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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
416b39a9-444f-4695-b496-9589e636145f | 2025-06-09T02:53:49 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in GCP by icamacho MITRE Technique: T1134.001 | {
"geo_location": "Kenya",
"device_hash": "b6a9428947c522dd83c994fd0d8d4977",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.1)",
"session_id": "a14c0c3c-0953-43be-b1d9-474bbe733b42",
"risk_score": 86.67,
"confidence": 0.62
} | icamacho | crypto_mining | null | null | null | MITRE Technique: T1134.001 | Cloud crypto_mining in GCP by icamacho MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | GCP | res-4d2909cd | null | null | null | null | null | null | null | null | null | null |
41e6a6ac-b9a8-4609-acd7-3a47c0c3360c | 2025-03-22T07:30:24 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 104.33.236.174 to 38.203.221.13 MITRE Technique: T1566.001 noise=08D7FB15 | {
"geo_location": "China",
"device_hash": "96d4bccf04e66eff161f14e971a1fd7bb953ed51",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/57.0.852.0 Mobile/50Q402 Safari/531.2",
"session_id": "f50bed51-26a2-44f7-a3f9-157c1f15a7bc",
"risk_score": 21.92,... | null | latency_spike | null | null | null | MITRE Technique: T1566.001 | Network latency_spike from 104.33.236.174 to 38.203.221.13 MITRE Technique: T1566.001 | null | null | null | null | 104.33.236.174 | 38.203.221.13 | null | null | null | null | null | null | null | null | null | null | HTTP | 854,507 | null | null | null |
b33b5a6c-5ca3-4d18-83f1-bb57ca2ce481 | 2025-03-03T16:39:01 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by pcurry No additional info noise=list/categories | {
"geo_location": "Estonia",
"device_hash": "40486eb170da35d4387e7eebff5334044db6d958d1ed5a3de8fd32c28496ab9c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/12.0h5485.0 Mobile/68M276 Safari/534.0",
"session_id": "b9512472-0963-4296-981f-afd8fd3b... | pcurry | api_abuse | null | null | null | No additional info | AI system api_abuse by pcurry No additional info | null | null | null | null | null | null | null | null | null | null | null | model-478c66d4 | 35f1cd182a7c9c4c571938dcfb9eae1f | 66c67d40b47c9f7c18f51a7c72139f08242f898e3eaa76cbb4d4edef643165bb | null | null | null | null | null | null | null |
ae21a23b-994c-49bf-a141-a788d345dbb3 | 2025-04-05T03:44:46 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 62.246.240.211:482 to 161.107.95.209:19 Associated Threat Actor: FIN7 noise=QnVpbGRpbmcu | {
"geo_location": "Colombia",
"device_hash": "b645afd073d8d7c4beb443462a9e9bca4283f63d2bb269d4f188e9ffe893a5fb",
"user_agent": "Opera/8.40.(Windows 98; Win 9x 4.90; iu-CA) Presto/2.9.189 Version/12.00",
"session_id": "dde8a92c-08ee-4042-891b-6442b9bc3cd2",
"risk_score": 46.77,
"confidence": 0.56
} | null | deny | null | null | null | Associated Threat Actor: FIN7 | Firewall deny SSH traffic from 62.246.240.211:482 to 161.107.95.209:19 Associated Threat Actor: FIN7 | null | null | null | null | 62.246.240.211 | 161.107.95.209 | null | null | null | null | null | null | null | null | 482 | 19 | SSH | 282,572 | 1,981 | null | null |
9f4a0a6b-db57-4b97-8c77-3a42492a2b75 | 2025-02-16T21:51:12 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny NTP traffic from 178.1.101.140:825 to 52.219.91.254:238 No additional info | {
"geo_location": "South Africa",
"device_hash": "be30e58305419c88ba4345b3e6dd6f85",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.0)",
"session_id": "eedbecda-d795-4293-9230-560883fc8830",
"risk_score": 50.44,
"confidence": 0.24
} | null | deny | null | null | null | No additional info | Firewall deny NTP traffic from 178.1.101.140:825 to 52.219.91.254:238 No additional info | {
"baseline_deviation": 2.56,
"entropy": 7.94,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 178.1.101.140 | 52.219.91.254 | null | null | null | null | null | null | null | null | 825 | 238 | NTP | 425,709 | 443 | null | null |
063a7357-e770-4d32-bd7d-1ddbe6fd58c9 | 2025-07-01T20:45:05 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by amberlloyd No additional info noise=main/app | {
"geo_location": "Bhutan",
"device_hash": "608b9c1b3120885b1773d36a6b9ae7cc6749592fdaca00048cf516b9bb244de3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/53.0.811.0 Safari/532.0",
"session_id": "4f571a66-180e-413b-a655-9656545ec118",
"risk_score": 98.48,
"con... | amberlloyd | model_inversion | null | null | null | No additional info | AI system model_inversion by amberlloyd No additional info | {
"baseline_deviation": 1.53,
"entropy": 4.21,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-b58569dd | d113fddb5c2a18ca3518d20f748116fc | 904e60ce6f0da5675257bba4dfddddc6 | null | null | null | null | null | null | null |
24bad288-f097-4e2a-9451-37d2d7178901 | 2025-05-22T20:42:31 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_access by phillipwilliams Associated Threat Actor: APT35 noise=posts/wp-content | {
"geo_location": "Netherlands Antilles",
"device_hash": "67ce31fabb8f4af78a22d998c282180e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_8; rv:1.9.5.20) Gecko/9699-04-21 01:41:18 Firefox/3.6.18",
"session_id": "c00abaac-886e-40b2-b9e7-10fb8c69e58e",
"risk_score": 40.32,
"confidence": 0.36
} | phillipwilliams | model_access | null | null | null | Associated Threat Actor: APT35 | AI system model_access by phillipwilliams Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | model-b604e803 | 9a39a5324c48ff183a6d94d952bf0965c9e40082f007645300a3b26d67c30c5f | bfd99763241881c93911401dfe465c4ea27705c63655a91363a282831b2e6319 | null | null | null | null | null | null | null |
9ec2ec89-4467-4586-8f32-5fc47cec35e6 | 2025-04-24T02:16:20 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth success for ybrewer via SAML from 41.23.120.246 No additional info | {
"geo_location": "Iran",
"device_hash": "5082485cd2630fdb43495725ba9f74eef2668afbf0932dcd6ad1be3a63d94c80",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_9) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/30.0.824.0 Safari/532.1",
"session_id": "aadb674a-6398-4641-a330-f13bd2d6e4bb",
"risk_score": ... | ybrewer | success | null | null | null | No additional info | Auth success for ybrewer via SAML from 41.23.120.246 No additional info | null | null | null | null | 41.23.120.246 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | f6:50:02:9d:ac:ad |
bdd9fd72-f654-4715-aab8-23423ec25467 | 2025-03-29T10:48:15 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 10.70.76.207 to 214.239.92.252 No additional info | {
"geo_location": "Armenia",
"device_hash": "1769fcc11b83b7ebadbdb947a19f1236",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.0)",
"session_id": "1098a990-3435-470a-8eb6-2f78c7757d16",
"risk_score": 15.22,
"confidence": 0.43
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 10.70.76.207 to 214.239.92.252 No additional info | null | null | null | null | 10.70.76.207 | 214.239.92.252 | null | null | null | null | null | null | null | null | null | null | HTTP | 667,924 | null | null | null |
1a2cf2c1-148c-4371-b76d-faa380b76c75 | 2025-04-09T04:10:25 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by robin30 MITRE Technique: T1574.002 | {
"geo_location": "Vanuatu",
"device_hash": "1b80c1c8b9729cb6064e4243e9b2a6cf",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/18.0.855.0 Safari/534.2",
"session_id": "0e384584-0263-4d90-9f09-36d557085561",
"risk_score": 83.6,
"confidence": 0.86
} | robin30 | training_data_poisoning | null | null | null | MITRE Technique: T1574.002 | AI system training_data_poisoning by robin30 MITRE Technique: T1574.002 | {
"baseline_deviation": 2.69,
"entropy": 2.53,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-7bc76e7a | b155dd8c3da30a0c7b53ec6f58889367 | 2687f51dd4c42535fb3b341449c08510 | null | null | null | null | null | null | null |
3de71c13-40af-4d75-82de-c44226611cc9 | 2025-02-07T21:39:17 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 10.98.84.91 to 13.203.175.99 MITRE Technique: T1204.002 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Malta",
"device_hash": "92eee84dd240925954a8bd3435301b1b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; niu-NU) AppleWebKit/534.49.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6534.49.3",
"session_id": "c3b5d064-b26e-4f7b-9844-ccec24931ae3",
"risk_score":... | null | protocol_anomaly | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: BlueNoroff | Network protocol_anomaly from 10.98.84.91 to 13.203.175.99 MITRE Technique: T1204.002 | Associated Threat Actor: BlueNoroff | null | null | null | null | 10.98.84.91 | 13.203.175.99 | null | null | null | null | null | null | null | null | null | null | UDP | 981,862 | null | null | null |
7007e85c-e6d5-4d3b-8211-0ba7f6af24f1 | 2025-03-29T08:32:15 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 10.23.112.92 to 219.136.251.246 MITRE Technique: T1059.001 noise=E1E8FA06 | {
"geo_location": "Botswana",
"device_hash": "12032f3e7913d2646fe527c6fa78ddb4f7866dd0",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "93e35d40-b4e3-4aea-afe1-e7c5a19e2b32",
"risk_score": 74.91,
"confidence": 0.91
} | null | latency_spike | null | null | null | MITRE Technique: T1059.001 | Network latency_spike from 10.23.112.92 to 219.136.251.246 MITRE Technique: T1059.001 | null | null | null | null | 10.23.112.92 | 219.136.251.246 | null | null | null | null | null | null | null | null | null | null | UDP | 688,080 | null | null | null |
059e07bc-b5c6-4a7f-89f4-60bbbd9c964a | 2025-05-20T12:28:29 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth failed for michael20 via key from 167.47.117.102 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "d0afa0294e41c835ffa0e027ee97fd3092b6e09fb36f8072f263f9c6ab2868be",
"user_agent": "Opera/8.24.(X11; Linux x86_64; quz-PE) Presto/2.9.173 Version/11.00",
"session_id": "eea07198-9964-4e52-8f18-961b87f20f06",
"risk_score": 78.51,
"confidence": 0.86
} | michael20 | failed | null | null | null | No additional info | Auth failed for michael20 via key from 167.47.117.102 No additional info | null | null | null | null | 167.47.117.102 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 9f:bc:2f:6a:fb:84 |
6df5f934-8fac-4e72-819f-640353810936 | 2025-04-21T22:23:35 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow TCP traffic from 173.239.59.3:477 to 44.126.230.220:913 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "e3c4a8edbf1d0e31a33c84442033cc9a",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/55.0.879.0 Safari/534.1",
"session_id": "078fd39c-0eda-4203-8a55-9cf3fd767edf",
"risk_score": 23.4,
"confidence": 0.56
} | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 173.239.59.3:477 to 44.126.230.220:913 No additional info | null | null | null | null | 173.239.59.3 | 44.126.230.220 | null | null | null | null | null | null | null | null | 477 | 913 | TCP | 4,940 | 3,257 | null | null |
72e03e9d-ce1a-42fa-b875-f307b1ee6596 | 2025-03-20T13:28:39 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: Supply Chain Compromise detected from 58.16.233.116 targeting 97.166.16.74 MITRE Technique: T1566.001 | {
"geo_location": "Sierra Leone",
"device_hash": "c0b763913e372725c9686864f04cdbcb1f479b33",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.1)",
"session_id": "d3ea4c78-6edc-42a5-8fcf-aa24dc7fbdb7",
"risk_score": 27.09,
"confidence": 0.74
} | null | null | null | null | null | MITRE Technique: T1566.001 | FireEye HX Alert: Supply Chain Compromise detected from 58.16.233.116 targeting 97.166.16.74 MITRE Technique: T1566.001 | null | null | null | null | 58.16.233.116 | 97.166.16.74 | Supply Chain Compromise | SIG-4205 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
0bdd7f5d-7922-46ff-ba9e-7ecf16c9d321 | 2025-05-22T04:10:49 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SMB traffic from 19.100.224.221:974 to 193.111.227.111:762 MITRE Technique: T1190 | {
"geo_location": "Iran",
"device_hash": "755edead32ce8e2d6c97f1b32beb42a5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9 rv:3.0; yi-US) AppleWebKit/535.37.6 (KHTML, like Gecko) Version/5.0.1 Safari/535.37.6",
"session_id": "21ce4737-8193-41e7-b91c-ef50644a5207",
"risk_score": 36.76,
"confide... | null | deny | null | null | null | MITRE Technique: T1190 | Firewall deny SMB traffic from 19.100.224.221:974 to 193.111.227.111:762 MITRE Technique: T1190 | null | null | null | null | 19.100.224.221 | 193.111.227.111 | null | null | null | null | null | null | null | null | 974 | 762 | SMB | 752,839 | 1,731 | null | null |
4cbba5b0-1467-4cf6-bc98-bd62fb98fe22 | 2025-02-04T22:17:35 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access benefit by sfox No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "eb216b1821d3ad2cd1174b6e54fdf73a0e749dfda31f0edfedd838e7cfe18dc6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.11.6 (KHTML, like Gecko) Version/4.0.3 Safari/531.11.6",
"session_id": "cbd55775-ce5c-4fad-a2d5-6a1aa803ebd0",
"risk_sco... | sfox | file_access | benefit | 5,085 | powershell.exe | No additional info | Endpoint file_access benefit by sfox No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3b0a88fa-ecdf-4e19-bd40-02f876a8dbb6 | 2025-06-27T23:10:44 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop TCP traffic from 39.146.199.223:33084 to 37.83.119.173:739 Associated Threat Actor: Kimsuky | {
"geo_location": "Seychelles",
"device_hash": "b8d5b5f5f820d254f5587ce39a35a2228a3090b8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.1)",
"session_id": "32caa936-06d1-4e96-bfe5-30aee764d27a",
"risk_score": 8.4,
"confidence": 0.94
} | null | drop | null | null | null | Associated Threat Actor: Kimsuky | Firewall drop TCP traffic from 39.146.199.223:33084 to 37.83.119.173:739 Associated Threat Actor: Kimsuky | null | null | null | null | 39.146.199.223 | 37.83.119.173 | null | null | null | null | null | null | null | null | 33,084 | 739 | TCP | 590,259 | 2,736 | null | null |
ae83b80b-338f-40b4-8d52-3d69bc939295 | 2025-06-13T07:30:34 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: SQL Injection detected from 192.225.144.110 targeting 42.98.70.11 MITRE Technique: T1574.002 noise=market|that|but | {
"geo_location": "Lesotho",
"device_hash": "636599d38ecfab34405b417bf31605b8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/39.0.865.0 Safari/536.1",
"session_id": "3be90a9b-e140-43f4-9b81-46c342a90083",
"risk_score": 27.49,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1574.002 | Trellix Alert: SQL Injection detected from 192.225.144.110 targeting 42.98.70.11 MITRE Technique: T1574.002 | null | null | null | null | 192.225.144.110 | 42.98.70.11 | SQL Injection | SIG-2045 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
922be8da-f6d1-4f4c-958b-1fb0ee36bca5 | 2025-03-29T16:26:41 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 41.53.22.138:30 to 146.231.186.70:341 MITRE Technique: T1059.001 noise=C78AFFF8 | {
"geo_location": "Malta",
"device_hash": "47d56e992aed3f351d984d166aac964a8f1b1cdd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; vi-VN) AppleWebKit/532.21.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.21.1",
"session_id": "e5b97d6a-ac34-42a5-97cd-870ab7465d8b",
"risk_... | null | deny | null | null | null | MITRE Technique: T1059.001 | Firewall deny ICMP traffic from 41.53.22.138:30 to 146.231.186.70:341 MITRE Technique: T1059.001 | null | null | null | null | 41.53.22.138 | 146.231.186.70 | null | null | null | null | null | null | null | null | 30 | 341 | ICMP | 682,735 | 1,254 | null | null |
aee6e44e-f537-48e9-bc22-e742fa9323b3 | 2025-03-12T06:30:15 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC side_channel No additional info noise=RG9nIHdyaXRlLg== | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "97a67ec2b90412baa32f613792be59c4aef5e2ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "7c6a22e8-dfff-4759-9f8b-67af4804c084",
"risk_score": 50.38,
"confidence": 0.79
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-c10b91c9 | 6.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
630e0d33-a7dc-460c-a1e0-fc89490b1a5e | 2025-01-14T23:54:59 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall allow UDP traffic from 45.15.75.234:747 to 123.169.94.134:213 Associated Threat Actor: APT38 | Geo anomaly: Impossible travel detected noise=RWxlY3Rpb24u | {
"geo_location": "Mauritania",
"device_hash": "8bddf5c424cacc5f6c88b29fa6fd06c80ae2ff98",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "c4a79afa-7bc4-4389-b3a5-25913cede409",
"risk_score": 63.52,
"confidence": 0.6
} | null | allow | null | null | null | Associated Threat Actor: APT38 | Geo anomaly: Impossible travel detected | Firewall allow UDP traffic from 45.15.75.234:747 to 123.169.94.134:213 Associated Threat Actor: APT38 | Geo anomaly: Impossible travel detected | null | null | null | null | 45.15.75.234 | 123.169.94.134 | null | null | null | null | null | null | null | null | 747 | 213 | UDP | 145,832 | 1,950 | null | null |
a4ee8ecc-0f75-4c4e-a27f-f115a1b01dae | 2025-02-09T17:29:32 | 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: DNS Tunneling detected from 193.20.50.62 targeting 20.120.188.17 MITRE Technique: T1486 | {
"geo_location": "Aruba",
"device_hash": "28d1a5536d2b2098684cd9a66ea8211d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_7 rv:5.0; ber-DZ) AppleWebKit/531.21.7 (KHTML, like Gecko) Version/5.0.4 Safari/531.21.7",
"session_id": "75e31aad-226d-456d-8962-41b5d03f8e9a",
"risk_score": 27.27,
"con... | null | null | null | null | null | MITRE Technique: T1486 | Palo Alto Cortex Alert: DNS Tunneling detected from 193.20.50.62 targeting 20.120.188.17 MITRE Technique: T1486 | null | null | null | null | 193.20.50.62 | 20.120.188.17 | DNS Tunneling | SIG-7448 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
b3c394a9-ce5b-4e12-b45a-3655001edbd7 | 2025-03-31T16:30:31 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by donald26 No additional info noise=why|still|off | {
"geo_location": "China",
"device_hash": "87b0f192c1ffb096e8fd23ed52cbc9c3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.21.1 (KHTML, like Gecko) Version/4.0.1 Safari/531.21.1",
"session_id": "58478054-12b0-4962-8e47-dda4baa83cbe",
"risk_score": 46.17,
"confidence": 0.61
} | donald26 | config_change | null | null | null | No additional info | Cloud config_change in Azure by donald26 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-c389b3db | null | null | null | null | null | null | null | null | null | null |
a56626a2-68c7-4866-8138-feea366cee38 | 2025-04-06T09:03:03 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth bypass for timothy96 via MFA from 10.97.220.229 MITRE Technique: T1071.001 | {
"geo_location": "Wallis and Futuna",
"device_hash": "0c4537c5b7efd1387c979dec1b942de6dfa706bca6a8940f4fd481dcb24ddc41",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_8; rv:1.9.6.20) Gecko/6622-08-04 07:10:03 Firefox/6.0",
"session_id": "8420b3cd-dab9-4f2d-8c93-d8d98632132b",
"risk_score": 69.14,... | timothy96 | bypass | null | null | null | MITRE Technique: T1071.001 | Auth bypass for timothy96 via MFA from 10.97.220.229 MITRE Technique: T1071.001 | null | null | null | null | 10.97.220.229 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 59:a7:16:8a:8c:c0 |
02d383d4-9ceb-4879-9fde-719f9c02edb6 | 2025-02-26T04:59:35 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by qescobar No additional info | {
"geo_location": "Vanuatu",
"device_hash": "cba9b86ad440599d2999b724a2cb7f82a6097a66aadd89753b995fda90c7b190",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/32.0.870.0 Mobile/01R300 Safari/536.1",
"session_id": "ee088d78-96e5-4a79-bca9-2556be... | qescobar | fine_tuning | null | null | null | No additional info | AI system fine_tuning by qescobar No additional info | null | null | null | null | null | null | null | null | null | null | null | model-60725e51 | 74c37d33e5ec9950f38ce0d31026179542c4ffa7 | 86a47e726aefe6abf6e62ac3bef3825357eb7856ac0a97ad43bafcef02c672a9 | null | null | null | null | null | null | null |
60477ba3-0054-4b71-b7aa-54c5ab049511 | 2025-06-30T04:01:29 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Azure by ryanholmes Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Mongolia",
"device_hash": "2f20b918814cd720663bba882d30aa05e448f1a40741d1e09f2911bf03ddd1e1",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:35.0) Gecko/35.0 Firefox/35.0",
"session_id": "36d2a237-3789-4df6-acbf-746b2b75e949",
"risk_score": 39.83,
"confidence": 0.93
} | ryanholmes | storage_access | null | null | null | Unconventional IOC: Bios timestamp anomalies | Cloud storage_access in Azure by ryanholmes Unconventional IOC: Bios timestamp anomalies | {
"baseline_deviation": 1.91,
"entropy": 2.94,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Azure | res-3a6e6661 | null | null | null | null | null | null | null | null | null | null |
58f62e52-5a2d-46f2-a763-6b429a0bbb8f | 2025-05-12T21:05:17 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall deny HTTPS traffic from 79.197.75.5:212 to 97.67.187.214:36912 MITRE Technique: T1059.005 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Colombia",
"device_hash": "9b1da5e8a65ab3c9be6571b2ea76a943",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/40.0.815.0 Safari/533.1",
"session_id": "d2ed6f9c-0fba-4e7f-866d-5f99ef87fc2e",
"risk_score": 66.69,
"confidence": 0.99
... | null | deny | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: TPM attestation failures | Firewall deny HTTPS traffic from 79.197.75.5:212 to 97.67.187.214:36912 MITRE Technique: T1059.005 | Unconventional IOC: TPM attestation failures | null | null | null | null | 79.197.75.5 | 97.67.187.214 | null | null | null | null | null | null | null | null | 212 | 36,912 | HTTPS | 470,776 | 3,161 | null | null |
7c3b3896-1f30-4b4d-b940-ec61b6a8f810 | 2025-04-23T07:54:28 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Chile",
"device_hash": "f127f0fbd3fd51cef56722c4350918a8ddaa432242467ac83e4f292e99d2ee8d",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; kn-IN; rv:1.9.1.20) Gecko/9570-09-09 08:53:40 Firefox/13.0",
"session_id": "7c0b4c6f-5300-4f0a-a6cb-d1817418679f",
"risk_score": 64.85,
"confidence": 0.2... | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-ff1133da | 10.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
66b9676b-935a-491a-bc11-46485debda7f | 2025-05-16T19:42:48 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: Credential Stuffing detected from 171.151.46.178 targeting 188.16.238.174 No additional info | {
"geo_location": "Greenland",
"device_hash": "155a70d994a7e4be45b49afc718d6da1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/62.0.813.0 Mobile/73R113 Safari/531.2",
"session_id": "3721584f-609c-456b-9729-3bee9aa15285",
"risk_score": 54.37,
... | null | null | null | null | null | No additional info | FireEye HX Alert: Credential Stuffing detected from 171.151.46.178 targeting 188.16.238.174 No additional info | null | null | null | null | 171.151.46.178 | 188.16.238.174 | Credential Stuffing | SIG-4646 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
9d9cf24d-519f-431a-b585-9fc2162d1ef8 | 2025-05-30T13:14:59 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth locked for rosekyle via passwordless from 146.237.188.71 MITRE Technique: T1547.001 | {
"geo_location": "Turkey",
"device_hash": "5309b353e9b40ace66d2a76dbf97fb37c91858f8f1935e2daf02e905eca971a7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.13.6 (KHTML, like Gecko) Version/5.0.1 Safari/535.13.6",
"session_id": "6fd120d6-e1d9-41f2-bfea-c4c41316cbe8",
"risk_score": 58.14,... | rosekyle | locked | null | null | null | MITRE Technique: T1547.001 | Auth locked for rosekyle via passwordless from 146.237.188.71 MITRE Technique: T1547.001 | null | null | null | null | 146.237.188.71 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 0e:38:65:14:16:78 |
81cd8dd5-349a-4da6-87df-123e684a0361 | 2025-03-22T17:52:19 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in AWS by larry23 No additional info | {
"geo_location": "Finland",
"device_hash": "1c177358a483fd7fb8028b6dd07d4f21f356ef4892672186267252e1f62bb82a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "2e26cc58-b186-4ec3-a8cb-be17d0822f0a",
"risk_score": 31.72,
"confidence": 0.55
} | larry23 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by larry23 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-3b4990d7 | null | null | null | null | null | null | null | null | null | null |
fd86c1e0-0384-4758-80ab-ee3efdf483c3 | 2025-06-23T09:54:21 | iot | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection MITRE Technique: T1574.002 | {
"geo_location": "Palau",
"device_hash": "493c1dc9713b337e697a638ad86b66c22ba7b359f86f013fadb6020a1acf110b",
"user_agent": "Opera/8.65.(X11; Linux i686; raj-IN) Presto/2.9.177 Version/11.00",
"session_id": "4a6e50ac-5cb4-4f55-8653-f4e00c745701",
"risk_score": 22.63,
"confidence": 0.12
} | null | command_injection | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat command_injection MITRE Technique: T1574.002 | null | Thermostat | iot-69612b1c | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
003c86c8-90d0-4b79-97ef-dc0e0e48aecb | 2025-05-07T11:22:22 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network connection from 43.230.154.78 to 113.249.255.175 No additional info noise=box|management|remain | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "ae9c3004bc477f6483eb132270703134ef57e051315d6a303a2fb3d6d001e666",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.1)",
"session_id": "e26e9b8b-e903-4d96-8337-9552923ba1f7",
"risk_score": 43.28,
"confidence": 0.06
... | null | connection | null | null | null | No additional info | Network connection from 43.230.154.78 to 113.249.255.175 No additional info | null | null | null | null | 43.230.154.78 | 113.249.255.175 | null | null | null | null | null | null | null | null | null | null | HTTPS | 282,105 | null | null | null |
3a304d16-01e1-4a41-9486-9d0e614741d3 | 2025-06-29T19:05:00 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny UDP traffic from 10.29.178.222:396 to 191.193.64.205:309 MITRE Technique: T1204.002 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Greenland",
"device_hash": "7c1c748d519afb6930989731c640605df37e0cbb02d1ae4bc12aba07642eae65",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.1)",
"session_id": "9d1f3cb1-bdfe-4997-9b8a-2ce75cd6b7ae",
"risk_score": 45.67,
"confidence": 0.97
} | null | deny | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: Unusual DNS TXT records | Firewall deny UDP traffic from 10.29.178.222:396 to 191.193.64.205:309 MITRE Technique: T1204.002 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 10.29.178.222 | 191.193.64.205 | null | null | null | null | null | null | null | null | 396 | 309 | UDP | 719,953 | 510 | null | null |
cf5bc5ee-5c78-495b-9c32-a76d9c3df850 | 2025-02-26T08:28:53 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by hayesjulie MITRE Technique: T1204.002 | {
"geo_location": "Oman",
"device_hash": "edfc41eb1db762e2e84b53b9ce02dcba2589883e674351101a997fe9a35a687f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_3 rv:6.0; ga-IE) AppleWebKit/533.12.3 (KHTML, like Gecko) Version/5.1 Safari/533.12.3",
"session_id": "c6a18cc8-45ef-4b93-b4c0-7133c945be57",
"r... | hayesjulie | api_abuse | null | null | null | MITRE Technique: T1204.002 | AI system api_abuse by hayesjulie MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-9d3bf67f | 3874cd19cf998ea85d8232bd9e40ae46b78afd18 | d3873e435e353bd108a753f75f02d8023d9c1ac2 | null | null | null | null | null | null | null |
5eb3987e-78f6-487f-afd9-93fed832e231 | 2025-05-11T06:34:21 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth timeout for dawnyoung via password from 55.221.118.107 No additional info noise=list/list/wp-content | {
"geo_location": "Costa Rica",
"device_hash": "f6d1e4514d91ca0e5bf59d3491777ba78cf0bb19",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/35.0.878.0 Safari/531.2",
"session_id": "59723ae3-771f-4e4e-970a-d63bc97d834c",
"risk_score": 32.37,
"confidence": 0.33
} | dawnyoung | timeout | null | null | null | No additional info | Auth timeout for dawnyoung via password from 55.221.118.107 No additional info | null | null | null | null | 55.221.118.107 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | c6:38:14:25:68:d4 |
efce72ef-e84c-4aea-a1c9-a06f04ec0d8a | 2025-03-01T20:10:41 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access heavy by sarahfuller No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "9b1ef2bd23c6592e9196f3244669d293",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.4.5 (KHTML, like Gecko) Version/5.0.1 Safari/531.4.5",
"session_id": "18241780-2848-41b5-9dcb-d86ae8105924",
"risk_score": 56.84,
"confidence": 0.... | sarahfuller | file_access | heavy | 5,653 | cmd.exe | No additional info | Endpoint file_access heavy by sarahfuller No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
954a4326-ed4f-4e35-a649-466ad3ba8959 | 2025-05-13T21:32:53 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /no/according.webm by harmonamy No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "1912cf7b15b7404d11e01a1477c03f4d",
"user_agent": "Opera/8.48.(Windows NT 10.0; sc-IT) Presto/2.9.173 Version/12.00",
"session_id": "6d7a284c-31a2-4b42-a660-d147a7bb7814",
"risk_score": 79.43,
"confidence": 0.5
} | harmonamy | process_start | /no/according.webm | 9,174 | powershell.exe | No additional info | Endpoint process_start /no/according.webm by harmonamy No additional info | {
"baseline_deviation": 2.65,
"entropy": 4.88,
"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 |
a10077e3-82c7-400c-86d0-207993df36ef | 2025-07-08T16:07:59 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in OCI by howardgaines No additional info | {
"geo_location": "Saint Martin",
"device_hash": "926bd6920634fa9c89f85f0518d90a6351fb1bd6ad98622446ce59c64dc13a1e",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; mk-MK; rv:1.9.0.20) Gecko/2648-04-24 18:09:25 Firefox/5.0",
"session_id": "12ed5b33-bddb-485d-9b23-095b6dbd77b5",
"risk_score": 66.85,
"confidence... | howardgaines | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by howardgaines No additional info | null | null | null | null | null | null | null | null | null | OCI | res-037eb01a | null | null | null | null | null | null | null | null | null | null |
5fc97a53-b0fd-4271-80d8-2ee7bb18213b | 2025-05-10T22:17:38 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by darlenewilson MITRE Technique: T1078.004 noise=916BEC62 | {
"geo_location": "Mayotte",
"device_hash": "635c5f9630c0f6c7ff6d81c261ffb5b9f2f7cfea",
"user_agent": "Opera/8.15.(Windows 98; csb-PL) Presto/2.9.190 Version/10.00",
"session_id": "ce82e179-bfba-4aa6-aa2a-a3d20f0363d0",
"risk_score": 29.84,
"confidence": 0.93
} | darlenewilson | fine_tuning | null | null | null | MITRE Technique: T1078.004 | AI system fine_tuning by darlenewilson MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-256cf65d | fd75c0abdcbaafde54314740ce3b0f37250537d4492e7283fbafdc2b4e42f0af | 4535f9b5882b7ca44ca57393ed8d2a95 | null | null | null | null | null | null | null |
9872011e-9fca-4fdf-bf84-8c3c7a592fd3 | 2025-03-30T23:30:10 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow ICMP traffic from 162.221.46.170:669 to 97.62.136.199:502 No additional info | {
"geo_location": "Eritrea",
"device_hash": "084f3f811fe76e24d032f47e87024aab38339beba1e9000f87c92e20d5bdf71c",
"user_agent": "Opera/8.11.(X11; Linux x86_64; pap-CW) Presto/2.9.172 Version/12.00",
"session_id": "ebd4a62e-cffb-4bbc-a253-02ecbcb23d77",
"risk_score": 54.98,
"confidence": 0.86
} | null | allow | null | null | null | No additional info | Firewall allow ICMP traffic from 162.221.46.170:669 to 97.62.136.199:502 No additional info | null | null | null | null | 162.221.46.170 | 97.62.136.199 | null | null | null | null | null | null | null | null | 669 | 502 | ICMP | 455,311 | 2,753 | null | null |
d6f2379c-b9bf-414c-a543-277f9493d233 | 2025-05-22T14:32:40 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 168.10.3.146 to 163.147.177.9 No additional info | {
"geo_location": "Tanzania",
"device_hash": "cb898db5d6f3e611538498bda6a6de5f4e3921b41b48f9c3fb2200ec1b72a2cc",
"user_agent": "Opera/9.13.(Windows NT 5.2; sk-SK) Presto/2.9.176 Version/10.00",
"session_id": "3a7ded88-e8b2-4be1-a7b1-a502bf6f96d3",
"risk_score": 36.33,
"confidence": 0.45
} | null | connection | null | null | null | No additional info | Network connection from 168.10.3.146 to 163.147.177.9 No additional info | null | null | null | null | 168.10.3.146 | 163.147.177.9 | null | null | null | null | null | null | null | null | null | null | ICMP | 111,193 | null | null | null |
55acf10a-786e-439f-8612-29ce67d02a6e | 2025-05-10T11:39:13 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for ssmith via password from 66.155.175.170 No additional info | {
"geo_location": "Barbados",
"device_hash": "e4d1f7e880a40efe272010c9655a33df4de62182bd6a7ed35b0016aa97228c11",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; the-NP) AppleWebKit/531.16.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6531.16.4",
"session_id": "305d79dc-31e4-411e-... | ssmith | challenge | null | null | null | No additional info | Auth challenge for ssmith via password from 66.155.175.170 No additional info | null | null | null | null | 66.155.175.170 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | cf:26:a2:67:1e:d4 |
05130dbf-e827-41a9-8e32-c934a7ec3a84 | 2025-04-23T10:55:57 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /accept/security.doc by tammycunningham No additional info | {
"geo_location": "Nauru",
"device_hash": "054425b038d88c77ede714888cde496f20699563e5c3c599df79d0bf873e0bff",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_7) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/33.0.804.0 Safari/532.2",
"session_id": "ae20a550-a117-4fa5-a3d9-a7ee22c7181a",
"risk_scor... | tammycunningham | scheduled_task | /accept/security.doc | 8,156 | svchost.exe | No additional info | Endpoint scheduled_task /accept/security.doc by tammycunningham No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
088dc38f-ad4c-45bb-ba19-eaba2a061750 | 2025-05-04T16:13:51 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: XSS detected from 177.207.123.101 targeting 195.210.181.193 Associated Threat Actor: Leafminer | {
"geo_location": "Guadeloupe",
"device_hash": "96dde89f9f9670bb94f699ca592525fbf35898a5560ec4b0f6a063fd483afa81",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.1)",
"session_id": "137d075f-7b88-499c-804a-a102842a96a6",
"risk_score": 27.31,
"confidence": 0.49
} | null | null | null | null | null | Associated Threat Actor: Leafminer | Wazuh Alert: XSS detected from 177.207.123.101 targeting 195.210.181.193 Associated Threat Actor: Leafminer | null | null | null | null | 177.207.123.101 | 195.210.181.193 | XSS | SIG-6297 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
fb1f7b10-d6bd-4e53-817b-ae5e763c917b | 2025-04-19T09:33:00 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start plant by jesse38 No additional info | {
"geo_location": "Andorra",
"device_hash": "eeb911a57e74010d71d56be696cb4e4994ce04e9258116b6500a8e0f19440d4d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ig-NG) AppleWebKit/531.27.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.27.7",
"session_id": "5e8f80f8-6175-4fda-81... | jesse38 | process_start | plant | 2,797 | svchost.exe | No additional info | Endpoint process_start plant by jesse38 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f694b32-ac43-448e-a656-f2e457458e6e | 2025-02-04T00:01:33 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Domain Fronting detected from 74.75.91.225 targeting 14.50.247.115 MITRE Technique: T1134.001 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Brunei Darussalam",
"device_hash": "9f1138709de2d116e33ccbb21fe5917073ebbcae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.1)",
"session_id": "55fe547c-26c5-4ecc-8c6a-8e930778b488",
"risk_score": 44.92,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1134.001 | Unconventional IOC: Quantum random number deviations | ArcSight Alert: Domain Fronting detected from 74.75.91.225 targeting 14.50.247.115 MITRE Technique: T1134.001 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 74.75.91.225 | 14.50.247.115 | Domain Fronting | SIG-4154 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
fba5727e-8d82-4f03-aa55-9fcd9121d0ca | 2025-04-04T00:43:46 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: AI Model Poisoning detected from 122.178.101.211 targeting 75.247.138.45 MITRE Technique: T1078.004 | {
"geo_location": "Russian Federation",
"device_hash": "7fa0d606716583a509150e14e29a626e",
"user_agent": "Mozilla/5.0 (Windows 98; te-IN; rv:1.9.2.20) Gecko/3695-07-26 14:43:23 Firefox/3.6.20",
"session_id": "a2622815-fb59-4ee0-8fa4-0e5b99f2fe4e",
"risk_score": 62.12,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1078.004 | FireEye HX Alert: AI Model Poisoning detected from 122.178.101.211 targeting 75.247.138.45 MITRE Technique: T1078.004 | null | null | null | null | 122.178.101.211 | 75.247.138.45 | AI Model Poisoning | SIG-5940 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
282c259d-1e03-4c5a-992c-874daeef5795 | 2025-06-11T16:04:34 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: SQL Injection detected from 159.153.11.32 targeting 174.77.3.66 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Russian Federation",
"device_hash": "6eaf0c7c3e53a5ae0e46075188d8270355c2176c22dd01e0d364c2407664b15a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.0)",
"session_id": "9bd46c64-7fea-422d-9493-8db602a9fc5c",
"risk_score": 63.98,
"confidence": 0.14
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Suricata Alert: SQL Injection detected from 159.153.11.32 targeting 174.77.3.66 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 159.153.11.32 | 174.77.3.66 | SQL Injection | SIG-3163 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
6c4aea00-4a29-4a99-a955-6a14b07d5841 | 2025-04-12T05:19:05 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by sperry Unconventional IOC: Thermal sensor anomalies noise=blog/wp-content/list | {
"geo_location": "French Southern Territories",
"device_hash": "2a7231a3af453809b359faee613a5c3c35c914b03eab159189cc8f8c07efc9c8",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/13.0.838.0 Safari/534.1",
"session_id": "389d3ac1-7ea5-46a9-8dce-05dc422f801c",
"risk... | sperry | prompt_injection | null | null | null | Unconventional IOC: Thermal sensor anomalies | AI system prompt_injection by sperry Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | model-0c12ce90 | d94096038ab585c2f8147f9a7978a1af | 1d4295a7f0678d2ed5a682e6ee4f54de2711a2351118f501a5131e5059942bde | null | null | null | null | null | null | null |
cbb6ccb3-4ebd-406d-a49d-623b3b96b9a0 | 2025-04-05T22:36:50 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in GCP by summer57 No additional info | {
"geo_location": "Latvia",
"device_hash": "11920b6d666530bd14a22ee82da5207492f634be",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/63.0.828.0 Safari/536.1",
"session_id": "4eeff288-edc8-47a1-90d3-832f94a5fa19",
"risk_score": 20.87,
"confidence": 0.64
} | summer57 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by summer57 No additional info | {
"baseline_deviation": 2.02,
"entropy": 6.55,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-d76396a1 | null | null | null | null | null | null | null | null | null | null |
509cca7f-4d77-4edd-af15-eb51f312021f | 2025-02-02T19:42:12 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by coffeysherry MITRE Technique: T1574.002 | Associated Threat Actor: Scattered Spider | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "aebbc4e859c245b83be9b030bae12e7b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.0)",
"session_id": "2c16d338-e7da-4acb-9659-2e3ff9b2275a",
"risk_score": 49.73,
"confidence": 0.05
} | coffeysherry | model_inversion | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Scattered Spider | AI system model_inversion by coffeysherry MITRE Technique: T1574.002 | Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | null | null | model-7a180371 | dc515faf946be36e172d928cfb259ad916a56ed2585ff7f7a4426bea690dba05 | 1a72cf7ec84cebaf2902b417c5e097995336472e801c7abc8fd5b7aeba12f035 | null | null | null | null | null | null | null |
c121804a-a0de-4bcd-9059-426b20c5ea5c | 2025-06-25T19:51:21 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by christopher39 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "4aaf622abcbab9cd032b7d2d6791ae950e8d232a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_5 rv:4.0; ga-IE) AppleWebKit/533.14.1 (KHTML, like Gecko) Version/4.0.2 Safari/533.14.1",
"session_id": "9ff64c98-cc66-4df0-a38c-b7863346dfbb",
"risk_score... | christopher39 | membership_inference | null | null | null | No additional info | AI system membership_inference by christopher39 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a593145f | 518d9043c5f071c656cd9c68eda0c262 | 513b05636d7a11341d147ee8aa93f657 | null | null | null | null | null | null | null |
9ee03f31-b4e0-4ddd-9608-29b5947b2c0f | 2025-04-26T21:58:23 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by elizabeth89 MITRE Technique: T1574.002 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "8aaf8b47f6a49fe8cea6641390f6c1c6efb5af488aec9a5b88fac9572dac79d4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/3.1)",
"session_id": "9b7bd711-31f4-4970-aa3f-0fcdcc0e0d80",
"risk_score": 47.63,
"co... | elizabeth89 | fine_tuning | null | null | null | MITRE Technique: T1574.002 | AI system fine_tuning by elizabeth89 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-0f58bc9e | 4dfbf2e3ded4e953d8d00e35b9fa4078 | 085e673b2396b6c15c6ddac8bc4986779a78f4d78be8789d18ab0a38641d21b5 | null | null | null | null | null | null | null |
fa422847-0051-47aa-bd30-7366464f0845 | 2025-06-07T09:39:15 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: MFA Bypass detected from 143.174.231.220 targeting N/A No additional info | {
"geo_location": "Argentina",
"device_hash": "2b1d59675da6fdd66a652e4542d9c6e8",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_4; rv:1.9.5.20) Gecko/4484-02-08 23:33:22 Firefox/3.6.18",
"session_id": "588c81cc-6587-4d6b-88f7-0298854c3c23",
"risk_score": 51.05,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Darktrace Alert: MFA Bypass detected from 143.174.231.220 targeting N/A No additional info | null | null | null | null | 143.174.231.220 | N/A | MFA Bypass | SIG-1383 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c720065b-1cb5-4398-a7f7-5f02373961ef | 2025-06-05T10:05:53 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat physical_tamper Associated Threat Actor: Mustang Panda | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "07d7bdf8f162bdca5b1a65e386dcea26",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "4b8eaafb-77eb-4cdf-9fd0-751511a0e1c6",
"risk_score": 66.23,
"confidence": 0.12
... | null | physical_tamper | null | null | null | Associated Threat Actor: Mustang Panda | IoT device Thermostat physical_tamper Associated Threat Actor: Mustang Panda | null | Thermostat | iot-84045a20 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c275b0e8-f2e7-426b-843f-acdb2f573891 | 2025-06-28T17:36:33 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 136.160.8.227 to 100.171.149.137 MITRE Technique: T1543.003 noise=CEFEFF5B | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "c15c642f71276f26cd569c49bf692399533a2e2a",
"user_agent": "Opera/8.16.(Windows NT 5.2; tt-RU) Presto/2.9.189 Version/12.00",
"session_id": "461918ed-ddf5-4ff7-beb3-4cef85b2d8d7",
"risk_score": 46.06,
"confidence": 0.59
} | null | beaconing | null | null | null | MITRE Technique: T1543.003 | Network beaconing from 136.160.8.227 to 100.171.149.137 MITRE Technique: T1543.003 | null | null | null | null | 136.160.8.227 | 100.171.149.137 | null | null | null | null | null | null | null | null | null | null | ICMP | 499,532 | null | null | null |
f14006bd-4bf6-4561-8273-847ed10aebe3 | 2025-03-15T18:18:10 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: DNS Tunneling detected from 222.183.101.174 targeting 175.216.111.37 No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "e34c06c8efc1af8f681260afbae1aee9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.1)",
"session_id": "0b83dd0a-6dbc-46bc-92c3-2848ea3abfb0",
"risk_score": 59.46,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Snort Alert: DNS Tunneling detected from 222.183.101.174 targeting 175.216.111.37 No additional info | {
"baseline_deviation": 1.26,
"entropy": 2.99,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 222.183.101.174 | 175.216.111.37 | DNS Tunneling | SIG-3385 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a43bf4e2-33c3-4fb3-9c53-390871076cf2 | 2025-03-19T15:47:52 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for scott48 via passwordless from 10.136.78.43 Associated Threat Actor: TA505 | {
"geo_location": "Barbados",
"device_hash": "0812ade39b30e5f4b23a077627033eb49dbf19e9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/59.0.872.0 Safari/531.1",
"session_id": "22cfb4c0-bc56-4bba-a881-8405db2fea16",
"risk_score": 49.44,
"confidenc... | scott48 | timeout | null | null | null | Associated Threat Actor: TA505 | Auth timeout for scott48 via passwordless from 10.136.78.43 Associated Threat Actor: TA505 | null | null | null | null | 10.136.78.43 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | bf:c4:5c:fb:7f:f2 |
156bd862-2912-4425-a563-cdea24bd389f | 2025-02-08T22:08:19 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for dcarlson via OAuth from 62.176.138.204 No additional info noise=U21pbGUu | {
"geo_location": "French Polynesia",
"device_hash": "c36660619e3fd1cce116bef691b4aa28",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_4 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/12.9t2900.0 Mobile/29B103 Safari/534.0",
"session_id": "fd8ba781-10ed-4304-9737-f1a374a850ad",
"risk_score": ... | dcarlson | bypass | null | null | null | No additional info | Auth bypass for dcarlson via OAuth from 62.176.138.204 No additional info | null | null | null | null | 62.176.138.204 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | cb:a9:8e:b8:89:76 |
50421bf4-4948-43b6-823d-e7d70e0e79b5 | 2025-06-27T19:06:02 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera command_injection MITRE Technique: T1071.001 | {
"geo_location": "Mexico",
"device_hash": "d4d366406af963874eed971abecb63a0",
"user_agent": "Mozilla/5.0 (Android 7.1.1; Mobile; rv:59.0) Gecko/59.0 Firefox/59.0",
"session_id": "79d903b9-07f4-44b0-8bc5-e27aec8a2e96",
"risk_score": 33.83,
"confidence": 0.32
} | null | command_injection | null | null | null | MITRE Technique: T1071.001 | IoT device Camera command_injection MITRE Technique: T1071.001 | null | Camera | iot-1bf41c67 | 2.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4381507d-1430-4400-be31-08845b501564 | 2025-03-01T04:22:30 | firewall | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop RDP traffic from 61.41.18.194:740 to 6.241.132.16:233 Associated Threat Actor: BlueNoroff noise=U2VyaWVzLg== | {
"geo_location": "Honduras",
"device_hash": "09dc8bd8f3cae6f2cca054eb99d82974",
"user_agent": "Mozilla/5.0 (Android 4.4.4; Mobile; rv:19.0) Gecko/19.0 Firefox/19.0",
"session_id": "c5ed8c5a-b3bc-4e6d-a0eb-1d9b6fcee898",
"risk_score": 42,
"confidence": 0.94
} | null | drop | null | null | null | Associated Threat Actor: BlueNoroff | Firewall drop RDP traffic from 61.41.18.194:740 to 6.241.132.16:233 Associated Threat Actor: BlueNoroff | null | null | null | null | 61.41.18.194 | 6.241.132.16 | null | null | null | null | null | null | null | null | 740 | 233 | RDP | 716,395 | 3,453 | null | null |
7c7baa2a-32f0-4b59-973c-18f1deb5b899 | 2025-06-11T20:14:20 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /black/almost.csv by kimberlyrichards No additional info | {
"geo_location": "Philippines",
"device_hash": "8a421939eda38aca5f0f8b51f6abed1923242af7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/49.0.837.0 Safari/535.0",
"session_id": "d580b964-9bd4-46f6-bdde-ccb5cd1d3bfd",
"risk_score": 45.5,
"confidence": 0.63
} | kimberlyrichards | driver_load | /black/almost.csv | 4,586 | svchost.exe | No additional info | Endpoint driver_load /black/almost.csv by kimberlyrichards No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d3dbf92-7ce4-4602-a2c5-e2ec559ed68c | 2025-05-12T06:14:33 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by xconway MITRE Technique: T1486 noise=week|several|allow | {
"geo_location": "Kuwait",
"device_hash": "5e22412c082ca8ab5e061d3326b166d3de1b690c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "7e6515ac-6c09-4c94-a0ad-aaae23b5d0a8",
"risk_score": 44.77,
"confidence": 0.31
} | xconway | model_inversion | null | null | null | MITRE Technique: T1486 | AI system model_inversion by xconway MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-850ad839 | 10802f6ba2bdbe6bbef26ffcb77c304075aa9ef7 | 5085cfef42f43aea145fca4534a73797b0d9e582 | null | null | null | null | null | null | null |
753bfc74-bf35-4f12-a84b-fe23cd04afef | 2025-02-11T00:41:49 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 132.224.105.182 to 22.27.35.180 No additional info | {
"geo_location": "Malawi",
"device_hash": "495bab2fde3bd49f802e2e928d364d63bebd952ab15518c3fd8a4042e4556fc2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; wo-SN) AppleWebKit/534.3.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6534.3.1",
"session_id": "e8e2345e-240d-44b3-be6e-... | null | disconnection | null | null | null | No additional info | Network disconnection from 132.224.105.182 to 22.27.35.180 No additional info | null | null | null | null | 132.224.105.182 | 22.27.35.180 | null | null | null | null | null | null | null | null | null | null | ICMP | 270,127 | null | null | null |
868b4443-78e8-48ab-9254-ba069e6a8a3d | 2025-03-02T12:15:11 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by kstephens No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "f4e589be4da9c86fbc1a93e23e14641c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.17.5 (KHTML, like Gecko) Version/5.0.2 Safari/535.17.5",
"session_id": "6b93dd64-de61-4f5d-8148-fe710adbf63d",
"risk_score": 59.18,
"co... | kstephens | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by kstephens No additional info | null | null | null | null | null | null | null | null | null | Azure | res-637c7478 | null | null | null | null | null | null | null | null | null | null |
3399d9d8-d488-46bd-830e-7de5b0d4d44d | 2025-01-30T08:41:41 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by robertjohnson MITRE Technique: T1486 noise=say|cost|vote | {
"geo_location": "Russia",
"device_hash": "074b23b4806f27db50c24c6911b71a22e7b4435a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "012aeb41-5aa4-465f-8220-d12b4eb172aa",
"risk_score": 42.87,
"confidence": 0.71
} | robertjohnson | training_data_poisoning | null | null | null | MITRE Technique: T1486 | AI system training_data_poisoning by robertjohnson MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-8f5144b2 | a94845cb8ea293e0b2ec941a2ae34f60 | 255c882afbac6ccf39447ec41b1dc532 | null | null | null | null | null | null | null |
3aee4749-9eb2-4b59-b845-3ecb6a1dfc96 | 2025-03-21T03:16:14 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by jessicahughes No additional info | {
"geo_location": "Switzerland",
"device_hash": "14eb963f9deae2f5535f655975dec4af1afc67b1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/16.0.837.0 Safari/535.2",
"session_id": "4f78b7e6-b5a2-4434-b200-9512725179f4",
"risk_score": 11.31,
"con... | jessicahughes | config_change | null | null | null | No additional info | Cloud config_change in OCI by jessicahughes No additional info | null | null | null | null | null | null | null | null | null | OCI | res-55df5bba | null | null | null | null | null | null | null | null | null | null |
b5c72430-5fe2-42d4-9c60-118267d2df52 | 2025-06-07T22:35:19 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by aaron43 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "07e32e63da9888464aa63003ee50708adb93a44814d891d783cdcea881d4e3de",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; raj-IN; rv:1.9.2.20) Gecko/3761-11-26 22:38:31 Firefox/4.0",
"session_id": "5d7e4b34-a839-43fe-8521-846eeb10fe24",
"risk_scor... | aaron43 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by aaron43 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-aa743518 | 3cd444d5be28b5160f02c422b6bcc1fe9c8a1023bc27bafbcbb7ab63de9a1deb | fcc68744803c68387c438279d758e0221e6066e8 | null | null | null | null | null | null | null |
87bbc848-50c0-4615-b306-3f03a988e85d | 2025-01-23T19:57:06 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 90.127.174.246:551 to 65.227.240.56:547 No additional info | {
"geo_location": "North Korea",
"device_hash": "7f6e51eeb4d13e9d1ce12887e237f62e6d0c2c39",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.0)",
"session_id": "a62bf4a1-3e60-4eaa-8ca5-f024abd247ee",
"risk_score": 55.37,
"confidence": 0.52
} | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 90.127.174.246:551 to 65.227.240.56:547 No additional info | null | null | null | null | 90.127.174.246 | 65.227.240.56 | null | null | null | null | null | null | null | null | 551 | 547 | HTTPS | 43,109 | 3,555 | null | null |
b6d85c06-1287-4f2d-b812-c65d42c33ded | 2025-06-27T21:03:06 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change letter by acopeland No additional info | {
"geo_location": "Congo",
"device_hash": "2d227542f4f66091b7481429670e45f7eab961aa",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_4 rv:6.0; st-ZA) AppleWebKit/531.48.7 (KHTML, like Gecko) Version/5.1 Safari/531.48.7",
"session_id": "cf943eee-9062-47f1-aeb7-8276a632692f",
"risk_score": 11.54,
"c... | acopeland | registry_change | letter | 6,064 | svchost.exe | No additional info | Endpoint registry_change letter by acopeland No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c23c3858-dbb9-4643-87a0-58e99da65a8b | 2028-11-13T20:06:29 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only ICMP traffic from 161.216.221.198:762 to 153.95.246.201:63743 Associated Threat Actor: Equation Group | {
"geo_location": "Oman",
"device_hash": "74e54bd5c7e351d84f2c8b162f985c14",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.49.7 (KHTML, like Gecko) Version/5.1 Safari/535.49.7",
"session_id": "f71fd87a-ec38-4109-a62f-213aad9031f9",
"risk_score": 2.43,
"confidence": 0.8
} | null | log-only | null | null | null | Associated Threat Actor: Equation Group | Firewall log-only ICMP traffic from 161.216.221.198:762 to 153.95.246.201:63743 Associated Threat Actor: Equation Group | null | null | null | null | 161.216.221.198 | 153.95.246.201 | null | null | null | null | null | null | null | null | 762 | 63,743 | ICMP | 79,411 | 148 | null | null |
1f61863c-99f6-4873-b0e5-079aaad11e15 | 2025-04-28T18:49:25 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper MITRE Technique: T1071.001 noise=main/posts | {
"geo_location": "Vanuatu",
"device_hash": "09d700b384ac5bc5b73ba35f87989c62d7fb1a63",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/45.0.830.0 Safari/531.1",
"session_id": "5bba6e6c-3ff2-4cc0-aee9-56a832517d20",
"risk_score": 44.39,
"confidence": 0.77
} | null | physical_tamper | null | null | null | MITRE Technique: T1071.001 | IoT device Camera physical_tamper MITRE Technique: T1071.001 | null | Camera | iot-86c2f308 | 2.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d467228c-689f-4dbd-b841-1211be069dc2 | 2025-03-26T00:50:42 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /career/any.webm by evansyolanda No additional info | {
"geo_location": "Botswana",
"device_hash": "ffe0915e021e4f1b03a8d47709fb64d7fc8c7bde",
"user_agent": "Opera/9.92.(X11; Linux x86_64; ku-TR) Presto/2.9.176 Version/11.00",
"session_id": "373d8c4c-4672-480a-86bb-3530977b2c73",
"risk_score": 59.57,
"confidence": 0.93
} | evansyolanda | scheduled_task | /career/any.webm | 9,520 | cmd.exe | No additional info | Endpoint scheduled_task /career/any.webm by evansyolanda No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58387e4e-1679-4698-ad71-687ec7817af8 | 2025-04-08T19:15:26 | 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 adversarial_input by toddclark Associated Threat Actor: APT41 | {
"geo_location": "Gambia",
"device_hash": "c6be09cb4e98f59e2438ebd60c06c6bdbd6f2b71",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/17.1b6130.0 Mobile/16Q385 Safari/532.0",
"session_id": "1dd7fd66-45a3-4247-8926-26240a1b376d",
"risk_score": 59.... | toddclark | adversarial_input | null | null | null | Associated Threat Actor: APT41 | AI system adversarial_input by toddclark Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | null | null | model-b5c535e2 | c49958850a92c747226ca52bf7ef12caa48f499e1c3f3fd9338f4239e756e15c | 8c4e9ee8cec64c634d797fc32645dd8f | null | null | null | null | null | null | null |
76d69388-7f91-4dcf-b3cf-52878e65a9e8 | 2025-04-08T07:12:55 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop NTP traffic from 10.198.40.21:38094 to 47.25.39.215:103 No additional info | {
"geo_location": "Guyana",
"device_hash": "dc2cf355fd67c9593ebaf066cef4efff21e1b613",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.1)",
"session_id": "08dde947-0e2c-40d8-bf06-80147ec27bf1",
"risk_score": 50.76,
"confidence": 0.28
} | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 10.198.40.21:38094 to 47.25.39.215:103 No additional info | null | null | null | null | 10.198.40.21 | 47.25.39.215 | null | null | null | null | null | null | null | null | 38,094 | 103 | NTP | 556,421 | 1,014 | null | null |
ea45f65d-17c4-426e-9d24-26a1882fabfd | 2025-04-30T17:07:49 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Azure by pgomez MITRE Technique: T1110.003 | {
"geo_location": "Myanmar",
"device_hash": "ef47cc8af73210cd43172f325c5418a2",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/17.0.808.0 Safari/531.0",
"session_id": "5371dcc7-db57-4807-892e-1c244fa59356",
"risk_score": 46.18,
"confidence": 0.56
} | pgomez | lambda_execution | null | null | null | MITRE Technique: T1110.003 | Cloud lambda_execution in Azure by pgomez MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | Azure | res-64d56092 | null | null | null | null | null | null | null | null | null | null |
63d08977-86be-41b8-b726-1758bb5c0da0 | 2025-02-17T09:45:53 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install church by bondjohn Unconventional IOC: Quantum random number deviations | {
"geo_location": "New Zealand",
"device_hash": "e331d16a783b03d496897b435419ba7d95fd382a",
"user_agent": "Opera/8.67.(Windows NT 11.0; bs-BA) Presto/2.9.187 Version/12.00",
"session_id": "a0071713-f962-45c8-9a54-fe44b47660c0",
"risk_score": 45.58,
"confidence": 0.88
} | bondjohn | service_install | church | 5,889 | explorer.exe | Unconventional IOC: Quantum random number deviations | Endpoint service_install church by bondjohn Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dd036190-7f65-4593-93f9-4670e85cedfd | 2025-04-05T18:58:31 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Grenada",
"device_hash": "426307fc5e5830bd36875f03b33f5b9d436e39dad86764c1abf1488e978e3382",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 11_4_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/13.0.828.0 Mobile/28Q014 Safari/532.1",
"session_id": "91bb2029-094b-46b1-a2c2-9392c0618... | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-2bb53758 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71443305-b403-4fef-9012-377e8ab67969 | 2025-05-18T21:13:00 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in Azure by christopherlawson No additional info | {
"geo_location": "Senegal",
"device_hash": "f457879fd62701f67a898d68c32b4878859b2aa4",
"user_agent": "Opera/9.22.(Windows NT 6.0; bo-IN) Presto/2.9.176 Version/12.00",
"session_id": "4de69db0-0e15-4761-9dc3-9c1648a9d030",
"risk_score": 17.29,
"confidence": 0.06
} | christopherlawson | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by christopherlawson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-1df856fb | null | null | null | null | null | null | null | null | null | null |
fe38975f-1bea-4bd9-b7f1-ea08474a7419 | 2025-03-10T15:31:40 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "b69f1045941d513428a89beecae5877a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_7; rv:1.9.2.20) Gecko/9057-05-21 18:39:18 Firefox/3.8",
"session_id": "1762e4cf-ab85-42ef-a98d-84bef9088468",
"risk_score": 68.59,
"confidence": 0.92
} | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-25430896 | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4926bf2e-6036-4103-a787-1fe81050d590 | 2025-07-04T03:01:28 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SMB traffic from 10.204.125.49:687 to 144.223.74.64:58989 MITRE Technique: T1110.003 | {
"geo_location": "Grenada",
"device_hash": "6a1a97e4a8bef42bee880b6e5e1224c462c82f8c",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7584-10-12 14:20:09 Firefox/3.8",
"session_id": "f9a78cd4-5c73-4e0a-adbf-63c0822a14fb",
"risk_score": 61.58,
"confidence": 0.72
} | null | quarantine | null | null | null | MITRE Technique: T1110.003 | Firewall quarantine SMB traffic from 10.204.125.49:687 to 144.223.74.64:58989 MITRE Technique: T1110.003 | null | null | null | null | 10.204.125.49 | 144.223.74.64 | null | null | null | null | null | null | null | null | 687 | 58,989 | SMB | 895,265 | 1,534 | null | null |
1cd25e1f-8bc3-40b7-b27f-915c00ef1771 | 2025-02-05T02:01:05 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by gfitzgerald No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "df874e7bd237a9421e34dd549cbe570b9815949cf21cc93ba5161041a87b5a43",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_8 rv:2.0; mni-IN) AppleWebKit/535.44.2 (KHTML, like Gecko) Version/5.0 Safari/535.44.2",
"session_id": "6d684981-83c7-4da9... | gfitzgerald | prompt_injection | null | null | null | No additional info | AI system prompt_injection by gfitzgerald No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0b7a325f | 95c2595c0377759991776826f8ba191f6b32538ffd5a39b7e8e99b7a64aab737 | 5325aa5c88e00c5c44821acfa46fe1736073b968 | null | null | null | null | null | null | null |
a3bb9af6-f1e2-40aa-b5a2-9abc4c55c1fa | 2025-06-08T21:41:05 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: Port Scan detected from 2.22.88.207 targeting 220.51.227.147 No additional info | {
"geo_location": "American Samoa",
"device_hash": "86d46bc1c19c223f7e40de8e00ef58e0683aa434",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/41.0.844.0 Safari/536.2",
"session_id": "1bd4071b-2d6e-4234-9f87-47b461cf1d88",
"risk_score": 28.78,
"confidence": 0.93
} | null | null | null | null | null | No additional info | QRadar Alert: Port Scan detected from 2.22.88.207 targeting 220.51.227.147 No additional info | null | null | null | null | 2.22.88.207 | 220.51.227.147 | Port Scan | SIG-5495 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c3e78905-a627-4693-ad7c-f1628dc51336 | 2025-01-25T18:50:37 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /season/buy.xls by bennettkristen MITRE Technique: T1059.005 | {
"geo_location": "Malaysia",
"device_hash": "047f5406255f6de1f919ca7e8adf216692c08a1e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/33.0.810.0 Safari/535.1",
"session_id": "7aea0769-0671-4ad9-b780-b49835eaaae5",
"risk_score": 9.01,
"confidence": 0.48
} | bennettkristen | process_stop | /season/buy.xls | 3,719 | svchost.exe | MITRE Technique: T1059.005 | Endpoint process_stop /season/buy.xls by bennettkristen MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dac3ed2e-118a-42f4-955a-cb17bf5782ce | 2025-05-18T09:43:28 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in OCI by ijohnson MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Oman",
"device_hash": "4efbd76afa97a98bc35aa43fbd467cffbf3bf5335e436f1494cf27659e9281e5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.0)",
"session_id": "f9084091-360d-4ca6-9415-147eb31d81fa",
"risk_score": 80.74,
"confidence": 0.63
} | ijohnson | instance_creation | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | Cloud instance_creation in OCI by ijohnson MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | OCI | res-9f2d0fdf | null | null | null | null | null | null | null | null | null | null |
a2077817-ce71-4248-975f-0f4e64969ca9 | 2025-04-17T14:53:28 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by ywright MITRE Technique: T1078.004 | {
"geo_location": "Puerto Rico",
"device_hash": "ebba88b68a2f615790afd2b55d244452e3345c09cd0cd1337e5598ef57a4a236",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/13.8d2092.0 Mobile/56L688 Safari/535.0",
"session_id": "3260b0bc-6be5-44be-8219-423ba3... | ywright | membership_inference | null | null | null | MITRE Technique: T1078.004 | AI system membership_inference by ywright MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-0cc40efe | 007320709b0a01368b9f208ee1d186bd9d6e2f47ddb379ebb222cfbb53ce7c86 | 681fb7157bc1e9321e383e6a5927032f4ac785cb | null | null | null | null | null | null | null |
ee5dcbd3-fdb8-4c66-8f6f-97f68abb604a | 2025-05-04T23:57:47 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Taiwan",
"device_hash": "59be18b9adb29973a69d6a58885c4106",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.1)",
"session_id": "ee73910e-34fd-4e57-ba53-b1b5e8e066ae",
"risk_score": 65.98,
"confidence": 0.47
} | null | command_injection | null | null | null | No additional info | IoT device Camera command_injection No additional info | null | Camera | iot-383bed3b | 4.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c828c2b-9ce6-4d63-b8f4-18ee1744edbd | 2025-05-12T03:30:50 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat battery_drain MITRE Technique: T1543.003 | {
"geo_location": "Tajikistan",
"device_hash": "e6c9d0109b6bba4f78287fd67910c613c5176af41d7ef1ea3727869f914a4ccc",
"user_agent": "Opera/8.97.(Windows NT 4.0; gu-IN) Presto/2.9.181 Version/12.00",
"session_id": "43e63310-4e64-442a-a9ba-8686ac9f4335",
"risk_score": 53.43,
"confidence": 1
} | null | battery_drain | null | null | null | MITRE Technique: T1543.003 | IoT device Thermostat battery_drain MITRE Technique: T1543.003 | null | Thermostat | iot-0b4f2125 | 4.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff54321a-b2e3-4ca8-b2f3-aa4035cdb83a | 2025-04-06T10:37:36 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by harperryan No additional info | {
"geo_location": "Mayotte",
"device_hash": "c65bd9c1eb6c122de49f57ae549b2d63e6f7b1dab99831b0dd7a609c0e65c039",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0; rv:1.9.5.20) Gecko/4445-05-22 14:57:03 Firefox/13.0",
"session_id": "8232187a-a432-4d19-aac9-ef3d18532d4b",
"risk_score": 23.25,
"c... | harperryan | api_abuse | null | null | null | No additional info | AI system api_abuse by harperryan No additional info | {
"baseline_deviation": 0.8,
"entropy": 5.94,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-810bb8b4 | 3a7da7a5cac024e43c0b64690c25aa99 | a7a18e2e66cc60e48aa6cae4c7a7368469a6c70e | null | null | null | null | null | null | null |
5133051d-2c38-46d4-a996-3deb9a219dec | 2025-06-02T21:16:19 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall drop HTTPS traffic from 144.235.25.25:788 to 67.14.73.120:792 MITRE Technique: T1566.001 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Aruba",
"device_hash": "5e05662edaff7acebdd0fef0ab2f4485",
"user_agent": "Opera/8.32.(X11; Linux i686; sv-FI) Presto/2.9.175 Version/10.00",
"session_id": "a6fe0280-1841-46af-99d5-3ec470901828",
"risk_score": 45.59,
"confidence": 0.35
} | null | drop | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: Thermal sensor anomalies | Firewall drop HTTPS traffic from 144.235.25.25:788 to 67.14.73.120:792 MITRE Technique: T1566.001 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 144.235.25.25 | 67.14.73.120 | null | null | null | null | null | null | null | null | 788 | 792 | HTTPS | 385,345 | 661 | null | null |
e79d22fb-c8a6-41d6-98c0-abb37b405738 | 2025-03-05T19:49:25 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Domain Fronting detected from 120.133.24.78 targeting 72.251.38.205 No additional info noise=RHJ1Zy4= | {
"geo_location": "Brunei Darussalam",
"device_hash": "13ce20787d7afe3a02fa8c6d85d8369c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/3.1)",
"session_id": "21c7c19f-79dc-4ec9-a919-febe6abf0ae6",
"risk_score": 47.79,
"confidence": 0.87
} | null | null | null | null | null | No additional info | Splunk Alert: Domain Fronting detected from 120.133.24.78 targeting 72.251.38.205 No additional info | null | null | null | null | 120.133.24.78 | 72.251.38.205 | Domain Fronting | SIG-8126 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
0fd99da0-7c6d-4b46-b177-9f2de3710213 | 2025-04-02T11:39:22 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop TCP traffic from 107.170.234.166:43864 to 193.28.98.33:5695 No additional info | {
"geo_location": "Monaco",
"device_hash": "62c1cdb11cc8835f482abe7e88b100d8",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7325-12-18 17:52:37 Firefox/6.0",
"session_id": "45f0dd6b-2f06-414a-945c-a10cba3869ab",
"risk_score": 1.18,
"confidence": 0.58
} | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 107.170.234.166:43864 to 193.28.98.33:5695 No additional info | null | null | null | null | 107.170.234.166 | 193.28.98.33 | null | null | null | null | null | null | null | null | 43,864 | 5,695 | TCP | 254,106 | 66 | null | null |
64278db8-24ed-4c82-8b11-a011395857d8 | 2025-05-03T15:58:17 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Eritrea",
"device_hash": "c93e6aba38b3fbb07af8711a5194d99ea9cfe738c6a18e0346009b11f2962ebf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.0)",
"session_id": "6561e385-93ca-46f4-847b-e2cdf022cf01",
"risk_score": 30.94,
"confidence": 0.31
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-0093444f | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b9d96b56-0cd5-43a8-9118-56ecf4bdad71 | 2025-03-11T19:47:43 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine UDP traffic from 151.133.236.66:207 to 10.56.62.207:147 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "584657daeb149261e2097ed273691a0d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_6 rv:3.0; ru-UA) AppleWebKit/535.7.5 (KHTML, like Gecko) Version/4.0.2 Safari/535.7.5",
"session_id": "693ae177-1dac-4103-b4d9-96e6efb2849b",
"risk_score": 52.6,
... | null | quarantine | null | null | null | No additional info | Firewall quarantine UDP traffic from 151.133.236.66:207 to 10.56.62.207:147 No additional info | null | null | null | null | 151.133.236.66 | 10.56.62.207 | null | null | null | null | null | null | null | null | 207 | 147 | UDP | 769,534 | 3,570 | null | null |
f445e9af-8ce1-46e3-a26a-a51af059cf1f | 2025-06-23T15:10:10 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTPS traffic from 213.52.226.165:36 to 131.159.190.210:270 MITRE Technique: T1059.005 | Geo anomaly: Impossible travel detected | {
"geo_location": "Congo",
"device_hash": "5be220e1d36767bd55b6db80eeb093ce6ac84b80c79731d2c4a8c3cebe591c71",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/13.9p5874.0 Mobile/83R005 Safari/533.1",
"session_id": "aea9f288-3976-486e-902e-9865d16... | null | deny | null | null | null | MITRE Technique: T1059.005 | Geo anomaly: Impossible travel detected | Firewall deny HTTPS traffic from 213.52.226.165:36 to 131.159.190.210:270 MITRE Technique: T1059.005 | Geo anomaly: Impossible travel detected | null | null | null | null | 213.52.226.165 | 131.159.190.210 | null | null | null | null | null | null | null | null | 36 | 270 | HTTPS | 631,889 | 1,584 | null | null |
abbb5140-8d26-4ffe-977d-a307665f17d7 | 2025-04-04T08:05:10 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec break by eileendixon No additional info | {
"geo_location": "Taiwan",
"device_hash": "45332a9bc750f928e734a30481cdedb3f4fdb16a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.17.5 (KHTML, like Gecko) Version/4.1 Safari/535.17.5",
"session_id": "1f61f3fe-28e8-4382-8e8e-310aa3cb9abf",
"risk_score": 75.87,
"confidence": 0.29
... | eileendixon | wmi_exec | break | 4,775 | powershell.exe | No additional info | Endpoint wmi_exec break by eileendixon No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2a50227-7393-4038-851c-96ca74b48318 | 2025-06-11T13:04:59 | endpoint | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access structure by juancarr MITRE Technique: T1059.001 | {
"geo_location": "Panama",
"device_hash": "31075a58b276fbabfdc33bc5c4356353ea92e098",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "cce17c7a-0af6-4516-a4b9-1b68ad391341",
"risk_score": 48.1,
"confidence": 0.85
} | juancarr | file_access | structure | 392 | cmd.exe | MITRE Technique: T1059.001 | Endpoint file_access structure by juancarr MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cbf11315-f445-4b6e-9e8f-8ca77505cc18 | 2025-05-07T20:23:13 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system model_access by leenoah MITRE Technique: T1059.005 | {
"geo_location": "Japan",
"device_hash": "311a48a4991f836fa7082498d76a73c863c0704d",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; cy-GB; rv:1.9.0.20) Gecko/5074-07-12 12:11:01 Firefox/3.8",
"session_id": "3a871c87-e655-4f1e-aa37-01e23d19c8fe",
"risk_score": 23.53,
"confidence": 0.75
} | leenoah | model_access | null | null | null | MITRE Technique: T1059.005 | AI system model_access by leenoah MITRE Technique: T1059.005 | {
"baseline_deviation": 1.55,
"entropy": 2.68,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-3baac1e2 | 00fdd88d98562d199336efef200e507abb885ba2 | 74dd0b50973766829dd358e4d51201888d8d476f14d7f8e2523990fbd7408a07 | 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.