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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
a0511077-5713-4f30-beb6-e0df67426bb2 | 2025-03-07T00:55:22 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /condition/billion.odt by lauren64 No additional info | {
"geo_location": "Gambia",
"device_hash": "1e11b6243144ff5a3cfd7a0e7b1e974c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; af-ZA) AppleWebKit/535.19.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.19.6",
"session_id": "7190a841-3b79-4001-bc6b-1c88843c4589",
"risk_score":... | lauren64 | registry_change | /condition/billion.odt | 3,403 | explorer.exe | No additional info | Endpoint registry_change /condition/billion.odt by lauren64 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9890bfb5-69ed-4759-8c36-4331726da1e0 | 2025-07-01T14:38:25 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth challenge for adam27 via passwordless from 118.73.54.197 MITRE Technique: T1218.011 | {
"geo_location": "San Marino",
"device_hash": "9cfa61c11cbef8ac914500823329375689b7e7f1ac5cccc0de39bfded7761890",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/18.0.846.0 Safari/535.0",
"session_id": "9e259b19-11be-4570-a8de-f45ae0855bc0",
"risk... | adam27 | challenge | null | null | null | MITRE Technique: T1218.011 | Auth challenge for adam27 via passwordless from 118.73.54.197 MITRE Technique: T1218.011 | null | null | null | null | 118.73.54.197 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 8e:6a:a5:e5:bb:90 |
14ac6db0-3f99-4581-b23d-0a96ae01ca9b | 2025-06-10T11:26:09 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Supply Chain Compromise detected from 24.61.234.126 targeting 54.141.44.77 Associated Threat Actor: APT34 | {
"geo_location": "Liechtenstein",
"device_hash": "d876b940f6b95965e60409ab3248dd26268075a7e348ac623b1b0d454ee847e7",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/23.0.891.0 Safari/535.2",
"session_id": "65a55354-38ea-48be-bc1e-037148ee9922",
"... | null | null | null | null | null | Associated Threat Actor: APT34 | CrowdStrike Alert: Supply Chain Compromise detected from 24.61.234.126 targeting 54.141.44.77 Associated Threat Actor: APT34 | null | null | null | null | 24.61.234.126 | 54.141.44.77 | Supply Chain Compromise | SIG-7328 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
e10b42d5-6ad1-4971-b5c7-8c3ca14f38f3 | 2025-05-27T06:58:49 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: ICS Attack detected from 168.37.44.116 targeting 75.75.11.126 No additional info | {
"geo_location": "Reunion",
"device_hash": "fa7d7b4a7830d4b28180248c9d3a7642",
"user_agent": "Opera/8.87.(Windows 95; bho-IN) Presto/2.9.189 Version/12.00",
"session_id": "5af2e58f-7cb9-4195-befa-f60a2cd6b77e",
"risk_score": 54.11,
"confidence": 0.89
} | null | null | null | null | null | No additional info | ArcSight Alert: ICS Attack detected from 168.37.44.116 targeting 75.75.11.126 No additional info | {
"baseline_deviation": 1.65,
"entropy": 2.59,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 168.37.44.116 | 75.75.11.126 | ICS Attack | SIG-8133 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
6b9fbf4f-f405-4152-815c-e6a3dd879f59 | 2025-05-06T05:25:17 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load accept by lunaedward No additional info noise=67F6332F | {
"geo_location": "Italy",
"device_hash": "1f5540e2d15ccc2a943698da7ffe9ec66bb955ac",
"user_agent": "Opera/8.80.(X11; Linux x86_64; ber-DZ) Presto/2.9.183 Version/12.00",
"session_id": "a5d70ffc-394b-40aa-b236-f12257eb8a07",
"risk_score": 49.26,
"confidence": 0.21
} | lunaedward | driver_load | accept | 7,861 | svchost.exe | No additional info | Endpoint driver_load accept by lunaedward No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
96e49a51-85e9-4ef7-8a29-afa0873dae1f | 2025-02-14T14:04:59 | network | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 10.0.233.41 to 208.7.135.196 No additional info | {
"geo_location": "Switzerland",
"device_hash": "924ff4446f75cff5c7a1f0bf685358ede7eca12a0b394d4c639dca43e693c893",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_6; rv:1.9.2.20) Gecko/5911-11-25 10:04:23 Firefox/3.8",
"session_id": "dd2400bd-c3f7-4cfe-b3f1-114ca78987dc",
"risk_score": 12,
"confid... | null | disconnection | null | null | null | No additional info | Network disconnection from 10.0.233.41 to 208.7.135.196 No additional info | null | null | null | null | 10.0.233.41 | 208.7.135.196 | null | null | null | null | null | null | null | null | null | null | HTTP | 360,552 | null | null | null |
afd05d24-eb65-43eb-8aa1-9e1d8adfbf83 | 2025-06-21T22:08:51 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 158.68.39.139 to 3.255.87.166 MITRE Technique: T1190 | {
"geo_location": "Greece",
"device_hash": "e41eb639f0e703276bc98db031b0ac32d4510cdc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4; rv:1.9.2.20) Gecko/2485-01-29 22:00:18 Firefox/4.0",
"session_id": "1a7f8330-d143-4bf9-acd0-d7d33c12f024",
"risk_score": 36.11,
"confidence": 0.67
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1190 | Network protocol_anomaly from 158.68.39.139 to 3.255.87.166 MITRE Technique: T1190 | null | null | null | null | 158.68.39.139 | 3.255.87.166 | null | null | null | null | null | null | null | null | null | null | UDP | 715,442 | null | null | null |
ca03ef01-156f-4c55-9769-8a098164bc65 | 2025-02-26T10:53:00 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect TCP traffic from 37.192.181.191:601 to 65.198.211.11:551 No additional info noise=posts/tags/posts | {
"geo_location": "Guernsey",
"device_hash": "3e5b353439dea66efeebf5e8b050002251d555f0fb7f9e032ceef82954494a2e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_1; rv:1.9.2.20) Gecko/9260-04-04 17:26:00 Firefox/6.0",
"session_id": "d4a22e16-e7c3-467d-8100-2e7342ef2790",
"risk_score": 53.65,
"con... | null | inspect | null | null | null | No additional info | Firewall inspect TCP traffic from 37.192.181.191:601 to 65.198.211.11:551 No additional info | {
"baseline_deviation": 2.93,
"entropy": 6.93,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 37.192.181.191 | 65.198.211.11 | null | null | null | null | null | null | null | null | 601 | 551 | TCP | 477,665 | 2,913 | null | null |
22febc0b-6435-4470-bf18-b324cf62cbf0 | 2021-10-11T14:19:50 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth locked for kaitlingonzalez via biometric from 176.243.233.197 MITRE Technique: T1078.004 | {
"geo_location": "Bhutan",
"device_hash": "5a973df7ec490dcf0a37d6a8a7e522cb0011fdc3",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_0 rv:5.0; ia-FR) AppleWebKit/535.6.6 (KHTML, like Gecko) Version/4.0.3 Safari/535.6.6",
"session_id": "809fbe7d-b30a-4c6c-b44a-b39f7ff18715",
"risk_score": 60.08,
... | kaitlingonzalez | locked | null | null | null | MITRE Technique: T1078.004 | Auth locked for kaitlingonzalez via biometric from 176.243.233.197 MITRE Technique: T1078.004 | null | null | null | null | 176.243.233.197 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | d8:6d:35:22:46:dd |
1c5db8fd-98db-40e9-9179-daa690550eee | 2025-02-14T16:36:33 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in AWS by aliciajames Associated Threat Actor: Leafminer | {
"geo_location": "Suriname",
"device_hash": "d9d4881ee3396c87138ee9d105e3dc4e",
"user_agent": "Opera/8.51.(X11; Linux x86_64; vi-VN) Presto/2.9.166 Version/11.00",
"session_id": "a3384d3c-b3f0-488c-88e9-78d47a5f6ebb",
"risk_score": 55.42,
"confidence": 0.95
} | aliciajames | storage_access | null | null | null | Associated Threat Actor: Leafminer | Cloud storage_access in AWS by aliciajames Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | AWS | res-537deeae | null | null | null | null | null | null | null | null | null | null |
aae22721-1ce4-4724-96e3-537e1c829ce8 | 2025-03-01T06:14:56 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in OCI by parkertodd No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "3743a756edae2c02894750c93cd4fa74263cb58a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/61.0.835.0 Safari/534.0",
"session_id": "ebdb8f47-0a31-481c-909f-6e789a282820",
"risk_score": 68.87,
"confidence": 0.8... | parkertodd | config_change | null | null | null | No additional info | Cloud config_change in OCI by parkertodd No additional info | null | null | null | null | null | null | null | null | null | OCI | res-f575c42b | null | null | null | null | null | null | null | null | null | null |
1f92895c-81e5-494a-b819-46f90c4093f7 | 2025-06-18T18:05:56 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall deny ICMP traffic from 163.150.248.217:419 to 175.106.211.108:637 Associated Threat Actor: Inception Framework | {
"geo_location": "Panama",
"device_hash": "d9054e48eb577b4ff77ea913fd987f0f",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/48.0.889.0 Safari/534.2",
"session_id": "9bd70191-be53-4652-9bcb-1e6bb929600b",
"risk_score": 45.05,
"confidence": 0.27
} | null | deny | null | null | null | Associated Threat Actor: Inception Framework | Firewall deny ICMP traffic from 163.150.248.217:419 to 175.106.211.108:637 Associated Threat Actor: Inception Framework | null | null | null | null | 163.150.248.217 | 175.106.211.108 | null | null | null | null | null | null | null | null | 419 | 637 | ICMP | 175,097 | 1,846 | null | null |
a496f591-b6b6-4111-b077-6752a3382152 | 2025-06-29T20:20:34 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 196.76.31.238 to 10.81.39.151 Associated Threat Actor: Inception Framework | {
"geo_location": "Iran",
"device_hash": "ecc3ca043fe82e397bd180ea0260d06b1f502d38",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ce-RU; rv:1.9.2.20) Gecko/3934-02-07 07:00:26 Firefox/3.6.13",
"session_id": "43dec474-54a2-4435-837b-e471c232ebe9",
"risk_score": 39.51,
"confidence": 0.55
} | null | protocol_anomaly | null | null | null | Associated Threat Actor: Inception Framework | Network protocol_anomaly from 196.76.31.238 to 10.81.39.151 Associated Threat Actor: Inception Framework | null | null | null | null | 196.76.31.238 | 10.81.39.151 | null | null | null | null | null | null | null | null | null | null | UDP | 619,097 | null | null | null |
0fecaa32-47ba-44f3-a260-c2a8e692ecac | 2025-05-04T00:46:13 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: SQL Injection detected from 195.208.55.53 targeting 45.218.33.135 No additional info | {
"geo_location": "Tuvalu",
"device_hash": "1e70562a032566945ed31303796a2f4e",
"user_agent": "Opera/8.26.(Windows NT 11.0; st-ZA) Presto/2.9.180 Version/12.00",
"session_id": "2d583f48-bfa2-4746-8d06-bc9d556fc959",
"risk_score": 53.66,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Zeek Alert: SQL Injection detected from 195.208.55.53 targeting 45.218.33.135 No additional info | {
"baseline_deviation": 1.12,
"entropy": 5.54,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 195.208.55.53 | 45.218.33.135 | SQL Injection | SIG-8808 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
816d3dfd-abe9-4d17-8e83-4bf31b6679fe | 2025-07-06T20:39:29 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update Sensor spoofing detected | {
"geo_location": "Afghanistan",
"device_hash": "dde8f3db4fc72e92a5322689d8499185afa5cb6391462a466d32af9b26b082c1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_8) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/16.0.876.0 Safari/533.1",
"session_id": "20287073-58c0-4034-9976-3c4cfaf2b2ca",
"risk... | null | firmware_update | null | null | null | Sensor spoofing detected | IoT device Thermostat firmware_update Sensor spoofing detected | {
"baseline_deviation": 0.63,
"entropy": 3.48,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Thermostat | iot-d953ad0f | 3.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
312e1b0b-0d7a-4a4d-b675-90fc43edcd17 | 2025-04-04T15:03:07 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SSH traffic from 161.158.78.141:1006 to 77.53.154.94:177 MITRE Technique: T1134.001 | Associated Threat Actor: APT34 | Geo anomaly: Impossible travel detected | {
"geo_location": "Chile",
"device_hash": "d24eadaea79a4ae1ab89da204b2c7bf9d1e165ec534b38b1db64429eea2428f3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.42.4 (KHTML, like Gecko) Version/5.0.5 Safari/533.42.4",
"session_id": "a0cae179-23d4-403a-bda6-e3ec7acf2c44",
"risk_score": 32.... | null | inspect | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: APT34 | Geo anomaly: Impossible travel detected | Firewall inspect SSH traffic from 161.158.78.141:1006 to 77.53.154.94:177 MITRE Technique: T1134.001 | Associated Threat Actor: APT34 | Geo anomaly: Impossible travel detected | null | null | null | null | 161.158.78.141 | 77.53.154.94 | null | null | null | null | null | null | null | null | 1,006 | 177 | SSH | 77,631 | 48 | null | null |
67969efe-3a9e-42d3-9792-5aa51cb8d156 | 2025-02-17T22:30:03 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTPS traffic from 214.224.229.170:515 to 173.58.73.168:718 MITRE Technique: T1486 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "63da53332286a9b02b8d3d187e163fc75ed963680ac02ce305c31396565eef33",
"user_agent": "Mozilla/5.0 (Windows CE; fi-FI; rv:1.9.0.20) Gecko/9928-11-05 20:52:51 Firefox/3.6.12",
"session_id": "f0b23dbf-80f4-4d9a-b50c-9824510241eb",
"risk_score": 76.35,
"conf... | null | log-only | null | null | null | MITRE Technique: T1486 | Firewall log-only HTTPS traffic from 214.224.229.170:515 to 173.58.73.168:718 MITRE Technique: T1486 | null | null | null | null | 214.224.229.170 | 173.58.73.168 | null | null | null | null | null | null | null | null | 515 | 718 | HTTPS | 315,677 | 447 | null | null |
7a2e0225-2727-47a1-8502-6bb5f342f9e7 | 2025-03-21T23:05:11 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 220.147.239.132 to 140.60.183.27 MITRE Technique: T1486 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "07e5653fb5385194d8c08e633a9b43b20f1f65fdb160b657f3886a74c61ee47b",
"user_agent": "Mozilla/5.0 (Windows 98; ta-IN; rv:1.9.1.20) Gecko/7157-05-26 15:38:04 Firefox/15.0",
"session_id": "56072471-b009-4db6-bfe9-5e337fd06a57",
"risk_score": 50.45,
"co... | null | data_exfiltration | null | null | null | MITRE Technique: T1486 | Network data_exfiltration from 220.147.239.132 to 140.60.183.27 MITRE Technique: T1486 | null | null | null | null | 220.147.239.132 | 140.60.183.27 | null | null | null | null | null | null | null | null | null | null | ICMP | 638,022 | null | null | null |
988f5169-b631-4f30-8c87-79917a4ee835 | 2025-01-21T04:10:03 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect SSH traffic from 84.104.162.153:542 to 14.232.3.125:482 No additional info | {
"geo_location": "Canada",
"device_hash": "4cfe41dc1728f591a7713ec5e7eddadc",
"user_agent": "Opera/8.83.(X11; Linux i686; se-NO) Presto/2.9.186 Version/11.00",
"session_id": "6bb6c407-4400-4bb2-8862-39be4ed9cc96",
"risk_score": 55.23,
"confidence": 0.53
} | null | inspect | null | null | null | No additional info | Firewall inspect SSH traffic from 84.104.162.153:542 to 14.232.3.125:482 No additional info | null | null | null | null | 84.104.162.153 | 14.232.3.125 | null | null | null | null | null | null | null | null | 542 | 482 | SSH | 495,923 | 2,769 | null | null |
874b66a2-7cd2-445f-98c4-9acd8a3323ae | 2025-01-28T09:09:13 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat side_channel Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Macao",
"device_hash": "da9754a3af5041c8ed8bd0a2a97e22ae",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/59.0.823.0 Safari/534.2",
"session_id": "565abbe8-83b7-4be4-a9e2-f0e4e14a8822",
"risk_score": 56.87,
"confidence": 0.31
} | null | side_channel | null | null | null | Unconventional IOC: Bios timestamp anomalies | IoT device Thermostat side_channel Unconventional IOC: Bios timestamp anomalies | null | Thermostat | iot-aa548084 | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1110d5d0-c91f-484f-8a1e-394383b97085 | 2025-06-05T12:21:10 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for wmccarty via key from 160.75.245.75 No additional info | {
"geo_location": "Morocco",
"device_hash": "0cd9a2ceb87318c7dbf6d3e4f282ef12f54459dbdd042a26d06212c14246386d",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/37.0.852.0 Safari/534.2",
"session_id": "7ec05deb-357f-4bb4-bd69-661528d16472",
"risk_score": 81.51,
"confi... | wmccarty | bypass | null | null | null | No additional info | Auth bypass for wmccarty via key from 160.75.245.75 No additional info | null | null | null | null | 160.75.245.75 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c6:4b:02:27:64:98 |
cf734095-26b5-42ca-81c2-063614f69f13 | 2025-06-05T18:45:44 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 75.216.113.93 to 194.229.148.62 No additional info | {
"geo_location": "Honduras",
"device_hash": "7f5a3ec67d7a1ab26e9eb0414c3960135b5485c4e952c78bea3def0da2ea6714",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/30.0.887.0 Mobile/19P733 Safari/534.0",
"session_id": "49b85952-7f23-4138-92f9-ab07... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 75.216.113.93 to 194.229.148.62 No additional info | null | null | null | null | 75.216.113.93 | 194.229.148.62 | null | null | null | null | null | null | null | null | null | null | TCP | 173,507 | null | null | null |
41680faf-25cc-4732-a2ad-e8b195bc66bc | 2025-03-07T17:23:02 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 142.162.58.141 to 179.194.126.178 MITRE Technique: T1134.001 | Associated Threat Actor: FIN7 | DGA domain detected noise=leave|draw|perhaps | {
"geo_location": "Venezuela",
"device_hash": "d704abe25336ed5335f43f6b27c219cd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/15.7f9943.0 Mobile/69D167 Safari/533.0",
"session_id": "1ef998fc-d1b1-4371-ac12-3919d0093dbd",
"risk_score": 36.61,
... | null | data_exfiltration | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: FIN7 | DGA domain detected | Network data_exfiltration from 142.162.58.141 to 179.194.126.178 MITRE Technique: T1134.001 | Associated Threat Actor: FIN7 | DGA domain detected | null | null | null | null | 142.162.58.141 | 179.194.126.178 | null | null | null | null | null | null | null | null | null | null | TCP | 275,142 | null | null | null |
07748ba4-dfd0-465c-a67d-acf7521a2b82 | 2025-07-01T03:10:17 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 137.119.102.31 to 29.61.147.237 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "c9cdaf1889295c3139aa20f694416e5510fb8171",
"user_agent": "Opera/9.53.(X11; Linux x86_64; hak-TW) Presto/2.9.177 Version/12.00",
"session_id": "a5d49688-f4c6-48f4-9815-5d508b5eb0d1",
"risk_score": 2.45,
"confidence": 0.17
} | null | beaconing | null | null | null | No additional info | Network beaconing from 137.119.102.31 to 29.61.147.237 No additional info | null | null | null | null | 137.119.102.31 | 29.61.147.237 | null | null | null | null | null | null | null | null | null | null | HTTP | 750,398 | null | null | null |
8300e7cb-a508-4e59-9a74-cc673b04dcd6 | 2025-05-15T07:50:49 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 187.3.172.198 to 41.122.161.171 No additional info | {
"geo_location": "Moldova",
"device_hash": "0590145592f4aae0fa6572da1c4a53ea1ab643ea",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/16.9v2640.0 Mobile/14T554 Safari/535.1",
"session_id": "51819510-931f-44bc-a02b-3ddd2026bf10",
"risk_score": 25.... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 187.3.172.198 to 41.122.161.171 No additional info | null | null | null | null | 187.3.172.198 | 41.122.161.171 | null | null | null | null | null | null | null | null | null | null | HTTPS | 833,980 | null | null | null |
04bb5d4c-97d4-4b8b-85c3-92b8337d2dae | 2025-01-20T16:29:36 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 22.168.51.205 to 2.22.34.119 No additional info | {
"geo_location": "China",
"device_hash": "c78e1aa101dcca06e171316d50b2c2e445793c9d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.0)",
"session_id": "0b183a2d-9a79-4989-91d3-567cdb1cd813",
"risk_score": 49.76,
"confidence": 0.04
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 22.168.51.205 to 2.22.34.119 No additional info | null | null | null | null | 22.168.51.205 | 2.22.34.119 | null | null | null | null | null | null | null | null | null | null | TCP | 402,353 | null | null | null |
8b89ea28-cf9e-487b-be48-16fcf42d8a33 | 2025-03-05T15:19:48 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: Port Scan detected from 145.169.145.55 targeting N/A No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "3891b3a55de4c55eba0a15fc626c8d4bd7a9b151cec4cc3d0489f9bff33f32cd",
"user_agent": "Mozilla/5.0 (Linux; Android 13) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/23.0.853.0 Safari/532.1",
"session_id": "eadb0f64-cdca-427f-9a8e-d035609fda77",
"risk_scor... | null | null | null | null | null | No additional info | Splunk Alert: Port Scan detected from 145.169.145.55 targeting N/A No additional info | null | null | null | null | 145.169.145.55 | N/A | Port Scan | SIG-5248 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
eb5bdae0-8511-4053-b241-b22fb0456718 | 2025-06-23T16:40:26 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by pedwards No additional info | {
"geo_location": "Belize",
"device_hash": "b17103f072aea0bdb7df7692710ffc35",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; uz-UZ; rv:1.9.1.20) Gecko/7830-10-29 15:03:11 Firefox/12.0",
"session_id": "787b3918-7b6e-416f-91b8-c1bc9ef196b9",
"risk_score": 29.24,
"confidence": 0.95
} | pedwards | model_access | null | null | null | No additional info | AI system model_access by pedwards No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cb0770b0 | 5ff37d4bf0abc17064ed369027933e6b30771b3086ef405ba4f521ebce9c9542 | 3b73124327e366a67f52bbcdfad77226c6671c10 | null | null | null | null | null | null | null |
ab6250d0-fbdf-4740-ab75-0879394358ef | 2025-01-13T10:35:11 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection Unconventional IOC: Power consumption spikes | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "ec94d886c5a6684a25df679379e038ae140cdc09ada444980b6f15be7f42014e",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/31.0.897.0 Safari/535.0",
"session_id": "1f678f94-02f1-462a-a510-bdd55412855e",
"risk_score": 67.4... | null | command_injection | null | null | null | Unconventional IOC: Power consumption spikes | IoT device Sensor command_injection Unconventional IOC: Power consumption spikes | null | Sensor | iot-dfe73bcb | 8.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e8b9c70-b0b3-4ba0-a63c-6ee812e98153 | 2025-06-03T17:05:31 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for gina95 via SAML from 153.95.30.152 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Yemen",
"device_hash": "a8b29fff130bc267f8eca8eda4b3df6a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.39.4 (KHTML, like Gecko) Version/5.0.3 Safari/533.39.4",
"session_id": "9a4bc321-17ee-4a22-a149-5f2e7c556e37",
"risk_score": 54.31,
"confidence": 0.91
} | gina95 | challenge | null | null | null | Unconventional IOC: Quantum random number deviations | Auth challenge for gina95 via SAML from 153.95.30.152 Unconventional IOC: Quantum random number deviations | null | null | null | null | 153.95.30.152 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | d8:de:5d:03:af:91 |
e9c8d588-d914-43b5-bc60-327ff9275099 | 2025-04-14T07:20:30 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for hardydaniel via biometric from 204.244.176.187 No additional info | {
"geo_location": "Mali",
"device_hash": "dc8f627a6adf00f5ff0f327d0dd52e1038760b5a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/60.0.889.0 Mobile/62I853 Safari/532.2",
"session_id": "7cafceb6-accc-4fc6-89ac-7deb00f6015e",
"risk_score": 92... | hardydaniel | bypass | null | null | null | No additional info | Auth bypass for hardydaniel via biometric from 204.244.176.187 No additional info | null | null | null | null | 204.244.176.187 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 12:a4:eb:98:e6:c7 |
e923728f-4812-451e-9652-415551af60fb | 2025-03-28T04:33:42 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel MITRE Technique: T1566.001 | {
"geo_location": "Russia",
"device_hash": "7d525fd4e85d97491841599201c4de453a93d64c25f9712814fee6869312cbdd",
"user_agent": "Mozilla/5.0 (Android 4.2.1; Mobile; rv:25.0) Gecko/25.0 Firefox/25.0",
"session_id": "77fb1900-b866-4508-ad00-cb77bb50c508",
"risk_score": 43.01,
"confidence": 0.5
} | null | side_channel | null | null | null | MITRE Technique: T1566.001 | IoT device HVAC side_channel MITRE Technique: T1566.001 | {
"baseline_deviation": 1.63,
"entropy": 4.83,
"frequency_anomaly": false,
"sequence_anomaly": true
} | HVAC | iot-5f5f31b3 | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f36ea13-a6a5-4ae5-a3cb-318feb8499c4 | 2025-06-29T03:49:12 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Ethiopia",
"device_hash": "d1e7a45b445214227163f7882116aa2b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.39.6 (KHTML, like Gecko) Version/4.0 Safari/533.39.6",
"session_id": "da1e7850-214c-47b0-8e43-044b81966996",
"risk_score": 46.58,
"confidence": 0.... | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-3e16fd5a | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1d70fcfd-28a8-49d4-aa74-c7c49ddeb7e9 | 2025-01-18T08:45:38 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: Credential Stuffing detected from 89.41.252.178 targeting 10.28.50.165 MITRE Technique: T1110.003 | {
"geo_location": "Jordan",
"device_hash": "4575c21959be92fda5252e7cc83c3ed2b33c4218",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "758bd78e-779e-4b79-9b3e-85634f2fc60c",
"risk_score": 45.76,
"confidence": 0.68
} | null | null | null | null | null | MITRE Technique: T1110.003 | Trellix Alert: Credential Stuffing detected from 89.41.252.178 targeting 10.28.50.165 MITRE Technique: T1110.003 | null | null | null | null | 89.41.252.178 | 10.28.50.165 | Credential Stuffing | SIG-3229 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
e8f945a6-ac84-4980-973d-0af87d847f9b | 2025-05-28T16:09:33 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection assume by gregory70 No additional info | {
"geo_location": "Bhutan",
"device_hash": "d1ceae76fbcd0fbe347495659aa38f78ec7798e3b61aad4d73767810b0ebbd8b",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/34.0.883.0 Safari/531.1",
"session_id": "728c5167-98ab-4cd9-a9a1-441f66987087",
"risk_score": 64.4,
"c... | gregory70 | memory_injection | assume | 8,155 | explorer.exe | No additional info | Endpoint memory_injection assume by gregory70 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9849face-5b1c-4955-a0cc-57d661dabca0 | 2025-01-27T03:52:31 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in AWS by pattonsarah No additional info | {
"geo_location": "Mozambique",
"device_hash": "be842034e59a07cda6ef37f9643d96715740a3f33dda772f97519857f789f70b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.0)",
"session_id": "86af33f2-74bc-44a7-b8be-291306ef04cb",
"risk_score": 28.11,
"confidence": 0.26
} | pattonsarah | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by pattonsarah No additional info | null | null | null | null | null | null | null | null | null | AWS | res-f80d8265 | null | null | null | null | null | null | null | null | null | null |
8ed3b8df-9bf3-4c26-9407-03e1269c17dd | 2025-02-27T00:08:17 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall drop TCP traffic from 26.175.71.156:19341 to 37.39.156.128:262 MITRE Technique: T1071.001 noise=science|animal|sign | {
"geo_location": "Tuvalu",
"device_hash": "19a79dbd32d5e659b14b938b2065cf4c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; bs-BA) AppleWebKit/533.44.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.44.6",
"session_id": "29d3395c-1fdc-49c5-a9f3-6c5ee7ac6b53",
"risk_score":... | null | drop | null | null | null | MITRE Technique: T1071.001 | Firewall drop TCP traffic from 26.175.71.156:19341 to 37.39.156.128:262 MITRE Technique: T1071.001 | null | null | null | null | 26.175.71.156 | 37.39.156.128 | null | null | null | null | null | null | null | null | 19,341 | 262 | TCP | 703,067 | 3,149 | null | null |
6a1679eb-4e23-4272-be39-eac50141acef | 2025-06-13T23:52:34 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: SQL Injection detected from 10.52.106.97 targeting 155.127.18.237 No additional info | {
"geo_location": "Dominica",
"device_hash": "4efc2d5698fdc5a30c6c0080d8415f1b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_1 rv:2.0; nn-NO) AppleWebKit/535.11.3 (KHTML, like Gecko) Version/4.0 Safari/535.11.3",
"session_id": "978102e4-ea3b-47b2-a345-07374833f684",
"risk_score": 47.72,
"conf... | null | null | null | null | null | No additional info | OSSEC Alert: SQL Injection detected from 10.52.106.97 targeting 155.127.18.237 No additional info | {
"baseline_deviation": 0.51,
"entropy": 3.13,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 10.52.106.97 | 155.127.18.237 | SQL Injection | SIG-6763 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
a1543008-fdb3-4d96-86c3-a300409010dd | 2025-04-01T10:01:48 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "936549967a981357bbd217e37da65511",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:52.0) Gecko/52.0 Firefox/52.0",
"session_id": "5f513124-7fcd-44b5-8fca-50a9e114e3f5",
"risk_score": 63.19,
"confidence": 0.32
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-62b97b7d | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c6704ed9-303e-41f8-a57b-84e9c5767f4f | 2025-03-16T06:40:15 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in OCI by rothmadison No additional info noise=institution|situation|go | {
"geo_location": "Norway",
"device_hash": "e7fbf42c23e4e9980fabcbc633ee2688",
"user_agent": "Opera/9.81.(X11; Linux i686; ak-GH) Presto/2.9.160 Version/11.00",
"session_id": "63d6080f-a4ba-440e-b99e-0fa8f517cb9c",
"risk_score": 53.2,
"confidence": 0.3
} | rothmadison | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by rothmadison No additional info | null | null | null | null | null | null | null | null | null | OCI | res-4b3f7d44 | null | null | null | null | null | null | null | null | null | null |
15c0c0aa-4692-4cb2-aabf-2173843d0287 | 2025-06-27T14:19:40 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 129.57.182.106 to 24.203.34.72 No additional info | {
"geo_location": "Switzerland",
"device_hash": "342a48a6df08496361b985411b398a29",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/3.1)",
"session_id": "a4cb9a66-6653-427c-8f19-a89d9e4398e6",
"risk_score": 35.86,
"confidence": 0.71
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 129.57.182.106 to 24.203.34.72 No additional info | null | null | null | null | 129.57.182.106 | 24.203.34.72 | null | null | null | null | null | null | null | null | null | null | ICMP | 961,606 | null | null | null |
4205e1d7-c81e-46c9-b361-b3ef5e0e2b84 | 2025-01-22T17:12:20 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /box/by.csv by davidbarr Unconventional IOC: Quantum random number deviations | {
"geo_location": "Pakistan",
"device_hash": "73f0943bdadbc03f74e256ea0cdc8bc38213ba8e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.0)",
"session_id": "50f35c30-04d6-4bbf-9078-45e6fcb59dfb",
"risk_score": 28.1,
"confidence": 0.76
} | davidbarr | registry_change | /box/by.csv | 7,178 | explorer.exe | Unconventional IOC: Quantum random number deviations | Endpoint registry_change /box/by.csv by davidbarr 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 |
0486a71a-9d70-492e-bc76-c6da128240eb | 2025-02-13T07:44:47 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 84.243.15.232 to 212.79.73.89 MITRE Technique: T1204.002 | Associated Threat Actor: Leafminer | {
"geo_location": "Iraq",
"device_hash": "188244de550b299a335bf3d23825cfef",
"user_agent": "Mozilla/5.0 (Android 4.0.2; Mobile; rv:26.0) Gecko/26.0 Firefox/26.0",
"session_id": "1653752e-a0c6-4ea9-93e8-d59a1e240eb0",
"risk_score": 25.44,
"confidence": 0.33
} | null | data_exfiltration | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: Leafminer | Network data_exfiltration from 84.243.15.232 to 212.79.73.89 MITRE Technique: T1204.002 | Associated Threat Actor: Leafminer | null | null | null | null | 84.243.15.232 | 212.79.73.89 | null | null | null | null | null | null | null | null | null | null | UDP | 32,102 | null | null | null |
112fcc27-a7f5-4eb4-bdf5-b929a58f3ecb | 2025-07-02T03:41:58 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth success for jmyers via SAML from 141.35.137.195 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "e3e91fd95dab75318f9d25b354137389102379c5c93ea343b9525fe17fcf5adb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.1)",
"session_id": "4b46be04-9d41-4faf-b7ae-d8a53760bb58",
"risk_score": 76.83,
"confidence": 0.91
} | jmyers | success | null | null | null | No additional info | Auth success for jmyers via SAML from 141.35.137.195 No additional info | null | null | null | null | 141.35.137.195 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | ea:89:6c:1e:e2:7d |
a9e0ee67-81fb-4ab8-8d1b-801f8f530c29 | 2025-02-16T00:41:16 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 31.202.64.191 to 37.234.168.62 No additional info | {
"geo_location": "Nauru",
"device_hash": "0e69c54eed92b8b43b8aecfa1b7464defaba85b4",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_9) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/15.0.887.0 Safari/532.0",
"session_id": "39141b24-e649-4662-b010-d25daec36d8f",
"risk_score": 65.46,
"confidence":... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 31.202.64.191 to 37.234.168.62 No additional info | null | null | null | null | 31.202.64.191 | 37.234.168.62 | null | null | null | null | null | null | null | null | null | null | UDP | 406,696 | null | null | null |
f16eb36b-06b1-4b74-9deb-1f7a39758f98 | 2025-03-08T17:05:27 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec which by jennifer35 No additional info | {
"geo_location": "Comoros",
"device_hash": "d0907a30193552a7a88b17c0f7fc2bc1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.1)",
"session_id": "b09caf0f-7036-4c42-919f-d44f1349dc78",
"risk_score": 65.23,
"confidence": 0.2
} | jennifer35 | wmi_exec | which | 7,542 | powershell.exe | No additional info | Endpoint wmi_exec which by jennifer35 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5aef6475-3e93-48a6-958a-7a9ad2817f2b | 2025-01-15T18:05:29 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in GCP by kristinaparker MITRE Technique: T1059.001 | {
"geo_location": "Samoa",
"device_hash": "9df774a83415f09ddf32056be1878e45f16c6e41e7662289d77a4e677304e67e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.45.3 (KHTML, like Gecko) Version/4.0.1 Safari/531.45.3",
"session_id": "0385ff76-984a-48cc-9a6b-5a97e6276b38",
"risk_score": 66.... | kristinaparker | permission_escalation | null | null | null | MITRE Technique: T1059.001 | Cloud permission_escalation in GCP by kristinaparker MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | GCP | res-65bcc6dd | null | null | null | null | null | null | null | null | null | null |
c21e4d9a-1fb5-41d0-9556-48043525cf7d | 2025-04-29T15:12:56 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network connection from 109.255.87.56 to 216.117.43.131 No additional info | {
"geo_location": "North Korea",
"device_hash": "245ff5eb056ad85608b97fab79c5b9f845cb7218",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/5.0)",
"session_id": "a653959e-93ee-4f4a-a696-7b1f5403cef1",
"risk_score": 41.63,
"confidence": 0.43
} | null | connection | null | null | null | No additional info | Network connection from 109.255.87.56 to 216.117.43.131 No additional info | null | null | null | null | 109.255.87.56 | 216.117.43.131 | null | null | null | null | null | null | null | null | null | null | ICMP | 632,094 | null | null | null |
5a242d45-6c4c-4697-b5a0-bf996d9bbe1f | 2025-07-03T01:38:34 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 210.206.194.81 to 10.55.22.254 Unconventional IOC: ACPI table modifications | {
"geo_location": "Togo",
"device_hash": "3ed1bcefb52a853192ba5dd22e53c192d2254d15317ef1aed46910c1bf2c223e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_1 rv:5.0; ve-ZA) AppleWebKit/533.26.1 (KHTML, like Gecko) Version/4.0.4 Safari/533.26.1",
"session_id": "af32c127-3b7d-44c0-878d-8d0e1456ea8f",... | null | beaconing | null | null | null | Unconventional IOC: ACPI table modifications | Network beaconing from 210.206.194.81 to 10.55.22.254 Unconventional IOC: ACPI table modifications | null | null | null | null | 210.206.194.81 | 10.55.22.254 | null | null | null | null | null | null | null | null | null | null | UDP | 123,517 | null | null | null |
25ec8fa2-116d-4555-b088-6485be903769 | 2025-03-26T06:38:39 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 10.106.183.153 to 147.136.67.37 Unconventional IOC: Power consumption spikes | {
"geo_location": "Nigeria",
"device_hash": "949141fbc132736d9c8c18c99a62269e029b5c20",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; ml-IN; rv:1.9.1.20) Gecko/8887-11-06 11:07:01 Firefox/10.0",
"session_id": "20a1a30c-2c10-4d47-8073-53d6cc441ef2",
"risk_score": 31.08,
"confidence": 0.08
} | null | covert_channel | null | null | null | Unconventional IOC: Power consumption spikes | Network covert_channel from 10.106.183.153 to 147.136.67.37 Unconventional IOC: Power consumption spikes | {
"baseline_deviation": 1.47,
"entropy": 2.94,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 10.106.183.153 | 147.136.67.37 | null | null | null | null | null | null | null | null | null | null | HTTPS | 106,206 | null | null | null |
c99d1667-ea77-4b2e-bd14-eceb4efb4915 | 2025-04-10T16:01:54 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | {
"geo_location": "Netherlands Antilles",
"device_hash": "39176254a967f75a941c5c404b68f14b2d36649b",
"user_agent": "Opera/9.66.(X11; Linux x86_64; cv-RU) Presto/2.9.173 Version/10.00",
"session_id": "405bc08c-02df-4a3e-8df9-2e95a35f9d3b",
"risk_score": 43.72,
"confidence": 0.95
} | null | physical_tamper | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | IoT device Camera physical_tamper MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | null | Camera | iot-62cdc69a | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57b8b3bc-49f1-467b-a85e-7661d3ae145d | 2025-03-16T19:33:31 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall allow DNS traffic from 10.43.115.231:778 to 10.25.166.18:50829 No additional info | {
"geo_location": "Guernsey",
"device_hash": "8e630f2f4edaac00fb94554cde74cb8f",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/31.0.853.0 Safari/533.1",
"session_id": "dca021f4-844d-48ce-b9ab-5fb360ca9403",
"risk_score": 58.12,
"confidence": 0.33
} | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 10.43.115.231:778 to 10.25.166.18:50829 No additional info | null | null | null | null | 10.43.115.231 | 10.25.166.18 | null | null | null | null | null | null | null | null | 778 | 50,829 | DNS | 562,236 | 1,536 | null | null |
da6d3467-674f-43f6-8406-ceb39f898b57 | 2025-05-09T18:39:13 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: XSS detected from 126.210.207.18 targeting 78.225.112.181 MITRE Technique: T1053.005 | {
"geo_location": "Malta",
"device_hash": "ebf4c89c6b553c06da61aa0f57b456c03b7dacf3",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/23.0.844.0 Safari/535.2",
"session_id": "7195c32f-c0cb-4adf-a3d6-d605bda8da97",
"risk_score": 40.49,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1053.005 | ArcSight Alert: XSS detected from 126.210.207.18 targeting 78.225.112.181 MITRE Technique: T1053.005 | null | null | null | null | 126.210.207.18 | 78.225.112.181 | XSS | SIG-5602 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
1cc150a8-33ac-4604-b054-cb830e9e3bad | 2025-05-24T19:10:27 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth success for hammondheather via key from 92.167.17.174 No additional info noise=cup|wife|wind | {
"geo_location": "Australia",
"device_hash": "1aab0789fb9b6015d40c1129cd86f12e",
"user_agent": "Mozilla/5.0 (Windows CE; id-ID; rv:1.9.2.20) Gecko/6072-05-27 21:03:10 Firefox/3.6.6",
"session_id": "dce9ace1-8320-4e9f-8a4a-0c5f5c12a459",
"risk_score": 33.48,
"confidence": 0.59
} | hammondheather | success | null | null | null | No additional info | Auth success for hammondheather via key from 92.167.17.174 No additional info | null | null | null | null | 92.167.17.174 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 08:fb:fd:06:e5:ac |
c7d4acd9-75f4-46f5-8314-0f64b366fc09 | 2025-04-01T07:03:20 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop TCP traffic from 209.107.55.84:335 to 218.217.86.82:276 Unconventional IOC: UEFI variable tampering | {
"geo_location": "South Africa",
"device_hash": "11f3c7317194bdcd2cdace5f3905e76c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.0)",
"session_id": "d30dc17f-6522-40e7-8ed3-854ee51a4880",
"risk_score": 64.91,
"confidence": 0.15
} | null | drop | null | null | null | Unconventional IOC: UEFI variable tampering | Firewall drop TCP traffic from 209.107.55.84:335 to 218.217.86.82:276 Unconventional IOC: UEFI variable tampering | null | null | null | null | 209.107.55.84 | 218.217.86.82 | null | null | null | null | null | null | null | null | 335 | 276 | TCP | 901,245 | 2,158 | null | null |
84c0c23b-011f-4620-b7f3-fb40b445a921 | 2025-04-26T14:59:45 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by aaron30 MITRE Technique: T1071.001 | {
"geo_location": "Cameroon",
"device_hash": "aa711e1fec9c6eacfcf75326637fff8f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_0 rv:3.0; tk-TM) AppleWebKit/532.44.7 (KHTML, like Gecko) Version/4.1 Safari/532.44.7",
"session_id": "88eb7a84-610b-4732-b6d5-f734e1c6d4d3",
"risk_score": 39.28,
"confid... | aaron30 | training_data_poisoning | null | null | null | MITRE Technique: T1071.001 | AI system training_data_poisoning by aaron30 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-17b0a987 | 997520c4b2100d4c4efdeb85e478ae72 | 98fffe00586bcd6e1911497bce1c6186d8f8e22e | null | null | null | null | null | null | null |
27901eef-1a62-4515-aab0-b0795d318f67 | 2025-02-05T07:19:36 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: Living-off-the-Land detected from 4.209.198.46 targeting 87.157.95.165 No additional info | {
"geo_location": "Burundi",
"device_hash": "90653d6cc6c6e56d075d621ce1bbdacf6b553b2e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/16.9b6410.0 Mobile/01P572 Safari/531.1",
"session_id": "d8355b07-39d1-4590-99a6-6169fb3c3180",
"risk_score... | null | null | null | null | null | No additional info | Tanium Alert: Living-off-the-Land detected from 4.209.198.46 targeting 87.157.95.165 No additional info | null | null | null | null | 4.209.198.46 | 87.157.95.165 | Living-off-the-Land | SIG-4281 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
5916ea89-5869-45a6-ac15-c6385ba3c2d7 | 2025-02-26T11:18:20 | endpoint | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install laugh by braundaniel No additional info | {
"geo_location": "Russia",
"device_hash": "9ebb1b25f9e985ebb98c605125691f5b8a215b020f7fdf0beb043e34bc844bce",
"user_agent": "Opera/8.29.(Windows NT 5.0; mt-MT) Presto/2.9.189 Version/11.00",
"session_id": "cd4cbd62-f487-46a9-ab39-4d4e8f34a1ac",
"risk_score": 69.47,
"confidence": 0.72
} | braundaniel | service_install | laugh | 6,513 | powershell.exe | No additional info | Endpoint service_install laugh by braundaniel No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d10c8deb-2165-40ef-8e2a-2d6b4d5a9272 | 2025-03-07T02:58:35 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_access by stephanierobertson No additional info | {
"geo_location": "Nicaragua",
"device_hash": "4ef51b840c8e625f61c9bf293fee67983cf531e7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ga-IE) AppleWebKit/533.43.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.43.7",
"session_id": "2782d5d5-e0e4-46f0-94d8-2950fedccea7",
"r... | stephanierobertson | model_access | null | null | null | No additional info | AI system model_access by stephanierobertson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7a0135d7 | d1fa2ddf5f04d9df19b4c47f04bcf0ce4bc7b8eb9a79b468ca0ccb0ba51724d5 | 8dbaa2dc3fa91804d3e87099f36b4ded | null | null | null | null | null | null | null |
c211e239-48ba-4adf-8efe-fc9897227f03 | 2025-04-20T05:27:02 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /specific/nature.key by danabrown No additional info | {
"geo_location": "Singapore",
"device_hash": "0f91033fac909e944027b9de88abc74df6952a15bf21433e7ad4c0be03a8a7ed",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; yi-US) AppleWebKit/535.31.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6535.31.1",
"session_id": "8c6a8f75-c491-475d-... | danabrown | powershell_exec | /specific/nature.key | 7,346 | cmd.exe | No additional info | Endpoint powershell_exec /specific/nature.key by danabrown No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3905f127-2227-413a-a964-adf32e55a5fd | 2025-06-19T10:58:14 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 169.55.37.169:403 to 41.17.139.174:664 MITRE Technique: T1566.001 | {
"geo_location": "Cuba",
"device_hash": "0d80db031f7e2893227c908a51f89fc8fcd4508c26ca10803a6191d724a73528",
"user_agent": "Opera/9.56.(X11; Linux i686; tl-PH) Presto/2.9.184 Version/10.00",
"session_id": "add49a74-7e74-4439-a7b8-39645817f950",
"risk_score": 45.95,
"confidence": 0.74
} | null | deny | null | null | null | MITRE Technique: T1566.001 | Firewall deny ICMP traffic from 169.55.37.169:403 to 41.17.139.174:664 MITRE Technique: T1566.001 | null | null | null | null | 169.55.37.169 | 41.17.139.174 | null | null | null | null | null | null | null | null | 403 | 664 | ICMP | 606,504 | 2,035 | null | null |
ae12a1a2-8c64-4e1f-8bfa-8e284a0ea989 | 2025-05-29T11:26:13 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth challenge for michelleclark via OAuth from 72.123.29.153 No additional info | {
"geo_location": "Yemen",
"device_hash": "c1cb7c739d3c47999a5b0cc3674b5e078256441dc84e5305d3842522125b50c4",
"user_agent": "Opera/8.48.(X11; Linux i686; fy-DE) Presto/2.9.165 Version/12.00",
"session_id": "b96ecc60-36f1-4947-b4cd-7ed5355445d2",
"risk_score": 44.55,
"confidence": 0.16
} | michelleclark | challenge | null | null | null | No additional info | Auth challenge for michelleclark via OAuth from 72.123.29.153 No additional info | null | null | null | null | 72.123.29.153 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | cf:b2:f3:d1:99:0c |
0e0928ae-c11b-455d-b430-8bc2aa058c29 | 2025-07-10T10:47:16 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Alibaba by pittssusan MITRE Technique: T1218.011 | {
"geo_location": "Timor-Leste",
"device_hash": "254f4a937b371ae025cad417c9d1c0b45cedd61c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "5a8e1f69-d6a6-4bec-a13d-de410aa5ae15",
"risk_score": 42.1,
"confidence": 0.38
} | pittssusan | api_abuse | null | null | null | MITRE Technique: T1218.011 | Cloud api_abuse in Alibaba by pittssusan MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Alibaba | res-412820c9 | null | null | null | null | null | null | null | null | null | null |
cc1f0774-5c9b-4ac2-8613-ea69c08ada58 | 2025-03-28T21:15:37 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by andrewphillips MITRE Technique: T1071.001 | {
"geo_location": "Egypt",
"device_hash": "2859cf7d7e32357862843be61cc3b4ad6595866619b787737443a8b1b9a9540a",
"user_agent": "Opera/9.14.(X11; Linux i686; li-BE) Presto/2.9.176 Version/12.00",
"session_id": "232f3fbe-ab3b-49b7-af43-aa4c4a08ed28",
"risk_score": 66.41,
"confidence": 0.19
} | andrewphillips | prompt_injection | null | null | null | MITRE Technique: T1071.001 | AI system prompt_injection by andrewphillips MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-48f174c2 | c8f44c92f64c86ee80e11301ddf604895a858ef41fb17cf47c7f436cac1af372 | a24bb67dc6c4ad72335daf76db1ddc12 | null | null | null | null | null | null | null |
91ea97da-ed1e-43d3-ac4c-2fef58b13d58 | 2025-03-01T16:08:16 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Camera command_injection Associated Threat Actor: FIN7 | {
"geo_location": "Liberia",
"device_hash": "9f357b4b8629bdfee22e847f0ef3c97e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/21.0.870.0 Safari/532.0",
"session_id": "250e110c-6940-4cc2-b0d4-219aa2d3afca",
"risk_score": 51.01,
"confidence": 0.84
} | null | command_injection | null | null | null | Associated Threat Actor: FIN7 | IoT device Camera command_injection Associated Threat Actor: FIN7 | null | Camera | iot-40fb6d27 | 6.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f5beb563-5261-4c7a-b264-d78f1a55ae45 | 2025-05-22T10:22:09 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection past by sampsonmolly MITRE Technique: T1053.005 | Associated Threat Actor: Kimsuky | Fileless execution detected | {
"geo_location": "Tonga",
"device_hash": "f095a5d1762ff71dbb330dac07f249af",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.35.3 (KHTML, like Gecko) Version/4.0.1 Safari/535.35.3",
"session_id": "d6c2ddcb-e776-4dcd-8f1f-7ce3e88b9465",
"risk_score": 18.97,
"confidence": 0.68
} | sampsonmolly | memory_injection | past | 412 | explorer.exe | MITRE Technique: T1053.005 | Associated Threat Actor: Kimsuky | Fileless execution detected | Endpoint memory_injection past by sampsonmolly MITRE Technique: T1053.005 | Associated Threat Actor: Kimsuky | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba0cae08-2f60-46e9-8e65-e37c1997fb0b | 2025-04-22T05:39:28 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by kwilliams No additional info | {
"geo_location": "Central African Republic",
"device_hash": "3889d4e9000070e37ce4a36703dea9bb",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_1 rv:5.0; id-ID) AppleWebKit/531.3.2 (KHTML, like Gecko) Version/5.0.3 Safari/531.3.2",
"session_id": "0faf6604-3739-40b1-9025-63492be03473",
"risk_score... | kwilliams | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by kwilliams No additional info | null | null | null | null | null | null | null | null | null | OCI | res-bb2dcaf4 | null | null | null | null | null | null | null | null | null | null |
eff1f78a-72e7-48ea-9e7a-7a850ccf3c73 | 2025-07-11T05:17:41 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by carterraymond No additional info | {
"geo_location": "Moldova",
"device_hash": "2e01bbfd75d602039f7fa26849e18c977d23d2a0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/5.1)",
"session_id": "e4be8329-d773-4ee1-aed5-badef7ae9eba",
"risk_score": 71.76,
"confidence": 0.56
} | carterraymond | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by carterraymond No additional info | null | null | null | null | null | null | null | null | null | null | null | model-48a64b9c | d0c0f2e5031722aa96f5ecac6e6533b05262f138 | 654276707fd16619f8449091245ecd399b45831e07cfb10bdfd922f5c62f9e67 | null | null | null | null | null | null | null |
295a84dd-3305-4bd4-a6ea-4b4950716fea | 2025-04-20T06:28:42 | ai | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by tyler90 No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "69af2bff7d156b86051256bc50282ce3c19c7b57d431fe922c3d7bd64e234b5a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5288-09-18 11:35:09 Firefox/12.0",
"session_id": "2ba19cd3-73aa-41b7-af3e-20a2dbd04f97",
"risk_score": 55.24,
"confid... | tyler90 | membership_inference | null | null | null | No additional info | AI system membership_inference by tyler90 No additional info | {
"baseline_deviation": 0.82,
"entropy": 2.07,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-cf4fce72 | d9f5dbcac4870ecfe99df6f22d67257a | 83237fa1bd5de26deff90085fe7e9a6482e4adf4 | null | null | null | null | null | null | null |
918cf796-abc5-4732-9600-df4ba37bbb7d | 2025-02-15T22:24:04 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 67.130.158.167 to 123.72.220.134 MITRE Technique: T1204.002 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "15d22edd63afb413403e6978312ef0ed",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9111-10-08 03:52:24 Firefox/3.8",
"session_id": "c4beffc7-1f00-4b91-93a3-e170ed326f1c",
"risk_score": 25.64,
"confidence": 0.82
} | null | beaconing | null | null | null | MITRE Technique: T1204.002 | Network beaconing from 67.130.158.167 to 123.72.220.134 MITRE Technique: T1204.002 | null | null | null | null | 67.130.158.167 | 123.72.220.134 | null | null | null | null | null | null | null | null | null | null | HTTP | 771,989 | null | null | null |
2ff885ac-cf77-4d34-8c78-a4c754a39a9b | 2025-02-25T01:14:36 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect UDP traffic from 188.22.23.207:62891 to 145.126.27.200:61542 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "650efd8df2dcc7f1132c192f7ff71f3061a6639d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.41.2 (KHTML, like Gecko) Version/4.0.5 Safari/531.41.2",
"session_id": "e3d4d739-d2f5-44a0-8198-7a4287b27599",
"risk_score": 88.18,
"confidence": 0.71
} | null | inspect | null | null | null | No additional info | Firewall inspect UDP traffic from 188.22.23.207:62891 to 145.126.27.200:61542 No additional info | null | null | null | null | 188.22.23.207 | 145.126.27.200 | null | null | null | null | null | null | null | null | 62,891 | 61,542 | UDP | 843,041 | 2,416 | null | null |
418f5cd1-e23b-42b5-bd4f-b2f5188a4c1f | 2025-01-28T01:28:49 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network covert_channel from 28.142.5.36 to 10.248.142.41 No additional info | {
"geo_location": "Japan",
"device_hash": "8d8f13c5193c07cfa63e6813bf27b69537e1b728",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/15.1e9977.0 Mobile/91M693 Safari/532.1",
"session_id": "5944f6e9-0e9c-473c-a1a6-6c84c20f2451",
"risk_score": 69.... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 28.142.5.36 to 10.248.142.41 No additional info | null | null | null | null | 28.142.5.36 | 10.248.142.41 | null | null | null | null | null | null | null | null | null | null | ICMP | 340,643 | null | null | null |
d45ffe0c-08ed-464f-88bf-3dc6b7556db3 | 2025-03-21T16:34:46 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: SQL Injection detected from 102.236.106.249 targeting 138.153.164.167 Associated Threat Actor: DarkSide | {
"geo_location": "Tunisia",
"device_hash": "05b5df948647639d0ca78bc8d14fed7142be0f1d80e3eb7882d9f391c56df3f6",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/37.0.883.0 Safari/531.0",
"session_id": "6c36b7f7-abf5-4292-8a02-138af3a339f8",
"risk_scor... | null | null | null | null | null | Associated Threat Actor: DarkSide | Vectra AI Alert: SQL Injection detected from 102.236.106.249 targeting 138.153.164.167 Associated Threat Actor: DarkSide | {
"baseline_deviation": 2.81,
"entropy": 6.44,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 102.236.106.249 | 138.153.164.167 | SQL Injection | SIG-9492 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b16fde85-ab96-4c9f-820e-426dd7548442 | 2025-07-09T16:08:00 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by michaeldiaz MITRE Technique: T1078.004 | {
"geo_location": "Mali",
"device_hash": "6a4dd0ae41619cd2b14b1a35817a1faddd3dd275",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mt-MT) AppleWebKit/535.17.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6535.17.5",
"session_id": "3a9b46e2-33d6-4c53-9811-b66cb2ce1a13",
"risk_s... | michaeldiaz | prompt_injection | null | null | null | MITRE Technique: T1078.004 | AI system prompt_injection by michaeldiaz MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-4f6af595 | 7fb7ebce44ea7c0acedddbbb9ea679ef | d463f9f9aed3e5e2f58e942796450e0a | null | null | null | null | null | null | null |
e18f2068-0bef-4cc3-a510-9da5d5533605 | 2025-02-17T02:02:50 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by melissacastaneda No additional info | {
"geo_location": "Angola",
"device_hash": "34afc5aa9fccd6b09b669d7d190878211ebb390a",
"user_agent": "Opera/9.15.(Windows NT 10.0; fy-DE) Presto/2.9.174 Version/10.00",
"session_id": "e5ca6bab-a9bb-4bd3-8da6-377a81f3330d",
"risk_score": 72.12,
"confidence": 0.04
} | melissacastaneda | adversarial_input | null | null | null | No additional info | AI system adversarial_input by melissacastaneda No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0204fa9f | 6301ee7f75132d15433821f7d1213f99 | efb1e21b0365ba1f4fffb4c185a4c33f | null | null | null | null | null | null | null |
eb0089c2-17fc-4268-b8da-4ed74ccd4a09 | 2025-07-11T08:52:03 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by jho Associated Threat Actor: BlueNoroff noise=measure|president|it | {
"geo_location": "Kiribati",
"device_hash": "759de4eb6cbc26a0bb3bc71ecbdf665e809cd6dd",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/27.0.822.0 Safari/536.1",
"session_id": "eeef7437-3f9c-4c0b-9d37-769da1e5c18e",
"risk_score": 20.33,
"confidence": 0.29
} | jho | crypto_mining | null | null | null | Associated Threat Actor: BlueNoroff | Cloud crypto_mining in AWS by jho Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | AWS | res-41a44a82 | null | null | null | null | null | null | null | null | null | null |
3b9dd1e4-98ea-487f-ba1d-ea7e93ef0c6d | 2025-06-20T01:50:11 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in OCI by christopherbrooks No additional info | {
"geo_location": "Morocco",
"device_hash": "e2871e2aa83cafc8b39fe0bb7ae893784de5543279e706e8b3ff25db7059443d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ig-NG) AppleWebKit/532.46.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6532.46.7",
"session_id": "b2575c7f-7221-47c0-a1... | christopherbrooks | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by christopherbrooks No additional info | null | null | null | null | null | null | null | null | null | OCI | res-0d7880cb | null | null | null | null | null | null | null | null | null | null |
29abb745-fede-48da-8108-794c5625e6ac | 2025-02-12T17:30:15 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth locked for zimmermanjeremy via biometric from 219.104.207.74 Associated Threat Actor: BlueNoroff | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "ea2e5a33144b392ce84d0e2f94c6b0b1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_4 rv:2.0; zu-ZA) AppleWebKit/532.27.3 (KHTML, like Gecko) Version/4.0 Safari/532.27.3",
"session_id": "d2350f79-a0fb-496c-9e60-b6fe348007af",
"risk_score... | zimmermanjeremy | locked | null | null | null | Associated Threat Actor: BlueNoroff | Auth locked for zimmermanjeremy via biometric from 219.104.207.74 Associated Threat Actor: BlueNoroff | null | null | null | null | 219.104.207.74 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 50:99:50:6e:b1:36 |
fccfc3b5-b186-4ffe-ae83-1ce0f5d9c1a3 | 2025-02-21T09:52:30 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for stacy17 via passwordless from 18.15.162.193 No additional info | {
"geo_location": "Rwanda",
"device_hash": "073cf9bd729094a82ac540da2d8494858601b04ca3cfd21379995229727f7fc7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/18.0.809.0 Mobile/92X880 Safari/531.1",
"session_id": "3ac43544-588d-4bf9-9576-1e4399... | stacy17 | bypass | null | null | null | No additional info | Auth bypass for stacy17 via passwordless from 18.15.162.193 No additional info | null | null | null | null | 18.15.162.193 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | db:31:2f:da:62:e8 |
2868b7c4-7616-4b44-8bfc-6e94d2c8c4bf | 2025-02-05T18:36:16 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /Mrs/government.pptx by gdiaz No additional info | {
"geo_location": "Moldova",
"device_hash": "1ae2701bc2ed5c7f4ade02314ca645dd",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/18.6l9249.0 Mobile/51G367 Safari/533.0",
"session_id": "3b4a5463-6f00-4929-9ec3-f52ff3c07ece",
"risk_score": 39.33... | gdiaz | scheduled_task | /Mrs/government.pptx | 4,614 | cmd.exe | No additional info | Endpoint scheduled_task /Mrs/government.pptx by gdiaz No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e45e541-5c78-416d-a180-b5f1022c1289 | 2025-01-27T22:18:20 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall log-only TCP traffic from 51.61.120.253:993 to 145.251.226.159:674 No additional info | {
"geo_location": "Gabon",
"device_hash": "7b00b04a8fa234bb48c019a8889f6ce3",
"user_agent": "Opera/9.37.(X11; Linux x86_64; gd-GB) Presto/2.9.175 Version/11.00",
"session_id": "4f98d315-ca5c-4a56-bbb4-295fb2f68719",
"risk_score": 25.16,
"confidence": 0.37
} | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 51.61.120.253:993 to 145.251.226.159:674 No additional info | null | null | null | null | 51.61.120.253 | 145.251.226.159 | null | null | null | null | null | null | null | null | 993 | 674 | TCP | 182,147 | 404 | null | null |
3aec905d-52ea-4e97-ba5d-aa3abe22e23e | 2025-01-25T07:56:14 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /north/would.webm by elee No additional info | {
"geo_location": "Russia",
"device_hash": "5309f9b857ca3b3a1ed5877297c3468e",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; byn-ER; rv:1.9.1.20) Gecko/5070-09-10 00:48:43 Firefox/11.0",
"session_id": "85cf35ad-5214-453f-9cf2-13c0f30c8529",
"risk_score": 31.25,
"confidence": 0.96
} | elee | driver_load | /north/would.webm | 7,216 | svchost.exe | No additional info | Endpoint driver_load /north/would.webm by elee No additional info | {
"baseline_deviation": 2.35,
"entropy": 6.09,
"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 |
4869299b-871b-44a2-8848-66d9a43b8b5f | 2025-05-16T22:08:07 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in OCI by nicholaswilliams Associated Threat Actor: DarkSide | {
"geo_location": "Uruguay",
"device_hash": "ae8105db9254f98e91b10d39044d818c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/33.0.868.0 Mobile/00I834 Safari/534.0",
"session_id": "ebd6dd34-b0d3-426d-9e3c-240fea0e5b22",
"risk_score": 70.96,
"... | nicholaswilliams | config_change | null | null | null | Associated Threat Actor: DarkSide | Cloud config_change in OCI by nicholaswilliams Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | OCI | res-056e0b87 | null | null | null | null | null | null | null | null | null | null |
c6c282ce-b040-42b0-943d-f065406aadff | 2025-02-24T12:21:48 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for wboyd via biometric from 117.117.93.202 MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | {
"geo_location": "Belize",
"device_hash": "3421253242914505a6e9e5255a75fd9aa689ddb2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.7.5 (KHTML, like Gecko) Version/4.0.2 Safari/531.7.5",
"session_id": "33552aad-c625-439d-a070-50c643eb909a",
"risk_score": 49.02,
"confidenc... | wboyd | failed | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | Auth failed for wboyd via biometric from 117.117.93.202 MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | null | null | null | null | 117.117.93.202 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 28:6e:0d:82:3a:da |
c8bdb7aa-c00b-4c31-9359-06eb9bcc0664 | 2025-03-03T23:53:43 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall allow ICMP traffic from 118.228.14.175:881 to 10.133.177.146:296 No additional info | {
"geo_location": "Myanmar",
"device_hash": "513f2d8c5d8cf9d68fc6f625043ec2574f901ea41bdf3fe9df4bc013ec0e463c",
"user_agent": "Mozilla/5.0 (Linux; Android 8.1.0) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/18.0.879.0 Safari/531.1",
"session_id": "cc4c4de3-3715-4042-a7bd-888605c9020d",
"risk_score": 45.39,
... | null | allow | null | null | null | No additional info | Firewall allow ICMP traffic from 118.228.14.175:881 to 10.133.177.146:296 No additional info | null | null | null | null | 118.228.14.175 | 10.133.177.146 | null | null | null | null | null | null | null | null | 881 | 296 | ICMP | 911,541 | 3,566 | null | null |
3008ff17-9031-4607-a068-1295217fad95 | 2025-04-14T05:37:44 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Azure by ywatson No additional info | {
"geo_location": "Serbia",
"device_hash": "230e5842630473bf221f21910088b8e6a68e6114",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; lo-LA) AppleWebKit/535.16.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6535.16.5",
"session_id": "57608051-db4e-4ede-b70d-d6310c4247f8",
"risk... | ywatson | storage_access | null | null | null | No additional info | Cloud storage_access in Azure by ywatson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-418b9d0e | null | null | null | null | null | null | null | null | null | null |
77771a8c-e4a2-4c94-bd66-cd24cdd1db35 | 2025-05-12T15:35:25 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow RDP traffic from 223.158.50.114:43217 to 93.9.98.38:866 MITRE Technique: T1059.005 | {
"geo_location": "Guyana",
"device_hash": "8234b24edca54dfb5689e949d39efe9d523dbfef",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.0)",
"session_id": "e3800eca-f0f6-441d-b94f-f5560fc152fd",
"risk_score": 46.43,
"confidence": 0.13
} | null | allow | null | null | null | MITRE Technique: T1059.005 | Firewall allow RDP traffic from 223.158.50.114:43217 to 93.9.98.38:866 MITRE Technique: T1059.005 | null | null | null | null | 223.158.50.114 | 93.9.98.38 | null | null | null | null | null | null | null | null | 43,217 | 866 | RDP | 626,854 | 2,686 | null | null |
36db5058-a7d9-4620-9597-8e46d2bdce5d | 2025-05-05T09:45:15 | iot | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor battery_drain MITRE Technique: T1543.003 | {
"geo_location": "Cook Islands",
"device_hash": "78f50270c2cfc1f010d46a36bcac9602cbcaa93a3ac57202d7659b210094271a",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:38.0) Gecko/38.0 Firefox/38.0",
"session_id": "3ac73767-7779-457f-994f-559ac93701d8",
"risk_score": 44.88,
"confidence": 0.14
} | null | battery_drain | null | null | null | MITRE Technique: T1543.003 | IoT device Sensor battery_drain MITRE Technique: T1543.003 | {
"baseline_deviation": 0.58,
"entropy": 4.89,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Sensor | iot-0dff7e3f | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a8c4364e-d18f-47f9-836d-ef92deb21401 | 2025-02-28T02:43:03 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop TCP traffic from 147.61.199.120:971 to 159.167.81.27:626 No additional info | {
"geo_location": "Peru",
"device_hash": "24818c05e51d8b711b334a91ea6514035d0e2c1a9127d764fa7eb172645c4cf9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/535.15.5 (KHTML, like Gecko) Version/4.0.3 Safari/535.15.5",
"session_id": "23cf015e-fe38-4312-a5fe-0459d3725cd3",
"risk_score": 34.8... | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 147.61.199.120:971 to 159.167.81.27:626 No additional info | null | null | null | null | 147.61.199.120 | 159.167.81.27 | null | null | null | null | null | null | null | null | 971 | 626 | TCP | 580,729 | 3,257 | null | null |
412259ec-c880-4ae3-aa67-0c844e7f3492 | 2025-05-21T22:05:07 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by leemarquez No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "dba19677b5f0ecb0d8c59ce41d1ebc7cceb7c08d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/12.1w4236.0 Mobile/84A893 Safari/535.1",
"session_id": "e62b8282-6757-4c15-a530-a093e1e3628e",
... | leemarquez | model_inversion | null | null | null | No additional info | AI system model_inversion by leemarquez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0d508aa3 | 283a7edf1e6d1f86f746f1401fc4aa9f3caecae9ab0dfc3905e2fd2458c73e53 | 5d33bb6d7dd9bc693609226536eb28986aed43b9 | null | null | null | null | null | null | null |
1e5a00d8-11a5-42d2-aa31-85d3ce4c0753 | 2025-04-07T18:27:53 | cloud | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by adam57 MITRE Technique: T1071.001 | {
"geo_location": "United States of America",
"device_hash": "43847aaa0c3fa80706a1d911bac4167b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_7; rv:1.9.6.20) Gecko/9578-09-06 07:29:05 Firefox/3.8",
"session_id": "d1034f4c-63e4-4633-b4c2-8bfe83c756a6",
"risk_score": 68.56,
"confidence": 0.16
... | adam57 | storage_access | null | null | null | MITRE Technique: T1071.001 | Cloud storage_access in AWS by adam57 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | AWS | res-d5a2e270 | null | null | null | null | null | null | null | null | null | null |
89ec6e2f-b37d-406e-9edd-1a90b87ff55b | 2025-03-24T10:31:08 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in OCI by cruzchelsey MITRE Technique: T1190 noise=WWVhaC4= | {
"geo_location": "Burundi",
"device_hash": "634d404347642495f098161748d2fb71d3d0201e",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "7eaa261d-c10c-464f-8f34-44deac44df9d",
"risk_score": 41.85,
"confidence": 0.57
} | cruzchelsey | lambda_execution | null | null | null | MITRE Technique: T1190 | Cloud lambda_execution in OCI by cruzchelsey MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | OCI | res-9a9830a0 | null | null | null | null | null | null | null | null | null | null |
e8ae2afe-5215-4797-8aea-6db5a3d6576c | 2025-05-10T06:56:24 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network connection from 104.38.146.85 to 98.151.199.16 MITRE Technique: T1059.005 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "ee2a12c9132d327b3cf8669fd82d4551aa15a822",
"user_agent": "Opera/9.82.(Windows CE; mni-IN) Presto/2.9.180 Version/11.00",
"session_id": "6744aa6f-5559-4f12-9502-3f7b33c8eb09",
"risk_score": 73.69,
"confidence": 0.29
} | null | connection | null | null | null | MITRE Technique: T1059.005 | Network connection from 104.38.146.85 to 98.151.199.16 MITRE Technique: T1059.005 | null | null | null | null | 104.38.146.85 | 98.151.199.16 | null | null | null | null | null | null | null | null | null | null | HTTP | 587,188 | null | null | null |
c0f45aaf-c240-4cba-9891-314d478e8083 | 2025-06-06T19:34:23 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Supply Chain Compromise detected from 98.250.10.109 targeting N/A No additional info | {
"geo_location": "Ukraine",
"device_hash": "ee57433e0059158c0689fac738d736d007f55b91",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/38.0.806.0 Safari/534.2",
"session_id": "65eec4cf-1347-4fc4-827b-a4bb063379d4",
"risk_score": 24,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Trellix Alert: Supply Chain Compromise detected from 98.250.10.109 targeting N/A No additional info | {
"baseline_deviation": 1.95,
"entropy": 6.13,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 98.250.10.109 | N/A | Supply Chain Compromise | SIG-2227 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
5900855c-00fd-41c7-8429-af81495a87c9 | 2025-05-09T13:20:50 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: DDoS detected from 133.94.213.136 targeting 81.179.128.84 Associated Threat Actor: Inception Framework | {
"geo_location": "Dominican Republic",
"device_hash": "90817d06a52501cdc5833ff48063ea6fb3facbaf7445243ceffe2f7d4b3a7c15",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.1)",
"session_id": "170d3e21-ec57-44f6-9f1e-c7b87cbeb561",
"risk_score": 79.05,
"confidence": 0.78
} | null | null | null | null | null | Associated Threat Actor: Inception Framework | FireEye HX Alert: DDoS detected from 133.94.213.136 targeting 81.179.128.84 Associated Threat Actor: Inception Framework | null | null | null | null | 133.94.213.136 | 81.179.128.84 | DDoS | SIG-7077 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
6643d8ea-7edb-44c6-a583-f4d0cf072044 | 2025-06-08T16:34:13 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in AWS by petersontiffany MITRE Technique: T1218.011 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Bulgaria",
"device_hash": "4b2e5478bec78f5d7622541a33e1c0dd",
"user_agent": "Opera/8.64.(X11; Linux i686; aa-ET) Presto/2.9.160 Version/12.00",
"session_id": "9e8df2b7-da26-40ea-859a-ba67c2525046",
"risk_score": 78.44,
"confidence": 0.44
} | petersontiffany | instance_creation | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: ACPI table modifications | Cloud instance_creation in AWS by petersontiffany MITRE Technique: T1218.011 | Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | AWS | res-078cb9ff | null | null | null | null | null | null | null | null | null | null |
a2f47b64-3a48-4b99-af4f-6cac0dce4ee3 | 2025-04-09T22:53:28 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task race by michael67 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "c1e44d3f9e9cd53ed59615e43a9a9137f96a0fea",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_2 rv:4.0; niu-NZ) AppleWebKit/535.23.4 (KHTML, like Gecko) Version/4.0 Safari/535.23.4",
"session_id": "14584200-8c88-49ff-9e35-40cccc163276",
"risk_score": 38.0... | michael67 | scheduled_task | race | 3,630 | explorer.exe | No additional info | Endpoint scheduled_task race by michael67 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
01cfbfa0-eb16-4343-8d91-ca042e74cf3f | 2025-06-16T04:11:45 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall allow UDP traffic from 13.35.137.174:969 to 77.197.120.7:38 Associated Threat Actor: FIN7 | {
"geo_location": "China",
"device_hash": "530b7a7530e46c87287a762e12b87b6b7148ba9fb8d42e0b5a350a095d6fe8cc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "9cb73365-ec65-40af-89dc-8232a3644824",
"risk_score": 80.48,
"confidence": 0.46
} | null | allow | null | null | null | Associated Threat Actor: FIN7 | Firewall allow UDP traffic from 13.35.137.174:969 to 77.197.120.7:38 Associated Threat Actor: FIN7 | {
"baseline_deviation": 1.47,
"entropy": 5.3,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 13.35.137.174 | 77.197.120.7 | null | null | null | null | null | null | null | null | 969 | 38 | UDP | 947,681 | 2,859 | null | null |
b8e2a8d7-dea7-46ae-ae21-bd6cd38443c0 | 2025-03-22T06:32:46 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for jonesfrank via key from 103.217.168.118 MITRE Technique: T1486 | {
"geo_location": "Mauritius",
"device_hash": "c319875ade75e6f7118ba1158e5ccd7418733389",
"user_agent": "Opera/8.75.(X11; Linux x86_64; brx-IN) Presto/2.9.164 Version/10.00",
"session_id": "29801312-695e-443b-ab92-d88e94b545cf",
"risk_score": 40.46,
"confidence": 0.12
} | jonesfrank | challenge | null | null | null | MITRE Technique: T1486 | Auth challenge for jonesfrank via key from 103.217.168.118 MITRE Technique: T1486 | null | null | null | null | 103.217.168.118 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | b2:97:a5:c4:07:c8 |
52f92ea4-7675-4088-ae54-35d0b3c10c7d | 2025-04-03T10:18:17 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by tmoore No additional info | {
"geo_location": "Singapore",
"device_hash": "2b1addd709905d3eced1553fd12e93e4f8c72f6c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/18.2f4748.0 Mobile/02K493 Safari/531.0",
"session_id": "d82ef0cc-a1ad-4a21-8c34-aac80d5c4c52",
"risk_sco... | tmoore | model_inversion | null | null | null | No additional info | AI system model_inversion by tmoore No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7555c1de | c07097e86d286fedbf54ff85436658eb701bed31f8b64041eab5412698681ce6 | 210ec9bcdd8c09ab478a3f8904f511995d53ed8dcfc2b603b95c4903a9b32f22 | null | null | null | null | null | null | null |
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