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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1c6e3795-514d-4c6e-bf6d-370e51c3e82e | 2025-06-04T16:35:29 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: DDoS detected from 87.60.42.151 targeting N/A No additional info noise=feeling|determine|parent | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "4e336a1e043e46d2449910209dc0623d",
"user_agent": "Opera/8.29.(X11; Linux i686; sid-ET) Presto/2.9.161 Version/12.00",
"session_id": "bc8d63f1-6325-4006-83f4-0568d5c7fcd8",
"risk_score": 40.77,
"confidence": 0.88
} | null | null | null | null | null | No additional info | FireEye HX Alert: DDoS detected from 87.60.42.151 targeting N/A No additional info | null | null | null | null | 87.60.42.151 | N/A | DDoS | SIG-4837 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
94709cec-644e-49ef-be82-4525619f24f5 | 2025-02-14T01:22:43 | ai | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by eleach No additional info noise=EBC1CC64 | {
"geo_location": "Tonga",
"device_hash": "535ff3e4def762d34bed24a59c8ac3895ea91813",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.1)",
"session_id": "078ea4ae-5fb2-4ef9-8faf-5d1791b0230c",
"risk_score": 69.42,
"confidence": 0.06
} | eleach | membership_inference | null | null | null | No additional info | AI system membership_inference by eleach No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9f5d4d06 | b15937f7e1f8959cb0c0ea100c7405a573dce578 | 009585436be99eb240ce1cf8731e7a78 | null | null | null | null | null | null | null |
9d369c6e-039d-4f13-b40b-9c8b342fd9c1 | 2025-02-01T09:33:13 | iot | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Cyprus",
"device_hash": "60ace8104ef6415e57a56aa79b56b509",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/44.0.828.0 Safari/534.1",
"session_id": "2b959258-df90-468d-a66f-4f68c3dd2a6e",
"risk_score": 100,
"confidence": 0.49
} | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | null | Thermostat | iot-4c0a1099 | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
468e1f3e-566d-4b61-8690-bdffbc5d187c | 2025-06-04T23:19:37 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in GCP by smithjoseph No additional info | {
"geo_location": "Greece",
"device_hash": "21730111add90725aae84930c01f1fe33e1babcb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "7aa68ff0-2cc1-40f1-88b9-d622072a41b8",
"risk_score": 52.1,
"confidence": 0.06
} | smithjoseph | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by smithjoseph No additional info | {
"baseline_deviation": 1.2,
"entropy": 3.94,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-07bf48ca | null | null | null | null | null | null | null | null | null | null |
add50c53-e0fa-4504-8cbc-507d4913ff14 | 2025-02-23T03:03:15 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 55.188.102.143 to 10.71.223.25 MITRE Technique: T1071.001 | {
"geo_location": "Kazakhstan",
"device_hash": "9e73d4ef0cb534c9d807f9298804bdb5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/5.1)",
"session_id": "26b5a75a-0212-4c53-9b15-bba5845bc050",
"risk_score": 53.99,
"confidence": 0.34
} | null | disconnection | null | null | null | MITRE Technique: T1071.001 | Network disconnection from 55.188.102.143 to 10.71.223.25 MITRE Technique: T1071.001 | null | null | null | null | 55.188.102.143 | 10.71.223.25 | null | null | null | null | null | null | null | null | null | null | TCP | 983,136 | null | null | null |
39e3a85d-9977-4701-b69c-670e70ce15a3 | 2025-06-20T13:18:47 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in Alibaba by scraig No additional info | {
"geo_location": "United Kingdom",
"device_hash": "e5525c37a0dfacbbe98af30a64ef4b94e391300e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; so-KE) AppleWebKit/535.33.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6535.33.1",
"session_id": "1984c60a-3524-459e-b5f7-5cbcea79be1b",... | scraig | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by scraig No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-3f09412b | null | null | null | null | null | null | null | null | null | null |
f41ff8c3-bcf3-4d3e-b885-ca03e6349062 | 2025-02-17T00:07:56 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 8.119.68.204:669 to 33.129.64.189:345 MITRE Technique: T1574.002 | {
"geo_location": "Egypt",
"device_hash": "bd402c15370ac494d0db16c131a8f55da94b22e137b5176e2f18e41aa1c7b75a",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:67.0) Gecko/67.0 Firefox/67.0",
"session_id": "ded546e3-7c35-4ed8-b129-4934c8c5a741",
"risk_score": 60.23,
"confidence": 0.01
} | null | deny | null | null | null | MITRE Technique: T1574.002 | Firewall deny HTTPS traffic from 8.119.68.204:669 to 33.129.64.189:345 MITRE Technique: T1574.002 | null | null | null | null | 8.119.68.204 | 33.129.64.189 | null | null | null | null | null | null | null | null | 669 | 345 | HTTPS | 761,525 | 1,024 | null | null |
c01d4ef2-0c88-4bb1-94d5-ba7f6babecb2 | 2025-04-20T11:53:54 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 216.96.173.137 to 67.241.94.235 No additional info | {
"geo_location": "Hungary",
"device_hash": "f7a4e61692cd7a39843a0e096d33fbd1ec36d649",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_2; rv:1.9.6.20) Gecko/7349-09-20 17:27:10 Firefox/3.6.17",
"session_id": "048302d5-a0bb-4cc6-8c45-2e5ff722764e",
"risk_score": 71.78,
"confidence": 0.35
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 216.96.173.137 to 67.241.94.235 No additional info | null | null | null | null | 216.96.173.137 | 67.241.94.235 | null | null | null | null | null | null | null | null | null | null | UDP | 401,938 | null | null | null |
6552f3ad-d5d2-4ae8-9540-b99b2ef56557 | 2025-02-28T13:38:39 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for lgreen via OAuth from 194.229.5.123 MITRE Technique: T1574.002 | {
"geo_location": "Angola",
"device_hash": "e062e2cde601578f09d4fe2a41e02644ced9bc23",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/4.0)",
"session_id": "f382020b-a627-4a01-bc23-26cd7a9d1718",
"risk_score": 90.95,
"confidence": 0.95
} | lgreen | locked | null | null | null | MITRE Technique: T1574.002 | Auth locked for lgreen via OAuth from 194.229.5.123 MITRE Technique: T1574.002 | null | null | null | null | 194.229.5.123 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 58:a2:7a:c8:5f:dc |
78262d88-d234-4ad4-b129-4442b5d68b69 | 2025-06-06T14:44:24 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 78.76.142.36 to 47.126.118.110 Associated Threat Actor: Equation Group | {
"geo_location": "Bolivia",
"device_hash": "f5b83e3fd89944c8c237d814d2699242c59d1054db0b7faf66c04375d949d0e6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_2; rv:1.9.5.20) Gecko/7127-11-12 10:11:57 Firefox/3.6.1",
"session_id": "d022851d-33fd-4e7d-9279-a9a7fd967d48",
"risk_score": 50.56,
"... | null | bandwidth_usage | null | null | null | Associated Threat Actor: Equation Group | Network bandwidth_usage from 78.76.142.36 to 47.126.118.110 Associated Threat Actor: Equation Group | null | null | null | null | 78.76.142.36 | 47.126.118.110 | null | null | null | null | null | null | null | null | null | null | UDP | 310,995 | null | null | null |
7a6fe904-4dc0-402b-8229-fdd9b0d13a36 | 2025-03-06T15:44:25 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Thermostat battery_drain Associated Threat Actor: BlueNoroff | {
"geo_location": "Trinidad and Tobago",
"device_hash": "f30466eba77207027ea8e670695a2a7e",
"user_agent": "Opera/8.88.(Windows 98; byn-ER) Presto/2.9.182 Version/11.00",
"session_id": "066bc0a7-46f0-48eb-a535-24fe8886bbb1",
"risk_score": 49.12,
"confidence": 0.6
} | null | battery_drain | null | null | null | Associated Threat Actor: BlueNoroff | IoT device Thermostat battery_drain Associated Threat Actor: BlueNoroff | null | Thermostat | iot-510f92dd | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a53d885-74a1-43bc-b669-e81f3f038a54 | 2025-02-13T23:36:52 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by jwalker MITRE Technique: T1059.001 | {
"geo_location": "Afghanistan",
"device_hash": "da9224ced720396b1f5447f92311bd7b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.0)",
"session_id": "d34781c3-9260-431a-bacb-e9227889e902",
"risk_score": 9.35,
"confidence": 0.13
} | jwalker | membership_inference | null | null | null | MITRE Technique: T1059.001 | AI system membership_inference by jwalker MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-0c8dcd92 | 760dc69495d467bede9a31da10ab4e7e0680691f | e67c44d7fe66c1a3f8affa040bdb0b3d | null | null | null | null | null | null | null |
21f96085-e01f-4d2d-9f6b-cb25c9f18a26 | 2025-05-26T11:58:58 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by anthony03 MITRE Technique: T1486 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "20166074048687958fddd25dc463692b",
"user_agent": "Opera/8.90.(X11; Linux x86_64; el-GR) Presto/2.9.168 Version/10.00",
"session_id": "3190dfec-a089-4350-8307-d88e6df1fb42",
"risk_score": 38.35,
"confidence": 0.18
} | anthony03 | crypto_mining | null | null | null | MITRE Technique: T1486 | Cloud crypto_mining in OCI by anthony03 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | OCI | res-bc947eef | null | null | null | null | null | null | null | null | null | null |
ac8dae5b-1803-4f0e-bf00-90f66f15dd84 | 2025-03-11T07:30:44 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: Port Scan detected from 10.218.184.157 targeting 119.180.155.206 No additional info | {
"geo_location": "Taiwan",
"device_hash": "276e00989729013cd6202ec8555d1e93620b64cd",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6669-10-03 05:22:14 Firefox/3.8",
"session_id": "fe3ac0c1-fd90-459a-a79b-8f4f4131f640",
"risk_score": 53.76,
"confidence": 0.08
} | null | null | null | null | null | No additional info | OSSEC Alert: Port Scan detected from 10.218.184.157 targeting 119.180.155.206 No additional info | null | null | null | null | 10.218.184.157 | 119.180.155.206 | Port Scan | SIG-5407 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
5704f432-5457-4f27-af11-ea48f0700350 | 2025-06-28T18:09:28 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change American by anthonylewis No additional info | {
"geo_location": "Macao",
"device_hash": "b88e2473b2197acf0096198e1f989c6d92ef101dd11e47bbefcb4e366d3ed1aa",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7 rv:6.0; cs-CZ) AppleWebKit/535.48.5 (KHTML, like Gecko) Version/4.0.1 Safari/535.48.5",
"session_id": "f45ce7d3-7d97-47ea-9380-8784d31cb371"... | anthonylewis | registry_change | American | 7,099 | powershell.exe | No additional info | Endpoint registry_change American by anthonylewis No additional info | {
"baseline_deviation": 0.69,
"entropy": 4.21,
"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 |
e7bb0696-b57d-4904-bcdd-cb3f41e181c1 | 2025-04-17T17:31:17 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 158.6.183.85 to 173.142.207.179 Associated Threat Actor: FIN7 | {
"geo_location": "Andorra",
"device_hash": "56cda94306714c8cdfcde365860685a1ecd0d76642e006df309d07d2e7759922",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/40.0.809.0 Safari/531.2",
"session_id": "1a287439-ec1c-4ae6-9a5c-91ffe715a08b",
"risk_score": 64.69,
"co... | null | data_exfiltration | null | null | null | Associated Threat Actor: FIN7 | Network data_exfiltration from 158.6.183.85 to 173.142.207.179 Associated Threat Actor: FIN7 | null | null | null | null | 158.6.183.85 | 173.142.207.179 | null | null | null | null | null | null | null | null | null | null | UDP | 786,706 | null | null | null |
468e5778-73fb-452f-bedb-71c1a6cd05cc | 2025-06-29T15:44:12 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 133.92.213.253 to 180.168.45.156 No additional info noise=RmlzaC4= | {
"geo_location": "Portugal",
"device_hash": "55c89d20b90526f4dd1c7ad3fddf03d2a1b485c3",
"user_agent": "Mozilla/5.0 (Windows 95; nl-BE; rv:1.9.1.20) Gecko/6042-05-01 05:47:29 Firefox/3.6.11",
"session_id": "a4d71480-9504-4715-9791-dde93f4846c1",
"risk_score": 22.74,
"confidence": 0.58
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 133.92.213.253 to 180.168.45.156 No additional info | null | null | null | null | 133.92.213.253 | 180.168.45.156 | null | null | null | null | null | null | null | null | null | null | HTTPS | 498,321 | null | null | null |
3345e293-d4d8-4080-964c-9bd9be7469a1 | 2025-03-08T09:31:36 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop tend by tracy01 No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "c6d0aa68aec7a47ecf8ad0bf9ab6b304186e2f34",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "92e859ca-ab9c-41e5-a212-a42a67414eec",
"risk_score": 51.97,
"confidence": 0.48
} | tracy01 | process_stop | tend | 7,545 | explorer.exe | No additional info | Endpoint process_stop tend by tracy01 No additional info | {
"baseline_deviation": 1.84,
"entropy": 2.91,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e0518c3-9cb1-45e0-8ea1-e32531c6dda9 | 2025-06-10T06:59:51 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start place by alvarezannette No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "e4365c0e882ea3094dcd0a064d59ee2b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2 rv:4.0; mk-MK) AppleWebKit/531.14.1 (KHTML, like Gecko) Version/4.0.2 Safari/531.14.1",
"session_id": "7152ab4b-ae3e-4e60-8fe7-6d5608f9bf35",
"risk_score": 53.27,
... | alvarezannette | process_start | place | 3,539 | explorer.exe | No additional info | Endpoint process_start place by alvarezannette No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
01c00b6b-a721-49c0-b542-c3add04ec598 | 2025-03-27T16:27:05 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 204.102.6.162:830 to 220.92.18.96:238 No additional info | {
"geo_location": "Bhutan",
"device_hash": "d115ad13eebb962edf2eadfcdcbe06f0263a6190e9157cf9330c3d42be8c1dc0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_2; rv:1.9.3.20) Gecko/9657-05-12 19:47:14 Firefox/3.6.4",
"session_id": "4f6c2736-c6dc-40aa-99cf-f7d16ff02f55",
"risk_score": 87.08,
"con... | null | log-only | null | null | null | No additional info | Firewall log-only DNS traffic from 204.102.6.162:830 to 220.92.18.96:238 No additional info | null | null | null | null | 204.102.6.162 | 220.92.18.96 | null | null | null | null | null | null | null | null | 830 | 238 | DNS | 498,527 | 2,576 | null | null |
6bbc20e6-cba5-4bc4-8f84-20594a1c51de | 2025-02-06T10:58:51 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for qflores via OAuth from 161.44.161.67 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "7749ff67d2d22dfbd7e67e7bbd979578",
"user_agent": "Opera/8.41.(X11; Linux i686; am-ET) Presto/2.9.168 Version/12.00",
"session_id": "34897f17-c2c3-4374-91eb-3873b34d54a5",
"risk_score": 36.05,
"confidence": 1
} | qflores | bypass | null | null | null | No additional info | Auth bypass for qflores via OAuth from 161.44.161.67 No additional info | null | null | null | null | 161.44.161.67 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | ce:02:97:5b:6a:bc |
7351b592-a0e0-4a10-92e6-16a74c1fcd1e | 2025-04-27T20:36:58 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Qatar",
"device_hash": "2b1b9c411f7f5f6d264bffb44283a58c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/56.0.810.0 Safari/533.0",
"session_id": "15cb2a43-39f5-4289-8ed4-baf383320686",
"risk_score": 22.21,
"confidence": 0.56
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-d021572a | 7.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d405d2d-c079-41f4-ba5a-a617f4c96abd | 2025-02-22T13:04:03 | firewall | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only TCP traffic from 122.128.42.46:71 to 60.191.39.47:36 No additional info noise=UGF5Lg== | {
"geo_location": "Central African Republic",
"device_hash": "1c88fb8deb6654a271b8c8b09edb4bd2e70d681d5d450c34769db4809f063e8e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/13.8f1535.0 Mobile/50L171 Safari/531.1",
"session_id": "380a7ee1-e2c... | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 122.128.42.46:71 to 60.191.39.47:36 No additional info | null | null | null | null | 122.128.42.46 | 60.191.39.47 | null | null | null | null | null | null | null | null | 71 | 36 | TCP | 505,611 | 1,563 | null | null |
6e6b3799-0c89-42d5-8e1d-75621bb3329c | 2027-02-28T10:10:28 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth success for tracy13 via passwordless from 125.109.180.164 Credential stuffing pattern detected | {
"geo_location": "Czech Republic",
"device_hash": "4056ffa18fc0c2f13c49831012b72f10e2753bf67ee44109197029ca864311ec",
"user_agent": "Opera/9.82.(Windows NT 4.0; sa-IN) Presto/2.9.189 Version/10.00",
"session_id": "bd56b3e6-7e97-47a4-b8b7-1198f9188bdd",
"risk_score": 64.97,
"confidence": 0.95
} | tracy13 | success | null | null | null | Credential stuffing pattern detected | Auth success for tracy13 via passwordless from 125.109.180.164 Credential stuffing pattern detected | null | null | null | null | 125.109.180.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | aa:e1:0b:1a:61:de |
78dbcb4b-5015-4032-b521-85ce92f6f5a9 | 2025-01-24T23:36:45 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: AI Model Poisoning detected from 183.142.185.39 targeting N/A No additional info | {
"geo_location": "Iraq",
"device_hash": "0556a799d798456f35898ea5a6353082",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_6 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/13.8h8459.0 Mobile/26Z327 Safari/531.1",
"session_id": "cce5329a-6eef-4a0d-bfe7-19dcb737b82c",
"risk_score": 66.09,
... | null | null | null | null | null | No additional info | Snort Alert: AI Model Poisoning detected from 183.142.185.39 targeting N/A No additional info | null | null | null | null | 183.142.185.39 | N/A | AI Model Poisoning | SIG-7366 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d9e27507-b5b0-43b7-b447-0e0da1b2b09d | 2025-06-10T13:19:53 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by hmyers No additional info | {
"geo_location": "Sweden",
"device_hash": "f8786dfcba09918e72a15b6019c281ab488f5f929973b5cbf53424e5a5a12aac",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/19.0.825.0 Mobile/78D473 Safari/535.2",
"session_id": "9e1a1581-35ac-4ab5-9859-1b9200... | hmyers | adversarial_input | null | null | null | No additional info | AI system adversarial_input by hmyers No additional info | null | null | null | null | null | null | null | null | null | null | null | model-92b991a1 | 68a7896e4c40d7f58527240f8f27e66c | c4abf2885bdfd499853479b47e940c78804010ae508f7cafcb8914ade9546710 | null | null | null | null | null | null | null |
5b484824-7b6d-4312-b55a-fc9bd819ca2d | 2025-07-02T22:08:54 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by tina74 No additional info | {
"geo_location": "Yemen",
"device_hash": "c9c43b41e3bf015efac9b7b14993cf9aba4b815f",
"user_agent": "Opera/9.20.(X11; Linux i686; shs-CA) Presto/2.9.168 Version/12.00",
"session_id": "040e9c2c-69ea-4e49-b3f4-c39c9cb3b3e2",
"risk_score": 85.25,
"confidence": 0.32
} | tina74 | membership_inference | null | null | null | No additional info | AI system membership_inference by tina74 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5b4e7d1c | 96db2ffb4c741b401302ea93b078211083cdaa9e | 824d8a03f1c54b1cd6926424c548e624 | null | null | null | null | null | null | null |
65634fc7-1c07-48a0-bdf9-56a6469b65c8 | 2025-04-05T12:05:42 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by barbara48 No additional info | {
"geo_location": "Greenland",
"device_hash": "337f88adb802129053728271eee69a61",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/13.0.805.0 Mobile/59V949 Safari/534.2",
"session_id": "c6a7ac30-56ee-470d-95d5-b3fbf783eb74",
"risk_score": 21.12,
... | barbara48 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by barbara48 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-45b81e33 | 3e21709ea68b9533854e1efe37e291fa | a39c4295edb01d3abbc7d4db201cb650 | null | null | null | null | null | null | null |
988af7e5-3895-490a-a1f7-56120a8ed29d | 2025-02-16T07:44:20 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: ICS Attack detected from 133.58.168.213 targeting 34.75.133.21 MITRE Technique: T1071.001 noise=categories/posts | {
"geo_location": "China",
"device_hash": "b9078b7f3b8b3cac5fed5a645ad0c434b66b6b66",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/58.0.850.0 Safari/531.2",
"session_id": "1b6b54f2-9684-4511-ba7c-ebe1ad4eca14",
"risk_score": 26.67,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1071.001 | Suricata Alert: ICS Attack detected from 133.58.168.213 targeting 34.75.133.21 MITRE Technique: T1071.001 | null | null | null | null | 133.58.168.213 | 34.75.133.21 | ICS Attack | SIG-9570 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
e57a2285-fe8e-40f0-b447-efabc76ab5e4 | 2025-04-14T21:44:34 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by angelaschmidt Associated Threat Actor: Kimsuky | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "c8d1bdbccf00c652a7d258a5d99c59cbf9a10744",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_5; rv:1.9.2.20) Gecko/5745-12-18 23:25:03 Firefox/3.6.17",
"session_id": "594f5530-9f02-4532-ba2e-cdb82a8ad66d",
"risk_score": 50.69,
"confiden... | angelaschmidt | fine_tuning | null | null | null | Associated Threat Actor: Kimsuky | AI system fine_tuning by angelaschmidt Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | model-9d3e0a39 | ca9c2d2499659be0632197bb87758abd462ea0651249a9121a6b77206e1d3fc3 | 3d6d9392bad5ecaacece62b840dab757bdd4aa34 | null | null | null | null | null | null | null |
b510328a-b79e-4c23-bb19-10ec1a6c2ada | 2025-03-01T07:32:02 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by utaylor No additional info | {
"geo_location": "Tunisia",
"device_hash": "45448ec6ce867ef766303629be0914fede2c46c4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/43.0.800.0 Safari/533.0",
"session_id": "1f70395c-a0c8-426f-9515-4e7063b2e823",
"risk_score": 27.29,
"confidence": 0.58
} | utaylor | fine_tuning | null | null | null | No additional info | AI system fine_tuning by utaylor No additional info | null | null | null | null | null | null | null | null | null | null | null | model-affcf2c8 | 54ff40abb23c94d837820f816157f7ff0b8e76ff | 78e5bac1d250372f4ad59e2f937ca602cf528c28 | null | null | null | null | null | null | null |
90b18d6c-3644-42f5-a25d-6eeb2d825118 | 2025-05-25T20:24:07 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: Port Scan detected from 138.121.208.137 targeting 83.57.3.136 No additional info | {
"geo_location": "French Guiana",
"device_hash": "3979e24c91657e3947f2c8637e6e68e73de391ae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "356007af-c697-4ce6-8902-80ac6525bb69",
"risk_score": 43.41,
"confidence": 0.47
} | null | null | null | null | null | No additional info | Vectra AI Alert: Port Scan detected from 138.121.208.137 targeting 83.57.3.136 No additional info | null | null | null | null | 138.121.208.137 | 83.57.3.136 | Port Scan | SIG-3894 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
3dbf5431-eb9e-42b7-83b9-e7960c3e8b07 | 2025-04-28T01:53:01 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "33dd67be86a963c65b42891370476e87",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/17.0j7646.0 Mobile/85V429 Safari/532.2",
"session_id": "744afdde-ce1b-487e-a751-200022e9e764",
"risk_score": 65.16,... | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-2564d7dc | 6.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
173d0ecf-f0c8-444b-8ca7-e5744bc6802a | 2025-03-23T06:41:43 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Montenegro",
"device_hash": "9173d18dfdefae1858e26b806bf8633334c3bee5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/3.0)",
"session_id": "4eac2099-52de-461a-b3af-57374e272191",
"risk_score": 58.56,
"confidence": 0.69
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-b8b84546 | 7.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
87fc16a5-0bc3-43f3-962e-08c53c7de463 | 2025-04-07T05:38:28 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by jeremysmith No additional info | {
"geo_location": "Dominica",
"device_hash": "eb144d8f89b908d1e43f71e1c14db3c8b43f7310",
"user_agent": "Mozilla/5.0 (Windows CE; sl-SI; rv:1.9.0.20) Gecko/4718-09-07 05:48:30 Firefox/9.0",
"session_id": "30cff309-ff0e-4b81-ae12-4a4b477538d5",
"risk_score": 90.88,
"confidence": 0.01
} | jeremysmith | membership_inference | null | null | null | No additional info | AI system membership_inference by jeremysmith No additional info | null | null | null | null | null | null | null | null | null | null | null | model-09c4b354 | 311dd3ee7e622f94246c641c4982373767157375b611f1634205300792d7e980 | 2c00f2ea0e90105daad5d3352a6f6d0121193517cc355b0c40c337e38665573c | null | null | null | null | null | null | null |
bd924ee3-3519-473a-b597-606d7aaa1ae4 | 2025-03-10T00:31:26 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: Port Scan detected from 207.115.251.160 targeting 19.206.189.153 No additional info | {
"geo_location": "Russia",
"device_hash": "620cb04fdbc7f6e7e85511480f1941142588a1fb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.40.7 (KHTML, like Gecko) Version/4.0 Safari/531.40.7",
"session_id": "3d11731d-13f0-4147-9b0d-9fe3caaa9e2f",
"risk_score": 84.74,
"confidence": 0.01
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Port Scan detected from 207.115.251.160 targeting 19.206.189.153 No additional info | null | null | null | null | 207.115.251.160 | 19.206.189.153 | Port Scan | SIG-1121 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
84986207-7c90-4e3e-976f-be901cc4daa2 | 2025-05-29T17:41:13 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Container Escape detected from 150.14.39.148 targeting 53.151.155.147 Obfuscated payload detected | {
"geo_location": "Fiji",
"device_hash": "f2d2a98aa05adc1d532468418a9618bb6c7ceab4",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/11.4u5672.0 Mobile/15R148 Safari/531.2",
"session_id": "3f950329-d1d3-4e61-82f2-dc866040e785",
"risk_score": 48.78... | null | null | null | null | null | Obfuscated payload detected | Tanium Alert: Container Escape detected from 150.14.39.148 targeting 53.151.155.147 Obfuscated payload detected | null | null | null | null | 150.14.39.148 | 53.151.155.147 | Container Escape | SIG-8174 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
3807846e-c784-41da-98b1-138b411447a8 | 2025-06-22T00:48:16 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 21.62.28.163 to 214.40.7.200 No additional info | {
"geo_location": "Senegal",
"device_hash": "3b2d3ecd2b54a5573bb1184d58757d97",
"user_agent": "Opera/8.48.(X11; Linux x86_64; eu-FR) Presto/2.9.169 Version/12.00",
"session_id": "5796e126-6cba-44cf-8e96-eed1c830ddea",
"risk_score": 72.01,
"confidence": 0.54
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 21.62.28.163 to 214.40.7.200 No additional info | null | null | null | null | 21.62.28.163 | 214.40.7.200 | null | null | null | null | null | null | null | null | null | null | HTTP | 841,230 | null | null | null |
465220ac-42ef-4692-a1b8-fcdee803d4be | 2025-03-06T07:14:20 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /we/become.jpg by hardyjulie No additional info | {
"geo_location": "Micronesia",
"device_hash": "4cb29d4f6da634eb6a67bb1dc5bf61dc1c14ca7d",
"user_agent": "Opera/8.72.(Windows NT 6.2; eo-US) Presto/2.9.168 Version/10.00",
"session_id": "6d2d870f-8014-47d6-a0ea-e7f466dba53a",
"risk_score": 58.13,
"confidence": 0.04
} | hardyjulie | driver_load | /we/become.jpg | 9,301 | cmd.exe | No additional info | Endpoint driver_load /we/become.jpg by hardyjulie No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
feb74e0f-e037-47e1-ac35-6936bfa6c682 | 2025-02-18T22:17:51 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for hullreginald via biometric from 10.218.176.192 MITRE Technique: T1574.002 | Associated Threat Actor: Equation Group | {
"geo_location": "Saint Martin",
"device_hash": "24a984172cf2f1e2d7e377b9d95e131fc04bf481",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/3.1)",
"session_id": "13328d01-e00c-48ec-a342-0cbc7c387739",
"risk_score": 81.11,
"confidence": 0.07
} | hullreginald | locked | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Equation Group | Auth locked for hullreginald via biometric from 10.218.176.192 MITRE Technique: T1574.002 | Associated Threat Actor: Equation Group | null | null | null | null | 10.218.176.192 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 4a:e0:ed:a3:bb:f5 |
888c767a-d3b1-4f07-8541-bcc6c2baf173 | 2025-04-03T23:35:55 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in AWS by ftran Associated Threat Actor: APT34 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "e05b7df0a20112167d4c03a7f8a3bf73c944bcfe",
"user_agent": "Opera/8.83.(Windows NT 5.1; nn-NO) Presto/2.9.190 Version/12.00",
"session_id": "674313a1-3e5f-418e-a7e7-dfbef1f86dd2",
"risk_score": 20.22,
"confidence": 0.09
} | ftran | config_change | null | null | null | Associated Threat Actor: APT34 | Cloud config_change in AWS by ftran Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | AWS | res-cebe1fc8 | null | null | null | null | null | null | null | null | null | null |
692a711a-54c8-445f-88e7-5bed41b14a2e | 2025-06-16T08:58:04 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network disconnection from 205.49.211.248 to 156.237.162.230 MITRE Technique: T1204.002 noise=whom|miss|yeah | {
"geo_location": "Sao Tome and Principe",
"device_hash": "6d5af19baa83633401fa728329343fa0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/6642-08-11 17:28:30 Firefox/7.0",
"session_id": "fc961df0-d7b2-4600-8ac4-1ba10e8d10d6",
"risk_score": 41.28,
"confidence": 0.4
} | null | disconnection | null | null | null | MITRE Technique: T1204.002 | Network disconnection from 205.49.211.248 to 156.237.162.230 MITRE Technique: T1204.002 | null | null | null | null | 205.49.211.248 | 156.237.162.230 | null | null | null | null | null | null | null | null | null | null | HTTPS | 254,325 | null | null | null |
2e1b42cd-dd21-4da4-828d-99ce2f733d6c | 2025-05-13T03:43:38 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /price/dark.flac by bharris No additional info noise=16CFBF82 | {
"geo_location": "Denmark",
"device_hash": "4c9f1bb6bde382d9d48a8bd3663661184fe53b3c37ebbd4094c4e9a9e1ba13d8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/14.3u8344.0 Mobile/11H799 Safari/533.1",
"session_id": "25ae4b7d-9236-469d-b08c-198655e6... | bharris | memory_injection | /price/dark.flac | 3,772 | svchost.exe | No additional info | Endpoint memory_injection /price/dark.flac by bharris No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38cd0e40-0344-442c-851f-7f2737f69799 | 2025-03-23T02:10:17 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: DNS Tunneling detected from 2.33.158.88 targeting N/A MITRE Technique: T1110.003 | {
"geo_location": "Angola",
"device_hash": "2e6e5de082fbe2b9c9aa924177a7fdb9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; am-ET) AppleWebKit/531.41.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.41.7",
"session_id": "abe207b8-f317-4395-818f-b5f0f6ce0d5d",
"risk_score":... | null | null | null | null | null | MITRE Technique: T1110.003 | Tanium Alert: DNS Tunneling detected from 2.33.158.88 targeting N/A MITRE Technique: T1110.003 | null | null | null | null | 2.33.158.88 | N/A | DNS Tunneling | SIG-5502 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
711449b3-bbb0-40be-93f5-b82333424db0 | 2025-04-09T06:26:14 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor unusual_activity MITRE Technique: T1543.003 | Associated Threat Actor: Kimsuky | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Russia",
"device_hash": "6c8033157e0c9f65ae0f0cef3c4d98a245f78d08",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6 rv:6.0; zh-CN) AppleWebKit/531.32.5 (KHTML, like Gecko) Version/4.1 Safari/531.32.5",
"session_id": "accf0e74-3360-47c1-a097-e66e88d0cd44",
"risk_score": 30.27,
... | null | unusual_activity | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: Kimsuky | Unconventional IOC: UEFI variable tampering | IoT device Sensor unusual_activity MITRE Technique: T1543.003 | Associated Threat Actor: Kimsuky | Unconventional IOC: UEFI variable tampering | null | Sensor | iot-f9fab229 | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6a914bd4-3808-4a5e-8c64-7b259d3a1657 | 2025-03-21T21:28:29 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network beaconing from 151.36.22.145 to 3.52.96.80 MITRE Technique: T1059.005 | {
"geo_location": "Thailand",
"device_hash": "5247ffcfd6f7a2e0d644f56f0d7c8f66",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; cy-GB) AppleWebKit/531.12.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6531.12.7",
"session_id": "104cced1-bb63-4398-a67f-21f13a8aa722",
"risk_score... | null | beaconing | null | null | null | MITRE Technique: T1059.005 | Network beaconing from 151.36.22.145 to 3.52.96.80 MITRE Technique: T1059.005 | null | null | null | null | 151.36.22.145 | 3.52.96.80 | null | null | null | null | null | null | null | null | null | null | UDP | 907,755 | null | null | null |
9a1454c7-4b46-4cbc-adb3-fd0752518a7e | 2025-06-08T11:35:44 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by jonesstephanie No additional info | {
"geo_location": "France",
"device_hash": "002bb11e6d9ae96ba39fe2e361217f52a29e3e37f4e88cd4818d84c3e3988db2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; bhb-IN) AppleWebKit/531.22.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.22.2",
"session_id": "0a077234-6d8e-4b36-8f... | jonesstephanie | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by jonesstephanie No additional info | null | null | null | null | null | null | null | null | null | AWS | res-c98eea78 | null | null | null | null | null | null | null | null | null | null |
f036edf3-9f41-4e80-96f6-c89cf81f3fcc | 2025-02-06T13:28:25 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 5.219.203.3 to 167.157.186.194 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "e60e1c8f0584f832902607d8517a54a25785b321",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/5.1)",
"session_id": "e9e2f803-2bfd-4b9e-9c7e-affd40118c86",
"risk_score": 55.89,
"confidence": 0.99
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 5.219.203.3 to 167.157.186.194 No additional info | null | null | null | null | 5.219.203.3 | 167.157.186.194 | null | null | null | null | null | null | null | null | null | null | TCP | 962,144 | null | null | null |
5fce3f47-431c-49b3-b53d-8362416441c7 | 2025-02-04T21:01:34 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network connection from 74.63.4.65 to 143.6.64.78 MITRE Technique: T1218.011 | {
"geo_location": "Somalia",
"device_hash": "8dd4579c18000c8a770cf5fc54a74084ab06c9e67485b4e87a44fd70972765e7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/59.0.804.0 Mobile/43X564 Safari/532.2",
"session_id": "d6f93bcd-9573-4c1d-91f4-966ff0... | null | connection | null | null | null | MITRE Technique: T1218.011 | Network connection from 74.63.4.65 to 143.6.64.78 MITRE Technique: T1218.011 | {
"baseline_deviation": 0.88,
"entropy": 6.76,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 74.63.4.65 | 143.6.64.78 | null | null | null | null | null | null | null | null | null | null | HTTPS | 960,654 | null | null | null |
15f9802b-2901-4a56-8815-7c7c8d27d1c1 | 2025-03-17T10:25:12 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Belize",
"device_hash": "a9c2b2d11d46bb174f4c7f40fb9b1ad47d3a48a7243ec4c7f08c9fe29d352452",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_4) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/47.0.885.0 Safari/533.0",
"session_id": "19cab46d-eb02-45ae-8dc8-77979131405b",
"risk_scor... | null | command_injection | null | null | null | No additional info | IoT device Medical command_injection No additional info | null | Medical | iot-cf6eec27 | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a1e096c-1af7-44f9-b74a-135d446192ab | 2025-02-12T21:55:26 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 10.227.46.177 to 223.91.174.58 MITRE Technique: T1059.005 noise=app | {
"geo_location": "Nigeria",
"device_hash": "2cf40244c2cc16bd42c239d99df7ae3225716d93",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_7 rv:2.0; eu-ES) AppleWebKit/531.7.7 (KHTML, like Gecko) Version/4.1 Safari/531.7.7",
"session_id": "7e183656-878d-4d45-9987-5607d016a75b",
"risk_score": 29.95,
"... | null | latency_spike | null | null | null | MITRE Technique: T1059.005 | Network latency_spike from 10.227.46.177 to 223.91.174.58 MITRE Technique: T1059.005 | null | null | null | null | 10.227.46.177 | 223.91.174.58 | null | null | null | null | null | null | null | null | null | null | HTTPS | 73,406 | null | null | null |
01dca7a9-93ca-4185-94d8-187735d909cf | 2025-03-13T00:37:04 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth timeout for barnesmelissa via key from 183.247.176.162 No additional info | {
"geo_location": "China",
"device_hash": "a3c1d291d783b2146791413e47ccffe149af8f4687d8e5086b85ca6c04807aaf",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 15_8_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/15.0w6229.0 Mobile/24T230 Safari/536.1",
"session_id": "6210468b-c276-430d-adb3-1774a8... | barnesmelissa | timeout | null | null | null | No additional info | Auth timeout for barnesmelissa via key from 183.247.176.162 No additional info | null | null | null | null | 183.247.176.162 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 2a:f0:02:e5:dd:1f |
1f4e430e-7704-47c2-897e-870fb124d32a | 2025-02-26T03:20:03 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for ericlopez via passwordless from 10.41.143.142 Associated Threat Actor: APT41 | Credential stuffing pattern detected | {
"geo_location": "China",
"device_hash": "cfaa7d97c9341fdee15a386908905e8ecb3c2ad22d2ce53e80609f343e41bc0d",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/55.0.886.0 Safari/534.0",
"session_id": "c7b817ef-e215-4f68-94aa-8040b5cdac28",
"risk_score": 0,
"confi... | ericlopez | failed | null | null | null | Associated Threat Actor: APT41 | Credential stuffing pattern detected | Auth failed for ericlopez via passwordless from 10.41.143.142 Associated Threat Actor: APT41 | Credential stuffing pattern detected | null | null | null | null | 10.41.143.142 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 84:74:35:74:ca:da |
d6f25584-c636-403d-962b-59f13b5b19cf | 2025-02-07T06:56:59 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in GCP by mason58 Associated Threat Actor: APT35 noise=QXNzdW1lLg== | {
"geo_location": "Georgia",
"device_hash": "7566f43f37bd8cbb62fab295f7002478ab540c7e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.1)",
"session_id": "9391c64a-d3fb-4a22-9c37-1b591568ff26",
"risk_score": 51.92,
"confidence": 0.91
} | mason58 | storage_access | null | null | null | Associated Threat Actor: APT35 | Cloud storage_access in GCP by mason58 Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | GCP | res-5c4957a9 | null | null | null | null | null | null | null | null | null | null |
a2d51881-c523-4607-a9e1-66ba17773003 | 2025-06-05T08:09:38 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network disconnection from 68.132.239.89 to 205.55.140.64 No additional info | {
"geo_location": "Tanzania",
"device_hash": "152db88817f2734d40cb0f1bf8b9ecac",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.45.1 (KHTML, like Gecko) Version/5.0.3 Safari/533.45.1",
"session_id": "dc4baf24-7f61-4ad5-ac9a-c439a0cedf90",
"risk_score": 31.04,
"confidence": ... | null | disconnection | null | null | null | No additional info | Network disconnection from 68.132.239.89 to 205.55.140.64 No additional info | null | null | null | null | 68.132.239.89 | 205.55.140.64 | null | null | null | null | null | null | null | null | null | null | UDP | 249,511 | null | null | null |
a00da266-6096-46c1-8f54-e9426a2ed03a | 2025-05-31T00:17:34 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /government/send.mp3 by melissabriggs No additional info | {
"geo_location": "Romania",
"device_hash": "810136bafc97f66291708689b3fd3e3c19961c6b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/21.0.815.0 Safari/535.0",
"session_id": "0fcac699-a510-46b0-949e-a7d9d4513d4a",
"risk_score": 9.09,
"confidence"... | melissabriggs | file_access | /government/send.mp3 | 8,895 | svchost.exe | No additional info | Endpoint file_access /government/send.mp3 by melissabriggs No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cc93c4e4-aa5c-42b6-a997-dca6e0754b8a | 2025-06-10T07:50:18 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by taylorjonathan Associated Threat Actor: Leafminer | {
"geo_location": "Cyprus",
"device_hash": "761da84d3b2ce5d02c049c5882786f94",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_5 rv:4.0; ss-ZA) AppleWebKit/535.33.6 (KHTML, like Gecko) Version/5.0.5 Safari/535.33.6",
"session_id": "87e5e016-db99-4095-98c9-3fab878247ee",
"risk_score": 50.66,
"conf... | taylorjonathan | api_abuse | null | null | null | Associated Threat Actor: Leafminer | AI system api_abuse by taylorjonathan Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | null | null | model-0cf883c0 | 92e597656894ba8940430a2d9bc1b6d77e893b9f5dfdff7827accc8892b13fce | 6a2214e420eb5636e21e4ca7de47dc8b3be517a0 | null | null | null | null | null | null | null |
cde428e3-aa9e-4f5b-9cc5-88d1d299a141 | 2025-02-25T19:59:50 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by clarketricia MITRE Technique: T1134.001 | {
"geo_location": "Belgium",
"device_hash": "bd7c92dc4ed7eb75b3ddd519c68f5244439f23a1",
"user_agent": "Opera/8.54.(X11; Linux x86_64; hu-HU) Presto/2.9.169 Version/11.00",
"session_id": "040dadb7-a5e6-48d8-83f7-50a1aff30a3c",
"risk_score": 46.06,
"confidence": 0.04
} | clarketricia | api_abuse | null | null | null | MITRE Technique: T1134.001 | AI system api_abuse by clarketricia MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-597967bf | 98de8057d5ca68ae9f1131dc0ef4adfd3187d702a0ac7c993b4fd3d729c666f2 | 44da7d941f5e4c96c2bc6ae5ddc49c24ac2a7217fd6b5b395cf2605875a950fc | null | null | null | null | null | null | null |
cdeff565-28e6-4de5-a44b-3d64d26ea925 | 2025-06-30T12:43:47 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by jonathan12 MITRE Technique: T1218.011 | {
"geo_location": "Papua New Guinea",
"device_hash": "b5eee7290a35dee5d67c8482758efac600d6d593",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9874-01-30 03:49:13 Firefox/3.8",
"session_id": "3990118d-d213-4cc6-84ec-a5d3d3611213",
"risk_score": 48.98,
"confidence": 0.76
} | jonathan12 | shadow_it | null | null | null | MITRE Technique: T1218.011 | Cloud shadow_it in AWS by jonathan12 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | AWS | res-0c6fdfc3 | null | null | null | null | null | null | null | null | null | null |
b6199da8-60f6-4eb5-96fd-b042fe0e5317 | 2025-01-22T10:49:11 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: XSS detected from 221.235.144.103 targeting 83.35.117.26 No additional info | {
"geo_location": "Japan",
"device_hash": "bbeb992c098d7235824be7a2778e38ccaeafe461",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0)",
"session_id": "6d6e1b45-8a2f-45b0-a4a4-85808df4f19c",
"risk_score": 44.49,
"confidence": 0.27
} | null | null | null | null | null | No additional info | QRadar Alert: XSS detected from 221.235.144.103 targeting 83.35.117.26 No additional info | null | null | null | null | 221.235.144.103 | 83.35.117.26 | XSS | SIG-7760 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
5b9bb55a-a528-43d1-8755-2c0dbb9689d2 | 2025-02-10T14:28:10 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Djibouti",
"device_hash": "a573a47d4324903e1261a042d3791216",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; fa-IR) AppleWebKit/534.44.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.44.4",
"session_id": "23c44f1b-7ac0-4c40-8b90-e1131c730d0d",
"risk_score... | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-1fd8f771 | 10.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d42c50dc-d5e1-43cc-b8a6-fb8c837512cf | 2025-03-29T16:24:07 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: SQL Injection detected from 214.201.44.171 targeting N/A MITRE Technique: T1486 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "314b5f031a37c58339ff92c7bfa3def8",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2 rv:2.0; se-NO) AppleWebKit/531.24.1 (KHTML, like Gecko) Version/5.0.5 Safari/531.24.1",
"session_id": "9e16fbd0-d2b0-4e76-b196-349996a77f2a",
"risk_sco... | null | null | null | null | null | MITRE Technique: T1486 | OSSEC Alert: SQL Injection detected from 214.201.44.171 targeting N/A MITRE Technique: T1486 | null | null | null | null | 214.201.44.171 | N/A | SQL Injection | SIG-3445 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
e6b803e3-cfa1-46c5-9ce1-b93254b5e97d | 2025-02-19T16:39:38 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: Fileless Attack detected from 216.29.159.166 targeting N/A Unconventional IOC: Quantum random number deviations noise=exist|national|hard | {
"geo_location": "Dominica",
"device_hash": "6a60720c62b47435cd79e9186a1f6d1564df22f7",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_4 rv:6.0; se-NO) AppleWebKit/533.34.6 (KHTML, like Gecko) Version/5.1 Safari/533.34.6",
"session_id": "daa8e5cd-80ff-486b-86f1-1588e9ad38df",
"risk_score": 63.64,
... | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | Tanium Alert: Fileless Attack detected from 216.29.159.166 targeting N/A Unconventional IOC: Quantum random number deviations | null | null | null | null | 216.29.159.166 | N/A | Fileless Attack | SIG-6209 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
0a0866e5-3d69-4008-ad89-b518ee4ce25e | 2027-05-20T12:45:44 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 75.151.3.218 to 77.109.206.51 No additional info | {
"geo_location": "Spain",
"device_hash": "36f278d5cf3a06d027aeb40b6af3a086",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/17.3j2099.0 Mobile/32P176 Safari/531.0",
"session_id": "b4e5daee-a909-4bce-99ab-61a1a5630d90",
"risk_score": 58.39,
... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 75.151.3.218 to 77.109.206.51 No additional info | null | null | null | null | 75.151.3.218 | 77.109.206.51 | null | null | null | null | null | null | null | null | null | null | HTTPS | 39,210 | null | null | null |
3923ba80-adf1-40bd-b2f3-d8526de26469 | 2025-05-24T17:09:12 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: Fileless Attack detected from 182.185.249.254 targeting N/A No additional info noise=everyone|apply|player | {
"geo_location": "Cape Verde",
"device_hash": "aecb6d75413cd4bf37cd7ad8768cbbc9a19e26db96ef0c118a1dd5727f439b5e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/38.0.832.0 Mobile/53K329 Safari/531.1",
"session_id": "e216cec6-7229-4888-b6ae-8ed... | null | null | null | null | null | No additional info | Suricata Alert: Fileless Attack detected from 182.185.249.254 targeting N/A No additional info | null | null | null | null | 182.185.249.254 | N/A | Fileless Attack | SIG-3418 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
f48e3e9c-ff96-4938-a7a4-8ef768bc6b80 | 2025-07-09T14:10:49 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny ICMP traffic from 204.93.143.201:14201 to 187.212.2.70:907 MITRE Technique: T1134.001 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Denmark",
"device_hash": "84d94279f7207b83851e5dd7ebb4a0c6b800d7a5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.0)",
"session_id": "7e7d1f32-23b0-4c79-879e-ecd0932cdf1d",
"risk_score": 50.63,
"confidence": 0.73
} | null | deny | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Wizard Spider | Firewall deny ICMP traffic from 204.93.143.201:14201 to 187.212.2.70:907 MITRE Technique: T1134.001 | Associated Threat Actor: Wizard Spider | null | null | null | null | 204.93.143.201 | 187.212.2.70 | null | null | null | null | null | null | null | null | 14,201 | 907 | ICMP | 967,188 | 1,434 | null | null |
70b792bd-cffa-43be-a4df-25ca3712e762 | 2025-04-14T08:56:41 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network beaconing from 117.116.188.69 to 99.213.38.91 DGA domain detected noise=R29vZCBnaXZlLg== | {
"geo_location": "Kuwait",
"device_hash": "7fb505d8ac3c3a1e85dcd1d460d06253e1168771",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; is-IS) AppleWebKit/534.26.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6534.26.4",
"session_id": "95da380c-dce2-4d45-91e5-9dc4b94c9550",
"risk... | null | beaconing | null | null | null | DGA domain detected | Network beaconing from 117.116.188.69 to 99.213.38.91 DGA domain detected | null | null | null | null | 117.116.188.69 | 99.213.38.91 | null | null | null | null | null | null | null | null | null | null | UDP | 236,923 | null | null | null |
6907233c-534e-4f19-9a58-831bff152292 | 2025-03-18T01:39:38 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTPS traffic from 102.145.22.41:895 to 221.13.136.52:459 No additional info noise=215D94DC | {
"geo_location": "Switzerland",
"device_hash": "312bd1d33b22ad49647e9e891a97f3871653f41d0945711f335691b37bb540a7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; hsb-DE) AppleWebKit/532.32.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.32.6",
"session_id": "37903a92-280a-4a... | null | inspect | null | null | null | No additional info | Firewall inspect HTTPS traffic from 102.145.22.41:895 to 221.13.136.52:459 No additional info | null | null | null | null | 102.145.22.41 | 221.13.136.52 | null | null | null | null | null | null | null | null | 895 | 459 | HTTPS | 500,675 | 868 | null | null |
3bef2e12-f5bb-4260-9c63-2e15d8d4b4a6 | 2025-02-03T08:12:27 | network | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 72.201.194.131 to 82.5.112.237 No additional info | {
"geo_location": "Lithuania",
"device_hash": "d1104c0a68831ccb08bb8e172c6f62f4",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/14.9u7273.0 Mobile/19P810 Safari/532.2",
"session_id": "f2fb1efe-d1ac-4d6e-acfd-14b078cc6250",
"risk_score": 70.74,
... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 72.201.194.131 to 82.5.112.237 No additional info | null | null | null | null | 72.201.194.131 | 82.5.112.237 | null | null | null | null | null | null | null | null | null | null | TCP | 210,932 | null | null | null |
b2222497-bc5f-4444-b789-949221367fd6 | 2025-05-26T04:51:46 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update MITRE Technique: T1574.002 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "187b4659830937111b843a7a5c73f6cd",
"user_agent": "Opera/9.40.(Windows 98; de-LU) Presto/2.9.189 Version/11.00",
"session_id": "7d1869d8-59ae-4e76-82ff-45cb9ab38f65",
"risk_score": 68.21,
"confidence": 0.7
} | null | firmware_update | null | null | null | MITRE Technique: T1574.002 | IoT device HVAC firmware_update MITRE Technique: T1574.002 | null | HVAC | iot-cd111673 | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
87e03621-f5c7-4e6b-ba51-b9bd3f9fc6b3 | 2025-01-29T16:59:07 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change various by xmcguire MITRE Technique: T1566.001 | {
"geo_location": "Saint Lucia",
"device_hash": "73b038c4340f521f755f289041113b95",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ms-MY) AppleWebKit/533.38.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.38.3",
"session_id": "99fad0bb-37c2-4fa3-9134-4f256f4775c2",
"risk_sc... | xmcguire | registry_change | various | 5,008 | svchost.exe | MITRE Technique: T1566.001 | Endpoint registry_change various by xmcguire MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e94e88bd-485e-47fb-93bf-0012b82472ec | 2025-04-25T03:11:12 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /doctor/home.flac by davisamber No additional info noise=R2xhc3Mu | {
"geo_location": "Namibia",
"device_hash": "d72ec4f57832c9849e8f6d50f4928d39",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:54.0) Gecko/54.0 Firefox/54.0",
"session_id": "2a20388c-e894-499c-b17b-3aff570b8107",
"risk_score": 51.95,
"confidence": 0.67
} | davisamber | file_access | /doctor/home.flac | 6,085 | explorer.exe | No additional info | Endpoint file_access /doctor/home.flac by davisamber No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
12d78651-4c93-411f-8f91-4b3916f4b968 | 2025-04-08T04:13:57 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /wife/upon.docx by ronald85 No additional info noise=app/tag/search | {
"geo_location": "Syrian Arab Republic",
"device_hash": "14c748e3b6b1048c0ed9e913aa4f626a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/42.0.884.0 Safari/531.2",
"session_id": "fa3888c8-1117-4b73-b52a-0d4770b8836f",
"risk_score": 65.79,
"confidence": 0.37
} | ronald85 | driver_load | /wife/upon.docx | 5,059 | cmd.exe | No additional info | Endpoint driver_load /wife/upon.docx by ronald85 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f1231b77-4f81-4f6f-b1d3-19e1fd6235a9 | 2025-02-23T12:51:55 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in AWS by thomaslindsay MITRE Technique: T1059.001 | Associated Threat Actor: APT29 | {
"geo_location": "Portugal",
"device_hash": "599e92014241acc1ca079b256c9f98f4edc61acb",
"user_agent": "Opera/8.56.(Windows NT 10.0; ug-CN) Presto/2.9.171 Version/10.00",
"session_id": "335482b7-9d89-4985-ad09-a52d3032caea",
"risk_score": 62.05,
"confidence": 0.86
} | thomaslindsay | instance_creation | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: APT29 | Cloud instance_creation in AWS by thomaslindsay MITRE Technique: T1059.001 | Associated Threat Actor: APT29 | null | null | null | null | null | null | null | null | null | AWS | res-1b6dd857 | null | null | null | null | null | null | null | null | null | null |
d0cbd985-f9c2-4d55-8821-e151ed7e4d9b | 2025-02-12T06:09:38 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /provide/particularly.mov by sarahowens Fileless execution detected | {
"geo_location": "Sudan",
"device_hash": "93b02920bed6cc48778961b3bc5204790c9e591e454bfc18a793c0297f5c7ff5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.0)",
"session_id": "c6d53fa1-a886-4b92-9958-a3779dec858d",
"risk_score": 81.7,
"confidence": 0.84
} | sarahowens | process_stop | /provide/particularly.mov | 5,279 | explorer.exe | Fileless execution detected | Endpoint process_stop /provide/particularly.mov by sarahowens Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86a2ead0-9402-4c8f-9ba7-cdbe4d9bcaec | 2022-07-31T11:22:43 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Nauru",
"device_hash": "480e7c631e05a8268c344d637ece0d8c21668591",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.0)",
"session_id": "b5c1a17a-ac5a-4632-a1d6-05c0031932a2",
"risk_score": 42.17,
"confidence": 0.5
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-05aa5bea | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e3567012-38a0-4ade-91f8-25193c6fd3f9 | 2025-04-06T22:04:41 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in AWS by mharvey No additional info noise=28E61F41 | {
"geo_location": "Ethiopia",
"device_hash": "2cbb0560d638c73050bed8a11be250f68d3e048e2ab0b3f2aece9e761cbf5292",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/56.0.845.0 Mobile/51O925 Safari/532.1",
"session_id": "6538f59a-54d6-4078-b736-478af88d7... | mharvey | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by mharvey No additional info | null | null | null | null | null | null | null | null | null | AWS | res-5cc3e9a5 | null | null | null | null | null | null | null | null | null | null |
241e84eb-b708-4ba0-81fb-348279e05488 | 2025-01-14T05:07:05 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Alibaba by hmorris MITRE Technique: T1071.001 | Associated Threat Actor: APT41 | {
"geo_location": "Micronesia",
"device_hash": "b5c9f43bd80fc0f7a80eb478c4009fd7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.1)",
"session_id": "fc0c2a3f-cc46-4b71-843e-340fddae728c",
"risk_score": 53.26,
"confidence": 0.98
} | hmorris | container_escape | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: APT41 | Cloud container_escape in Alibaba by hmorris MITRE Technique: T1071.001 | Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | Alibaba | res-3d76e176 | null | null | null | null | null | null | null | null | null | null |
7427d94d-6bfa-4187-8b12-ac191670364b | 2025-05-15T10:47:43 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall drop ICMP traffic from 191.139.222.69:795 to 72.213.93.223:646 No additional info noise=under|produce|benefit | {
"geo_location": "Cook Islands",
"device_hash": "5421a1b92496144499e1a9e59c279e38",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_4 rv:6.0; mai-IN) AppleWebKit/534.32.7 (KHTML, like Gecko) Version/5.0.4 Safari/534.32.7",
"session_id": "f22422b5-e10d-42f6-890c-0a7b69e4538a",
"risk_score": 30.23,
... | null | drop | null | null | null | No additional info | Firewall drop ICMP traffic from 191.139.222.69:795 to 72.213.93.223:646 No additional info | null | null | null | null | 191.139.222.69 | 72.213.93.223 | null | null | null | null | null | null | null | null | 795 | 646 | ICMP | 523,286 | 1,148 | null | null |
b439f8e2-f9a1-4f96-a85e-957b246c9ef7 | 2025-02-27T04:09:47 | firewall | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SSH traffic from 206.49.254.253:685 to 139.231.221.105:560 No additional info | {
"geo_location": "Honduras",
"device_hash": "0b3aa15d1dfc7bcc203f8f8ed9852006",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/15.1d4855.0 Mobile/81D614 Safari/536.2",
"session_id": "f54733fa-8532-4235-808d-97fcd63f5e79",
"risk_score": 51.7... | null | log-only | null | null | null | No additional info | Firewall log-only SSH traffic from 206.49.254.253:685 to 139.231.221.105:560 No additional info | null | null | null | null | 206.49.254.253 | 139.231.221.105 | null | null | null | null | null | null | null | null | 685 | 560 | SSH | 973,134 | 742 | null | null |
8069534a-d9f0-4657-810b-3269afd60bb4 | 2025-04-11T10:09:29 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Costa Rica",
"device_hash": "53e64602f90e9175a62186f214a0acea15381b73",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/30.0.846.0 Safari/534.0",
"session_id": "236826a5-6df6-465a-ae37-50c10690b75a",
"risk_score": 11.38,
"confidence": 0.57
} | null | command_injection | null | null | null | No additional info | IoT device Sensor command_injection No additional info | null | Sensor | iot-a56230d0 | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d5637cb-d9e9-4373-9d33-fa0ff7a15e90 | 2025-03-22T23:37:43 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in AWS by pamela01 MITRE Technique: T1543.003 | {
"geo_location": "North Korea",
"device_hash": "27b9e7e99b29355c7d6a1b79c4828f43",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/16.6q6741.0 Mobile/51N591 Safari/531.0",
"session_id": "e623b2b9-0538-4bbe-8818-6e8261af0ffc",
"risk_score": 2... | pamela01 | storage_access | null | null | null | MITRE Technique: T1543.003 | Cloud storage_access in AWS by pamela01 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | AWS | res-827e5c95 | null | null | null | null | null | null | null | null | null | null |
e36acf84-50f2-4b95-ba3a-faeff8f15bde | 2025-05-05T05:02:06 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 195.4.84.93 to 124.11.71.67 No additional info noise=list/list/list | {
"geo_location": "Colombia",
"device_hash": "2618be18ef6cdd7065ff1f21d5872481",
"user_agent": "Opera/8.94.(X11; Linux x86_64; si-LK) Presto/2.9.165 Version/12.00",
"session_id": "2fe55bb3-29ae-4cc8-b5f8-565fa713c94b",
"risk_score": 72.1,
"confidence": 0.45
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 195.4.84.93 to 124.11.71.67 No additional info | null | null | null | null | 195.4.84.93 | 124.11.71.67 | null | null | null | null | null | null | null | null | null | null | TCP | 916,618 | null | null | null |
781d5f77-7aa8-47e9-b6e0-d1d05915193e | 2025-07-10T02:40:17 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 10.69.132.168 to 159.121.160.225 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "619a595c3a87fbd0961ac1015cf34c3851e49784",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.0)",
"session_id": "53e5e80e-a913-47a6-8de8-6de52e538acb",
"risk_score": 20.15,
"confidence": 0.31
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 10.69.132.168 to 159.121.160.225 No additional info | null | null | null | null | 10.69.132.168 | 159.121.160.225 | null | null | null | null | null | null | null | null | null | null | ICMP | 569,427 | null | null | null |
19569770-27b8-47cc-9bc7-0ffa0d87dc7d | 2025-01-22T12:09:22 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for callahanmichael via key from 132.19.43.215 No additional info | {
"geo_location": "Pakistan",
"device_hash": "03aabbc97614961850c0e45172b89df9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.1)",
"session_id": "c739d428-26be-4a0b-8294-caa59adce962",
"risk_score": 65.54,
"confidence": 0.56
} | callahanmichael | failed | null | null | null | No additional info | Auth failed for callahanmichael via key from 132.19.43.215 No additional info | null | null | null | null | 132.19.43.215 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 96:66:6f:87:06:0d |
303aa8f7-ce84-401c-8a5a-e458659d0520 | 2025-06-30T13:24:29 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by kevinwright No additional info | {
"geo_location": "Congo",
"device_hash": "d9926abf3b3d99fff37d62ecdffdf40323825976",
"user_agent": "Opera/8.72.(X11; Linux x86_64; ar-LY) Presto/2.9.164 Version/11.00",
"session_id": "b82bd797-419d-418d-9cc2-725f8efd0932",
"risk_score": 53.21,
"confidence": 0.26
} | kevinwright | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by kevinwright No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-df053052 | null | null | null | null | null | null | null | null | null | null |
614b673b-8def-4fd4-b612-127aabe6ed80 | 2025-04-19T13:05:54 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: SQL Injection detected from 195.1.248.53 targeting N/A No additional info | {
"geo_location": "Saint Helena",
"device_hash": "2c0d5a7fef98c4d4ac7f045c385ff09e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/20.0.865.0 Mobile/81G063 Safari/534.0",
"session_id": "d88804d4-19e9-46d8-909d-146bff631aec",
"risk_score": 47... | null | null | null | null | null | No additional info | Vectra AI Alert: SQL Injection detected from 195.1.248.53 targeting N/A No additional info | null | null | null | null | 195.1.248.53 | N/A | SQL Injection | SIG-3969 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
5027ec20-baea-4045-8dc2-5dfb5a16415c | 2025-06-17T18:21:32 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth bypass for robertellis via password from 20.17.160.132 Credential stuffing pattern detected | {
"geo_location": "Mongolia",
"device_hash": "251d32b887f0b4c45333530ff6772ae4a3479fb4a17992c6141057677c79e600",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_3; rv:1.9.2.20) Gecko/3724-02-14 06:09:08 Firefox/9.0",
"session_id": "5c77c7c1-d215-4bd5-ada1-dcac22063d36",
"risk_score": 28.53,
"c... | robertellis | bypass | null | null | null | Credential stuffing pattern detected | Auth bypass for robertellis via password from 20.17.160.132 Credential stuffing pattern detected | null | null | null | null | 20.17.160.132 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | d7:a4:6b:72:f6:60 |
07d3425f-8c05-48a4-b99f-423ac89eb2d3 | 2025-06-24T14:47:41 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec require by angelicalewis No additional info noise=main | {
"geo_location": "China",
"device_hash": "96989635002835f8d4b638f710afd5978c6a0eb04e3a2461f0fe57e259f0a618",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "36d39f74-c0ea-4a9f-b1b5-ad8ccc40a7a7",
"risk_score": 30.41,
"confidence": 0.58
} | angelicalewis | powershell_exec | require | 9,458 | cmd.exe | No additional info | Endpoint powershell_exec require by angelicalewis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57a93dc4-ef0b-4d6a-9ea5-25a99bb4e656 | 2025-04-21T20:35:20 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by wattsbradley No additional info | {
"geo_location": "Austria",
"device_hash": "820195b7ba41096b9aabfb46acdce877006b4b85",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "e6cf01a9-ec79-45bd-b201-7de6c607e73e",
"risk_score": 69.84,
"confidence": 0.54
} | wattsbradley | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by wattsbradley No additional info | null | null | null | null | null | null | null | null | null | null | null | model-17047a23 | c08a98794e4ea6c3d0c79942c15eaf435e4b57dcbbdbf9f32d56bb629e7abcdd | b61be37016c79f014dcd00a7f1210801 | null | null | null | null | null | null | null |
f76cd20c-67d4-49ce-8b85-91f692d521e4 | 2025-05-21T14:58:18 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by john03 No additional info | {
"geo_location": "Nigeria",
"device_hash": "539c54b13c9dc1ca3b7f6f78dda63da3",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; ig-NG; rv:1.9.1.20) Gecko/7404-04-28 02:32:35 Firefox/3.8",
"session_id": "c3fa2558-53a5-4d01-b533-f6028341d911",
"risk_score": 66.31,
"confidence": 0.09
} | john03 | membership_inference | null | null | null | No additional info | AI system membership_inference by john03 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e983df63 | a2e1599dfa3dd5d3a5d170dc45bdfec2 | 895990468bf4f2d0ea7de9b53281ff638e5ad48938c9cb9a2956d11574a45c58 | null | null | null | null | null | null | null |
0331bff7-a2fb-413a-8e8a-01fbcf007ae0 | 2025-03-14T08:39:50 | 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 harriskent No additional info noise=tags/blog | {
"geo_location": "United Kingdom",
"device_hash": "4e52f525f92897aee351ed3ae083c9086bcd4b6b",
"user_agent": "Opera/9.88.(X11; Linux i686; kl-GL) Presto/2.9.168 Version/10.00",
"session_id": "89e3c886-7700-4697-bb20-30f6195f77ce",
"risk_score": 75.82,
"confidence": 0.62
} | harriskent | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by harriskent No additional info | null | null | null | null | null | null | null | null | null | OCI | res-5ec7a710 | null | null | null | null | null | null | null | null | null | null |
7a6d627e-46a5-4055-98b7-109ac904cde2 | 2025-04-21T00:46:51 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop executive by angelica51 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "21210d85c75fdb7c1b89127f8d7fddb9d80bc2dc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.25.7 (KHTML, like Gecko) Version/4.0.2 Safari/534.25.7",
"session_id": "7b2cf646-e501-49e7-b032-e4b03bcc0e77",
"risk_score": 45.67,
"confi... | angelica51 | process_stop | executive | 6,443 | svchost.exe | No additional info | Endpoint process_stop executive by angelica51 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98a847e7-924c-47ad-be54-18c9953ea551 | 2025-03-04T07:59:45 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect HTTPS traffic from 10.169.81.181:991 to 86.239.19.202:390 Associated Threat Actor: Kimsuky | {
"geo_location": "North Korea",
"device_hash": "c661d03791ecda1a52fb9af24e949f8941e152ba",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_6; rv:1.9.4.20) Gecko/9869-06-18 19:43:45 Firefox/10.0",
"session_id": "7738d2bc-2af8-4494-bbc6-ba8624e7852f",
"risk_score": 24.84,
"confidence": 0.44
} | null | inspect | null | null | null | Associated Threat Actor: Kimsuky | Firewall inspect HTTPS traffic from 10.169.81.181:991 to 86.239.19.202:390 Associated Threat Actor: Kimsuky | null | null | null | null | 10.169.81.181 | 86.239.19.202 | null | null | null | null | null | null | null | null | 991 | 390 | HTTPS | 947,217 | 2,783 | null | null |
a4872410-7806-4333-a73a-764a067a6e65 | 2025-02-11T22:58:06 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth failed for gnguyen via key from 10.95.80.133 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "bf22c0776a9e82265838fbe970804c03",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_7 rv:3.0; nan-TW) AppleWebKit/532.9.7 (KHTML, like Gecko) Version/5.0.2 Safari/532.9.7",
"session_id": "00f67f43-92d7-47cd-8f35-284192ced49c",
"risk_sco... | gnguyen | failed | null | null | null | No additional info | Auth failed for gnguyen via key from 10.95.80.133 No additional info | {
"baseline_deviation": 0.82,
"entropy": 4.41,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.95.80.133 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 4b:ba:6f:56:8a:f2 |
8dc78939-5373-4c94-b8ca-58fc7ae2aed7 | 2025-03-10T19:50:51 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 113.49.41.106 to 123.210.141.44 MITRE Technique: T1486 | {
"geo_location": "Netherlands Antilles",
"device_hash": "5baa4f057026e7bd5b729293e5edca19",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_4) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/22.0.876.0 Safari/531.1",
"session_id": "b7d6a74d-5a58-4b7a-8081-89c64085928d",
"risk_score": 51.25,
"conf... | null | covert_channel | null | null | null | MITRE Technique: T1486 | Network covert_channel from 113.49.41.106 to 123.210.141.44 MITRE Technique: T1486 | null | null | null | null | 113.49.41.106 | 123.210.141.44 | null | null | null | null | null | null | null | null | null | null | ICMP | 96,849 | null | null | null |
5e052e50-bd7c-4e47-83d4-f1de66f203b8 | 2025-03-09T05:46:32 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by reidmaria No additional info | {
"geo_location": "North Korea",
"device_hash": "1001d06babedd1b2d8089754673136f4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.39.4 (KHTML, like Gecko) Version/5.1 Safari/532.39.4",
"session_id": "c69c8e00-05b2-4bd3-8a02-01d4eb652ef6",
"risk_score": 21.95,
"confidence": 0.25
} | reidmaria | model_inversion | null | null | null | No additional info | AI system model_inversion by reidmaria No additional info | null | null | null | null | null | null | null | null | null | null | null | model-36ff836a | 0018fd4d2bbc9e0da68b5efac2d9395298646be6 | 42041c57e1089ef583476b6b71c1e51a | null | null | null | null | null | null | null |
825f2378-e1aa-48e8-8bdb-4283dc2556d3 | 2025-02-27T00:42:06 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec speech by alan05 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "08c58f5f8c5b0e5b31bfc975bba2eb0e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; iu-CA) AppleWebKit/535.26.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6535.26.2",
"session_id": "4c0724f8-8b61-4d09-acea-c534c61d72a8",... | alan05 | wmi_exec | speech | 1,019 | cmd.exe | No additional info | Endpoint wmi_exec speech by alan05 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
239f0339-a144-497f-ac67-a6226d8c43ea | 2025-03-06T11:05:28 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall drop SMB traffic from 54.199.182.168:506 to 1.139.72.242:65 No additional info noise=A946D0D6 | {
"geo_location": "North Macedonia",
"device_hash": "214c0c4e746235b895ad63683611d6eb1c2c15abb5cf7f129bcaa695b51f69a4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "af78fe9e-de3a-4907-828a-a43c7d7f3637",
"risk_score": 31.32,
"confidence": 0.85
} | null | drop | null | null | null | No additional info | Firewall drop SMB traffic from 54.199.182.168:506 to 1.139.72.242:65 No additional info | null | null | null | null | 54.199.182.168 | 1.139.72.242 | null | null | null | null | null | null | null | null | 506 | 65 | SMB | 824,362 | 865 | null | null |
f87095af-cf89-4448-b81e-282dbe74892d | 2025-04-04T21:13:23 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in AWS by danielsstephanie MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | {
"geo_location": "Andorra",
"device_hash": "3327af282655602c95b5ae81ebca54fa",
"user_agent": "Opera/8.48.(Windows NT 6.2; en-NZ) Presto/2.9.163 Version/12.00",
"session_id": "60a17c04-c236-462e-925e-21707f65b5df",
"risk_score": 48.17,
"confidence": 0.26
} | danielsstephanie | config_change | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | Cloud config_change in AWS by danielsstephanie MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | null | null | null | null | null | null | null | null | null | AWS | res-0c9f3d3f | null | null | null | null | null | null | null | null | null | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.