a153-468d2a02544a | 2025-06-09T15:13:16 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth timeout for rlester via password from 186.235.45.117 No additional info | {
"geo_location": "Estonia",
"device_hash": "49c2c0d2c63535869508f6972a0408a6656e4194a487cbebcd7de58154e82a72",
"user_agent": "Mozilla/5.0 (Android 2.3.2; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "a842ce32-44c7-4873-a218-389b95b927ec",
"risk_score": 56.32,
"confidence": 0.72
} | rlester | timeout | null | null | null | No additional info | Auth timeout for rlester via password from 186.235.45.117 No additional info | null | null | null | null | 186.235.45.117 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | f3:6e:4c:87:66:ae |
638d82c8-4541-4cc0-9073-3f9ed68c8043 | 2025-01-23T09:19:22 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: MFA Bypass detected from 10.24.75.215 targeting 10.92.43.74 MITRE Technique: T1071.001 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Guadeloupe",
"device_hash": "f85903e39952f17fef3d612e763545af17bc7fed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.0)",
"session_id": "9cee13c5-bcc8-4767-b0fb-3e5aed3653a0",
"risk_score": 49.14,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Cobalt Group | Palo Alto Cortex Alert: MFA Bypass detected from 10.24.75.215 targeting 10.92.43.74 MITRE Technique: T1071.001 | Associated Threat Actor: Cobalt Group | null | null | null | null | 10.24.75.215 | 10.92.43.74 | MFA Bypass | SIG-9428 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
e49d5ef1-0aa0-416f-9dee-49ef904aabd1 | 2025-04-08T21:58:44 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: DNS Tunneling detected from 133.76.141.99 targeting 10.130.60.127 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "c728d764cd4879a8e7eb3a97f49170872099f2cae705964863bb011028f5f052",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/23.0.866.0 Mobile/50C367 Safari/533.2",
"session_id": "0f4dad92-dee6-48e3-8ad7-a17e4b... | null | null | null | null | null | No additional info | AlienVault Alert: DNS Tunneling detected from 133.76.141.99 targeting 10.130.60.127 No additional info | null | null | null | null | 133.76.141.99 | 10.130.60.127 | DNS Tunneling | SIG-7154 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
7f784a27-c1d6-4fc5-8f56-574d1a8a055c | 2025-02-22T16:23:38 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 16.221.94.226:36254 to 177.92.144.2:59958 MITRE Technique: T1218.011 | {
"geo_location": "Switzerland",
"device_hash": "89c507d97cb486d5140e9dda1747ba2f95cdd96d33f4b47e2b0daba0754584d1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; aa-ET) AppleWebKit/531.39.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6531.39.7",
"session_id": "0666fd6b-167d-4b0... | null | allow | null | null | null | MITRE Technique: T1218.011 | Firewall allow DNS traffic from 16.221.94.226:36254 to 177.92.144.2:59958 MITRE Technique: T1218.011 | {
"baseline_deviation": 2.64,
"entropy": 5.05,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 16.221.94.226 | 177.92.144.2 | null | null | null | null | null | null | null | null | 36,254 | 59,958 | DNS | 415,624 | 2,194 | null | null |
2131be2e-b3dc-4463-81f8-488b20e9878a | 2025-05-16T22:25:03 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth bypass for longmary via biometric from 73.33.28.17 Unconventional IOC: ACPI table modifications noise=T2NjdXIgVFYu | {
"geo_location": "Kuwait",
"device_hash": "3c59ded1b68ed1043869d0874e94322603005371d69a92de3500c8c7d1c2c4d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "8200fb1b-baca-46f7-89e8-6ac83108a1b0",
"risk_score": 82.21,
"confidence": 0.93
} | longmary | bypass | null | null | null | Unconventional IOC: ACPI table modifications | Auth bypass for longmary via biometric from 73.33.28.17 Unconventional IOC: ACPI table modifications | null | null | null | null | 73.33.28.17 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 08:4b:f7:f0:71:18 |
4ffa6b2e-f6e5-404d-b1ac-c0fc4de0e7c4 | 2022-03-11T04:54:16 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by patelemily No additional info noise=tags/explore/posts | {
"geo_location": "Sweden",
"device_hash": "20407771ed40dc31a3e115058417c135",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_9; rv:1.9.2.20) Gecko/4404-04-17 02:58:57 Firefox/3.8",
"session_id": "fe823252-aeb8-444d-b01b-7dfbe42ae6e7",
"risk_score": 35.66,
"confidence": 0.6
} | patelemily | adversarial_input | null | null | null | No additional info | AI system adversarial_input by patelemily No additional info | null | null | null | null | null | null | null | null | null | null | null | model-98773b82 | a04ca0c23350f5e0f24cab592e0122aed13db76210e1884849f533c63295bc24 | 6573c263f4709e8fd775802e87ae4112051d2dea | null | null | null | null | null | null | null |
296dfed4-9354-42df-87fc-b72548eb8a4c | 2025-06-23T12:57:18 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for tbaker via passwordless from 62.9.247.191 No additional info | {
"geo_location": "Lebanon",
"device_hash": "2a99bd90030fd9e03504b948c3b6230abfff2808f38ee4548cd6a36658c3126b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/21.0.850.0 Safari/531.2",
"session_id": "cbf862c6-f007-4e45-8101-2b2a4d527bdc",
"risk_scor... | tbaker | failed | null | null | null | No additional info | Auth failed for tbaker via passwordless from 62.9.247.191 No additional info | null | null | null | null | 62.9.247.191 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 15:4d:af:34:8a:c7 |
76e3875b-64f0-4748-bece-fd8ae44dbab7 | 2025-01-21T17:20:29 | ai | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by clarkevan Associated Threat Actor: Equation Group | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "936b8841d0621826e2e5783fc81589348a48500132f17c31c08bce8ed37dd5f9",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/23.0.899.0 Safari/534.2",
"session_id": "f26d112b-250c-4ac5-8eef-6652cc5dc9a3",
"risk_... | clarkevan | prompt_injection | null | null | null | Associated Threat Actor: Equation Group | AI system prompt_injection by clarkevan Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | model-82271fb0 | 389282498a9c2e21a93d11caf980fe2dc8ce0c42 | 35275e8c33fbd600bfef6ce2e8ac0442537fc532 | null | null | null | null | null | null | null |
d18c3b27-561e-4983-8169-bbdf6bfdb5fe | 2025-02-01T09:53:01 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change sit by elizabeth58 MITRE Technique: T1059.001 | Fileless execution detected | {
"geo_location": "American Samoa",
"device_hash": "ae7c46c78f7a210cef82965171a45af9",
"user_agent": "Opera/9.51.(Windows NT 5.1; be-BY) Presto/2.9.176 Version/12.00",
"session_id": "03c5cacd-c2d2-4ba3-9b21-c00e14c3df86",
"risk_score": 79.13,
"confidence": 0.36
} | elizabeth58 | registry_change | sit | 9,574 | powershell.exe | MITRE Technique: T1059.001 | Fileless execution detected | Endpoint registry_change sit by elizabeth58 MITRE Technique: T1059.001 | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
546c55f4-b6c1-4c05-bf3d-cdf1f5c4feff | 2025-04-03T04:01:06 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: DNS Tunneling detected from 48.115.226.90 targeting N/A No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "893c63db4e67c19d477572c927017d96",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/63.0.844.0 Safari/534.0",
"session_id": "4097ff16-089f-420c-8e0d-52fdf97a8559",
"risk_score": 55.52,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Tanium Alert: DNS Tunneling detected from 48.115.226.90 targeting N/A No additional info | null | null | null | null | 48.115.226.90 | N/A | DNS Tunneling | SIG-9445 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b93faabb-7ca3-4b3c-8b54-707db35da55b | 2025-04-14T15:26:23 | cloud | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in AWS by misty67 No additional info | {
"geo_location": "Zambia",
"device_hash": "dda515a5d39611807635626f0f5e33622525ea3cfffc0ab95c3b340e984d17a3",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/50.0.851.0 Safari/532.2",
"session_id": "2ecf34f3-b706-49da-b362-c0285bef64e9",
"risk_score": 55.83,
"confi... | misty67 | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by misty67 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-60c0b4a2 | null | null | null | null | null | null | null | null | null | null |
708d33f9-7633-4d6e-9254-f9ce127a3e11 | 2025-05-12T20:22:08 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 55.111.3.78 to 206.205.168.51 No additional info | {
"geo_location": "Moldova",
"device_hash": "bd30cdc96bc9de3cacdfe61a75317eb1c3900a95",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/31.0.869.0 Safari/536.0",
"session_id": "8d07b522-2c7b-47da-a2ea-4bd4235671e8",
"risk_score": 29.82,
"confidence": 0.49
} | null | beaconing | null | null | null | No additional info | Network beaconing from 55.111.3.78 to 206.205.168.51 No additional info | null | null | null | null | 55.111.3.78 | 206.205.168.51 | null | null | null | null | null | null | null | null | null | null | UDP | 843,431 | null | null | null |
502fea69-2b9b-4242-a994-1c58d131a445 | 2025-01-18T18:37:55 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera protocol_violation No additional info noise=5AC70377 | {
"geo_location": "China",
"device_hash": "8f5c7bd082ee30da0f6ef9b8a2e3b028bd3888f74ac15567f60b77421384b7e7",
"user_agent": "Opera/8.11.(Windows NT 6.1; mn-MN) Presto/2.9.161 Version/10.00",
"session_id": "da7945cf-a927-4ed7-8e04-efa981e95e12",
"risk_score": 46.5,
"confidence": 0.41
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-30f979cd | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b67e4199-74c0-441d-911e-b1cffb1d4ab6 | 2025-04-26T23:33:34 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Yemen",
"device_hash": "0ba1453c73b8379f51ec2bbf4ac72afd9f1a6a8e",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/60.0.853.0 Safari/536.1",
"session_id": "bed3410e-d99b-422c-98c5-79977692d518",
"risk_score": 3.78,
"confidence": 0.22
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | {
"baseline_deviation": 0.96,
"entropy": 7.84,
"frequency_anomaly": false,
"sequence_anomaly": false
} | HVAC | iot-8c30260d | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aab6ab35-3205-4a40-baa4-ed651a568b44 | 2025-04-22T17:25:15 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in GCP by benjamingutierrez No additional info | {
"geo_location": "China",
"device_hash": "e59e567169d2cbb9d135e60d0ded206e6f89e005",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "b5c04972-ecd0-4265-b3e4-2a9c18f19596",
"risk_score": 37.72,
"confidence": 0.66
} | benjamingutierrez | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by benjamingutierrez No additional info | null | null | null | null | null | null | null | null | null | GCP | res-720b2458 | null | null | null | null | null | null | null | null | null | null |
9b3aada5-e19a-4d63-8cb9-ae5641292e76 | 2025-01-15T15:40:38 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity No additional info noise=tags/main/app | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "114c9ba454b4e867f6c9337f530641df",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_5 rv:5.0; as-IN) AppleWebKit/533.1.5 (KHTML, like Gecko) Version/5.0.3 Safari/533.1.5",
"session_id": "4cef6686-da86-4a4f-9479-18586bdfe29... | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-328134c3 | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0a53b951-8a08-4f69-b069-7107fccd0810 | 2025-06-25T04:24:50 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall deny RDP traffic from 59.181.165.157:31975 to 155.55.64.98:643 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "d404a627462cbfde7b5024af212c69c86cb5decef1181bde9816c3ff0189488c",
"user_agent": "Opera/9.95.(Windows NT 4.0; ha-NG) Presto/2.9.165 Version/12.00",
"session_id": "eea80e50-e6e2-4301-8067-b1cfddd2544c",
"risk_score": 61.66,
"confidence": 0.62
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 59.181.165.157:31975 to 155.55.64.98:643 No additional info | null | null | null | null | 59.181.165.157 | 155.55.64.98 | null | null | null | null | null | null | null | null | 31,975 | 643 | RDP | 373,230 | 2,456 | null | null |
12f3fa4a-d7dc-4c07-9933-abc6f5aaecf3 | 2025-04-12T21:54:18 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: MFA Bypass detected from 217.222.191.102 targeting N/A No additional info | {
"geo_location": "Australia",
"device_hash": "1df2f6a5316dc2bc41a4bb31f8a66a070d3c2472",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/29.0.813.0 Safari/534.2",
"session_id": "19f781c2-1e08-49ca-b5a4-d3e180ad7d3a",
"risk_score": 85.81,
"confidence": 0.99
} | null | null | null | null | null | No additional info | Zeek Alert: MFA Bypass detected from 217.222.191.102 targeting N/A No additional info | null | null | null | null | 217.222.191.102 | N/A | MFA Bypass | SIG-1563 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
738b20a6-54a3-4e66-8853-5d01d05ebe4b | 2025-04-17T16:42:49 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task morning by brittneyadams MITRE Technique: T1071.001 | Associated Threat Actor: APT41 | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "5c0845dcaf677432b78a0e94e4ab066f7f1c2dfdca7f8e8c59513de4b73842fc",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/16.0.893.0 Safari/534.1",
"session_id": "77e57455-cfb6-4da2-bb26-3a0a7d9aeca3",
... | brittneyadams | scheduled_task | morning | 9,962 | svchost.exe | MITRE Technique: T1071.001 | Associated Threat Actor: APT41 | Endpoint scheduled_task morning by brittneyadams MITRE Technique: T1071.001 | 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 |
bb9812dc-be3f-48ca-a0ec-f9da16a24c4d | 2025-01-25T18:54:13 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "France",
"device_hash": "39f9ef9631565a33d2e7e2ef553ac8f7d9d8ff165c1cc726ae80c3185b2b5cfe",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/30.0.828.0 Safari/536.1",
"session_id": "a30daccc-bf39-486f-aad1-f961c25846d5",
"risk_score": 65.06,
"confi... | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-b2fb9246 | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
01e81c09-3a1f-4926-8399-bcc90dc3d688 | 2025-06-27T11:37:57 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth locked for nhumphrey via biometric from 153.53.59.166 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "c6d93ea11b66ce1fb30dd857298961a9a35ecb6fcad042912fa5940872ad8da1",
"user_agent": "Opera/8.99.(X11; Linux i686; en-AG) Presto/2.9.178 Version/12.00",
"session_id": "5a1a496f-0ac1-4912-a420-baada68485e7",
"risk_score": 54.24,
"confidenc... | nhumphrey | locked | null | null | null | No additional info | Auth locked for nhumphrey via biometric from 153.53.59.166 No additional info | null | null | null | null | 153.53.59.166 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 85:c3:13:73:db:d9 |
0455802a-605e-43e7-9291-b88499f01b5c | 2025-05-12T01:36:24 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /best/right.html by kaitlinross Unconventional IOC: Quantum random number deviations | {
"geo_location": "Andorra",
"device_hash": "a59de9590622f2db76ddbd3e865a535c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/61.0.867.0 Safari/535.0",
"session_id": "a95d2adf-7fd3-4d3b-aefb-eaf4bb3d0639",
"risk_score": 100,
"confidence": 0.94
} | kaitlinross | wmi_exec | /best/right.html | 3,064 | explorer.exe | Unconventional IOC: Quantum random number deviations | Endpoint wmi_exec /best/right.html by kaitlinross Unconventional IOC: Quantum random number deviations | {
"baseline_deviation": 2.53,
"entropy": 4.3,
"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 |
32d571a7-5139-433d-976c-852be8de184d | 2025-05-25T12:22:38 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel MITRE Technique: T1486 | {
"geo_location": "Comoros",
"device_hash": "6592fffe93bfd72ab2abbcd2342756bf",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4591-05-19 20:16:41 Firefox/3.6.12",
"session_id": "d1bb7aaa-e1fe-4737-a4d9-3911dc41a241",
"risk_score": 61.47,
"confidence": 0.33
} | null | side_channel | null | null | null | MITRE Technique: T1486 | IoT device Medical side_channel MITRE Technique: T1486 | null | Medical | iot-686157bd | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a1ba7d24-fd7b-4870-bac6-804db1c1f342 | 2025-03-05T03:38:59 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 131.59.235.120 to 10.19.83.137 Associated Threat Actor: Inception Framework | {
"geo_location": "Guadeloupe",
"device_hash": "f093f5720a63cd0cfc393c68f4158ade",
"user_agent": "Opera/9.19.(Windows NT 5.1; ps-AF) Presto/2.9.169 Version/12.00",
"session_id": "4573284b-c049-4967-94ce-38029a5812d3",
"risk_score": 36.58,
"confidence": 0.28
} | null | latency_spike | null | null | null | Associated Threat Actor: Inception Framework | Network latency_spike from 131.59.235.120 to 10.19.83.137 Associated Threat Actor: Inception Framework | null | null | null | null | 131.59.235.120 | 10.19.83.137 | null | null | null | null | null | null | null | null | null | null | HTTP | 645,265 | null | null | null |
6d9799c4-9e6c-4dd1-b722-d2afb8a51b8d | 2025-03-15T12:43:12 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by jeffrey13 No additional info | {
"geo_location": "Georgia",
"device_hash": "f8d074e828a4819293d92d28244a8a764eb6efce",
"user_agent": "Opera/8.64.(X11; Linux i686; mr-IN) Presto/2.9.178 Version/10.00",
"session_id": "9af37978-0ae1-4be9-a6f0-ca7d4a99d7cb",
"risk_score": 35.28,
"confidence": 0.99
} | jeffrey13 | model_inversion | null | null | null | No additional info | AI system model_inversion by jeffrey13 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-36de726a | 698fd9d1c80a6dcc95772451ab814750d6facd2d | da790ebb73d2ed5f219b6dd542398635 | null | null | null | null | null | null | null |
3863d53d-072f-4dcf-b9b5-00492306c924 | 2025-07-01T08:41:30 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical sensor_spoofing MITRE Technique: T1059.001 | {
"geo_location": "Korea",
"device_hash": "485b134f70ed3fe105f7a172c0bc2ee3d0228bab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.0)",
"session_id": "4b28ad9c-103f-45d9-9053-7e9d137ff76b",
"risk_score": 41,
"confidence": 0.24
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1059.001 | IoT device Medical sensor_spoofing MITRE Technique: T1059.001 | null | Medical | iot-aa40916e | 10.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e45faa07-cb6f-4fca-952b-438d9faa9303 | 2025-06-27T21:09:11 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Container Escape detected from 79.122.202.145 targeting N/A MITRE Technique: T1204.002 | {
"geo_location": "Mayotte",
"device_hash": "ce65809d152ae03697caab2affa4a22b79e881ab",
"user_agent": "Opera/8.78.(Windows NT 6.0; zu-ZA) Presto/2.9.182 Version/10.00",
"session_id": "14accbe6-608b-44eb-9198-58580dbfca68",
"risk_score": 13.1,
"confidence": 0.26
} | null | null | null | null | null | MITRE Technique: T1204.002 | Suricata Alert: Container Escape detected from 79.122.202.145 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | 79.122.202.145 | N/A | Container Escape | SIG-8591 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
93054a01-36b4-4b0e-8533-45f7c93f001d | 2025-03-29T10:42:52 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: MFA Bypass detected from 32.28.122.67 targeting 220.150.111.95 No additional info | {
"geo_location": "Kuwait",
"device_hash": "f3b221c0a4c8ebb78e9c06972c008f1bcbc9730c25bd69ee502c4343cd7e80fb",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/22.0.884.0 Safari/535.2",
"session_id": "956559c3-a39a-4cd3-846d-10a53054a46c",
"risk_score": 53.22,
"... | null | null | null | null | null | No additional info | Splunk Alert: MFA Bypass detected from 32.28.122.67 targeting 220.150.111.95 No additional info | null | null | null | null | 32.28.122.67 | 220.150.111.95 | MFA Bypass | SIG-1519 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
5cc61cd0-5fc4-44fe-b664-30d70c7e0b27 | 2025-06-13T10:20:10 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network connection from 122.206.136.79 to 212.236.195.40 MITRE Technique: T1071.001 noise=Q2xhaW0u | {
"geo_location": "Afghanistan",
"device_hash": "ed7b5c450086d506f7684c6166103828",
"user_agent": "Opera/9.96.(Windows NT 5.2; wae-CH) Presto/2.9.166 Version/12.00",
"session_id": "9a539dc0-9d7c-4326-a789-cdcd69f00d2b",
"risk_score": 72.88,
"confidence": 0.34
} | null | connection | null | null | null | MITRE Technique: T1071.001 | Network connection from 122.206.136.79 to 212.236.195.40 MITRE Technique: T1071.001 | null | null | null | null | 122.206.136.79 | 212.236.195.40 | null | null | null | null | null | null | null | null | null | null | HTTP | 74,556 | null | null | null |
9d16df67-79b7-4c71-9f9b-da689e713fa2 | 2025-04-02T12:54:24 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for lowemaria via OAuth from 157.36.232.143 MITRE Technique: T1059.005 | {
"geo_location": "Iran",
"device_hash": "dc3e6ab1e11a6cbeb7279e470d8e4060c21f9669",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; ky-KG; rv:1.9.2.20) Gecko/3451-12-30 06:01:21 Firefox/8.0",
"session_id": "899ac520-636d-4fda-ad28-a826e1dbb0e0",
"risk_score": 93.81,
"confidence": 0.85
} | lowemaria | challenge | null | null | null | MITRE Technique: T1059.005 | Auth challenge for lowemaria via OAuth from 157.36.232.143 MITRE Technique: T1059.005 | null | null | null | null | 157.36.232.143 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | d9:52:8e:3c:54:52 |
55b718ea-7180-4337-b794-8c63bf717ab6 | 2022-01-21T18:40:50 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth success for kevin03 via biometric from 182.110.249.166 No additional info | {
"geo_location": "Samoa",
"device_hash": "8e8f7f6108637bf243351b56e0de4866a604c9f0a777f12ab6a02307cea7ff61",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/42.0.873.0 Mobile/33I235 Safari/535.1",
"session_id": "201c1ead-3eb1-4d41-b44e-237e18077eb... | kevin03 | success | null | null | null | No additional info | Auth success for kevin03 via biometric from 182.110.249.166 No additional info | null | null | null | null | 182.110.249.166 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a8:57:04:7d:b0:2e |
cc3ac716-7caf-42a5-9901-d945c67f053e | 2025-04-25T15:14:28 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: Container Escape detected from 135.213.220.206 targeting 15.14.144.35 No additional info | {
"geo_location": "China",
"device_hash": "1092d2ff5b86dc3bf21f250583db46ca",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/43.0.846.0 Safari/536.1",
"session_id": "14057f92-05d3-4e11-a39e-ed817da2c1b6",
"risk_score": 70.5,
"confidence": 0.81
} | null | null | null | null | null | No additional info | OSSEC Alert: Container Escape detected from 135.213.220.206 targeting 15.14.144.35 No additional info | null | null | null | null | 135.213.220.206 | 15.14.144.35 | Container Escape | SIG-4760 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
e73958ec-2802-45d9-aa1a-e949c19c8ac4 | 2025-01-20T19:41:15 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: Brute Force detected from 157.9.65.11 targeting N/A No additional info | {
"geo_location": "Djibouti",
"device_hash": "4e811b980f5c82b4de55ad88f0416b1649b4c06de1811298183274083facdf0e",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/50.0.892.0 Safari/534.2",
"session_id": "4c510459-52b0-4a95-9d5d-708a4f96ba27",
"risk_score": 5.16,
"conf... | null | null | null | null | null | No additional info | Darktrace Alert: Brute Force detected from 157.9.65.11 targeting N/A No additional info | null | null | null | null | 157.9.65.11 | N/A | Brute Force | SIG-8490 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
f9743f91-ed5c-4165-9c94-eb3cd11daa1f | 2025-06-18T02:15:14 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Zero-Day Exploit detected from 170.3.190.195 targeting N/A No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "55f80cf5f1ad3ba010c087a5ae64bde157f0489b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/14.7o1477.0 Mobile/07O302 Safari/534.1",
"session_id": "ba112dde-611c-4277-8d2c-15ea88aef346",
... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Zero-Day Exploit detected from 170.3.190.195 targeting N/A No additional info | null | null | null | null | 170.3.190.195 | N/A | Zero-Day Exploit | SIG-1294 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
477623ca-6808-4222-9696-ad2419924c61 | 2025-02-03T19:58:16 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for dturner via key from 24.81.105.231 Unconventional IOC: Unusual DNS TXT records noise=tags/wp-content/wp-content | {
"geo_location": "Timor-Leste",
"device_hash": "b404a44411d2d035a506da6f31ebd6ab",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2 rv:2.0; sq-ML) AppleWebKit/532.35.1 (KHTML, like Gecko) Version/4.1 Safari/532.35.1",
"session_id": "c892dd01-53d9-438f-91a7-c7cc5f5698f4",
"risk_score": 46.35,
... | dturner | locked | null | null | null | Unconventional IOC: Unusual DNS TXT records | Auth locked for dturner via key from 24.81.105.231 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 24.81.105.231 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | bf:47:97:82:2f:8a |
02786d02-0eab-441b-b306-82f2096a66a2 | 2021-06-13T00:46:59 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: Domain Fronting detected from 10.238.223.200 targeting 115.238.47.212 No additional info | {
"geo_location": "Egypt",
"device_hash": "b4a2d9297aee56b2db3b8b0a3fa37a71dcb1dbed3c6978042b0988e7869b1453",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_8 rv:3.0; gl-ES) AppleWebKit/535.6.6 (KHTML, like Gecko) Version/4.1 Safari/535.6.6",
"session_id": "d616a2e1-db84-4038-a133-073956feaa95",
... | null | null | null | null | null | No additional info | Tanium Alert: Domain Fronting detected from 10.238.223.200 targeting 115.238.47.212 No additional info | null | null | null | null | 10.238.223.200 | 115.238.47.212 | Domain Fronting | SIG-4986 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
40223b11-a757-4644-800f-4742ffc88cec | 2025-03-09T00:12:50 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Swaziland",
"device_hash": "072c399306f2dc42fb0d80f841a04951",
"user_agent": "Opera/9.21.(Windows NT 11.0; es-DO) Presto/2.9.163 Version/11.00",
"session_id": "09b1c903-9b7b-4b91-9f06-61bfd83ad57b",
"risk_score": 71.17,
"confidence": 0.81
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-56219647 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
155deb18-09e8-4a11-8b85-6f6c2a8136a0 | 2025-06-01T01:54:00 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by justin10 No additional info | {
"geo_location": "American Samoa",
"device_hash": "836a5ad1bb42aacdd527f25df55a8cd9948f4c88",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.1)",
"session_id": "445fd440-e16a-436e-9341-1f192c1963e6",
"risk_score": 27.71,
"confidence": 0.5
} | justin10 | membership_inference | null | null | null | No additional info | AI system membership_inference by justin10 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-79f3ecc7 | e68ab487acb4099c923f3a33fb184fffc4d910ef67835b64eab03b4681d6c6bf | a396cc278dd9ae969381cfb618650145 | null | null | null | null | null | null | null |
bcf106eb-0fe6-4b1b-a28b-73de8e6db1c7 | 2025-04-21T02:09:54 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel MITRE Technique: T1218.011 | {
"geo_location": "Niger",
"device_hash": "5ec7936a4ff700c0bd23e71fd222ff05",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/18.0s3984.0 Mobile/43Y677 Safari/535.1",
"session_id": "a854a54c-dc33-4e02-a906-8ebfc7438c94",
"risk_score": 48.55,
"c... | null | side_channel | null | null | null | MITRE Technique: T1218.011 | IoT device Thermostat side_channel MITRE Technique: T1218.011 | {
"baseline_deviation": 2.52,
"entropy": 7.39,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Thermostat | iot-07fb1ea0 | 10.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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