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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
b9d9b314-84ba-47e9-bd60-161a22d36736 | 2025-06-23T11:36:56 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load lose by vingram MITRE Technique: T1059.001 | {
"geo_location": "Tuvalu",
"device_hash": "7c5f3c731eb864fb669d23301fd2f445731fa3d7",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4150-06-18 01:27:45 Firefox/11.0",
"session_id": "a9dde71f-69dc-4212-adac-7c03cb18d328",
"risk_score": 46.42,
"confidence": 0.5
} | vingram | driver_load | lose | 3,689 | svchost.exe | MITRE Technique: T1059.001 | Endpoint driver_load lose by vingram 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 |
c4c2a38e-32d8-4bf9-8581-18182312fdcd | 2025-05-25T04:17:09 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection decide by douglas63 No additional info | {
"geo_location": "Zambia",
"device_hash": "91f6717fbf913b24d47be27cd91c86866053a440",
"user_agent": "Mozilla/5.0 (Android 2.3.2; Mobile; rv:30.0) Gecko/30.0 Firefox/30.0",
"session_id": "cdd7a1cb-cd89-4372-98b8-f67060b1a221",
"risk_score": 57.55,
"confidence": 0.92
} | douglas63 | memory_injection | decide | 3,654 | svchost.exe | No additional info | Endpoint memory_injection decide by douglas63 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f727bc49-3e81-4898-bd8d-222d4d211e34 | 2025-06-11T09:38:34 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network connection from 70.254.232.134 to 85.200.216.172 Unconventional IOC: GPU memory artifacts | Possible protocol tunneling | {
"geo_location": "Bhutan",
"device_hash": "ed2bbbd006f9c325bad936a9a96f88667ed3dc7a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_1 rv:6.0; mag-IN) AppleWebKit/532.24.1 (KHTML, like Gecko) Version/5.0.2 Safari/532.24.1",
"session_id": "e9a8c670-81ae-45c3-8d7b-1c71fe473073",
"risk_score": 17.01,... | null | connection | null | null | null | Unconventional IOC: GPU memory artifacts | Possible protocol tunneling | Network connection from 70.254.232.134 to 85.200.216.172 Unconventional IOC: GPU memory artifacts | Possible protocol tunneling | null | null | null | null | 70.254.232.134 | 85.200.216.172 | null | null | null | null | null | null | null | null | null | null | HTTP | 914,033 | null | null | null |
88211114-41e1-4043-92c1-92f2fb42b5c9 | 2025-03-14T01:39:36 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 121.247.37.133 to 10.43.200.237 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "9e7d6c49437f3256260f2b5ba19d78bd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; unm-US) AppleWebKit/532.31.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6532.31.1",
"session_id": "0822a027-f005-4156-82f5-708a312073c1",
"risk_sc... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 121.247.37.133 to 10.43.200.237 No additional info | null | null | null | null | 121.247.37.133 | 10.43.200.237 | null | null | null | null | null | null | null | null | null | null | HTTP | 998,326 | null | null | null |
bff2807b-638b-414c-9334-06084ce6fd9b | 2025-04-07T02:43:53 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Camera battery_drain MITRE Technique: T1190 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Bangladesh",
"device_hash": "91139acf0f92107b26a9d0cc175b13bb80b7afada8a31f4b69892f4fc71193c4",
"user_agent": "Opera/8.34.(X11; Linux i686; de-LI) Presto/2.9.163 Version/10.00",
"session_id": "4094375c-1def-4a96-b02a-0d37bb15b88d",
"risk_score": 49.72,
"confidence": 0.35
} | null | battery_drain | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: Cobalt Group | IoT device Camera battery_drain MITRE Technique: T1190 | Associated Threat Actor: Cobalt Group | null | Camera | iot-01bf78ed | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c8092a6-6647-4347-8470-a702a019ca4d | 2025-02-09T07:43:44 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec explain by ashley37 No additional info | {
"geo_location": "China",
"device_hash": "47cf75cfa25f94161c350538f8cf1384",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.5.5 (KHTML, like Gecko) Version/5.1 Safari/534.5.5",
"session_id": "9f740909-9da8-4a55-9ff2-cceff750f3a8",
"risk_score": 45.25,
"confidence": 0.83
} | ashley37 | wmi_exec | explain | 4,582 | explorer.exe | No additional info | Endpoint wmi_exec explain by ashley37 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d9638ab5-3fb2-455a-ac9c-d80bc15e50b7 | 2025-07-01T23:53:12 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Austria",
"device_hash": "bae87a80e24e95e7ecfc8c5fa1ef25ba",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/16.0h0315.0 Mobile/50F144 Safari/532.1",
"session_id": "67218c11-3512-41f1-97da-2c05a1f5d79a",
"risk_score": 53.95,... | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-0e900c05 | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ed76e9cd-ae1e-4990-8909-91aae2346e7f | 2025-03-09T18:49:56 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by cherryteresa No additional info | {
"geo_location": "Montenegro",
"device_hash": "3925fd7ed4995453a9a34daca1bbd3e375b9ab45",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.11.5 (KHTML, like Gecko) Version/4.0.3 Safari/531.11.5",
"session_id": "04ce2929-9f66-44eb-9aff-7f6df408637f",
"risk_score": 24.5,
"confidence": ... | cherryteresa | adversarial_input | null | null | null | No additional info | AI system adversarial_input by cherryteresa No additional info | null | null | null | null | null | null | null | null | null | null | null | model-bbd9bf9a | a1e66f9d5081b3c81514e7fc77912dd9711a7e33 | 5141d2f3579d41666605724e22af04dba56f70218fc62812763e9f6001ed7a03 | null | null | null | null | null | null | null |
ff3f38a5-2db6-47e2-a054-93e7ad0611c0 | 2025-04-17T17:21:26 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall quarantine TCP traffic from 162.199.102.154:27828 to 46.13.146.22:26263 No additional info | {
"geo_location": "Panama",
"device_hash": "b9656db1169fcde432818732f01010f0",
"user_agent": "Mozilla/5.0 (Linux; Android 8.1.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/50.0.840.0 Safari/533.0",
"session_id": "deae45cb-0a80-48cb-99fc-3b1e123f3004",
"risk_score": 58.98,
"confidence": 0.3
} | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 162.199.102.154:27828 to 46.13.146.22:26263 No additional info | null | null | null | null | 162.199.102.154 | 46.13.146.22 | null | null | null | null | null | null | null | null | 27,828 | 26,263 | TCP | 788,154 | 1,878 | null | null |
c04a1139-b60a-4793-9d68-798ef8f02681 | 2025-06-22T20:18:49 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in AWS by williamsadam No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "c17dca965d47c6d1c227fdcbb475c262b58a1179",
"user_agent": "Opera/8.11.(Windows NT 5.1; ha-NG) Presto/2.9.167 Version/10.00",
"session_id": "e663fda9-4471-4d2e-9037-b4c0f41b15f8",
"risk_score": 43.58,
"confidence": 0.74
} | williamsadam | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by williamsadam No additional info | null | null | null | null | null | null | null | null | null | AWS | res-c4abb677 | null | null | null | null | null | null | null | null | null | null |
e3155d75-f1e3-4101-b23b-ab7632dba88a | 2025-05-07T15:44:37 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update No additional info noise=VGVhbS4= | {
"geo_location": "Iran",
"device_hash": "fee62026f5b4033c72f95a3bdb3aaf959083d0f182671c6152552fd68a7ccbf0",
"user_agent": "Opera/9.30.(Windows NT 5.01; sd-PK) Presto/2.9.171 Version/11.00",
"session_id": "86a32a60-e60d-49ea-a11b-412c8021718f",
"risk_score": 66.14,
"confidence": 0.52
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-2a971b4a | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c73621a5-8002-4763-88d2-7418593c33c0 | 2025-03-03T02:41:42 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in AWS by jmora No additional info | {
"geo_location": "Botswana",
"device_hash": "e3b09204e4a61387ce5ea7d2796acc92715408a1",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; st-ZA; rv:1.9.1.20) Gecko/2666-02-05 08:26:20 Firefox/15.0",
"session_id": "6896ebbf-8cd6-4ff1-a6c8-4e96278f6323",
"risk_score": 54.62,
"confidence": 0.48
} | jmora | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by jmora No additional info | null | null | null | null | null | null | null | null | null | AWS | res-efdf8e4c | null | null | null | null | null | null | null | null | null | null |
4dfdb343-0be4-4bd9-b55f-896f1f1eb292 | 2025-01-21T11:01:47 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /democratic/reach.docx by edward55 No additional info | {
"geo_location": "Niue",
"device_hash": "b830915c5a60c5cee301555f24500936",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/533.35.2 (KHTML, like Gecko) Version/4.0 Safari/533.35.2",
"session_id": "a2890bcb-dd94-4a77-b24b-86fb142f984c",
"risk_score": 48.6,
"confidence": 0.96
} | edward55 | file_access | /democratic/reach.docx | 3,316 | svchost.exe | No additional info | Endpoint file_access /democratic/reach.docx by edward55 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68a57a3b-a3f4-4f64-8fbf-92dfcd85cc15 | 2025-06-02T10:18:58 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by wwall No additional info | {
"geo_location": "Paraguay",
"device_hash": "ee25de94a8507d91212d5f6db587e6f3",
"user_agent": "Opera/9.69.(Windows NT 6.0; quz-PE) Presto/2.9.172 Version/11.00",
"session_id": "ce3ec077-d6e3-41d7-9c3c-3100a898cb4a",
"risk_score": 47.85,
"confidence": 0.01
} | wwall | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by wwall No additional info | null | null | null | null | null | null | null | null | null | null | null | model-52f38d79 | 069068e79a87bffa32d4470a6eeb6633 | a34b908c97c6b01499de0db1d36b02372fb3f3619b0f29abecf8d990cfa42b89 | null | null | null | null | null | null | null |
8047e3b1-8e39-45a7-ae47-bbbd00fc6422 | 2025-02-10T18:55:59 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Azure by lunachristy MITRE Technique: T1134.001 | {
"geo_location": "United States Virgin Islands",
"device_hash": "138c8fed5c71e360d7202a9e1ed7f4655b41fc9d4d8461ad9a0256b78284e33c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.1)",
"session_id": "a45010b3-f5e7-44bd-ae4f-eeaaa9272807",
"risk_score": 38.85,
"confidence": 0.02
... | lunachristy | crypto_mining | null | null | null | MITRE Technique: T1134.001 | Cloud crypto_mining in Azure by lunachristy MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | Azure | res-dbc70b74 | null | null | null | null | null | null | null | null | null | null |
73bd54de-2084-4063-b98e-18e7f4b57ef9 | 2025-06-06T20:57:15 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection old by mrodgers No additional info | {
"geo_location": "Tajikistan",
"device_hash": "f17fb5db21717a05a496cbe44af54190ef5709ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.0)",
"session_id": "6efdbf73-47c9-4f83-9322-11239ead1636",
"risk_score": 83.25,
"confidence": 0.2
} | mrodgers | memory_injection | old | 6,146 | svchost.exe | No additional info | Endpoint memory_injection old by mrodgers No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e5f3d048-af91-45f7-84ef-e3be93b32ec2 | 2025-03-28T21:27:48 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Cambodia",
"device_hash": "a01df3e4c87333be965f448f10b32b73",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2550-03-09 05:28:47 Firefox/3.6.12",
"session_id": "ab74c35d-9903-42e0-9acf-2aa961dc5a3b",
"risk_score": 7.93,
"confidence": 0.77
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-a7743759 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3078594b-5024-4afc-8b01-d07b65bc8aec | 2025-03-20T13:59:49 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for briana96 via SAML from 10.96.23.189 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Ireland",
"device_hash": "9569c61403128de3e287d3e2414ab6cf",
"user_agent": "Opera/9.16.(X11; Linux x86_64; th-TH) Presto/2.9.190 Version/11.00",
"session_id": "0560d92d-aa8e-45c5-9cde-72911178e5b9",
"risk_score": 46.5,
"confidence": 0.12
} | briana96 | bypass | null | null | null | Unconventional IOC: Thermal sensor anomalies | Auth bypass for briana96 via SAML from 10.96.23.189 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 10.96.23.189 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 48:2c:70:57:a0:67 |
45ccf094-64c4-4ef0-a89e-6ff10bcdf423 | 2025-01-25T02:46:01 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: DNS Tunneling detected from 156.17.63.29 targeting 141.64.160.101 MITRE Technique: T1059.005 | Associated Threat Actor: DarkSide | {
"geo_location": "Taiwan",
"device_hash": "6dd6c23e53cc3363fbbae2b54b742ee9beda4e5562f434c62040bc2d5ba44e91",
"user_agent": "Mozilla/5.0 (Android 9; Mobile; rv:64.0) Gecko/64.0 Firefox/64.0",
"session_id": "79b11233-8045-4afa-bf47-c7cbc8e705d3",
"risk_score": 25.72,
"confidence": 0.15
} | null | null | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: DarkSide | Tanium Alert: DNS Tunneling detected from 156.17.63.29 targeting 141.64.160.101 MITRE Technique: T1059.005 | Associated Threat Actor: DarkSide | null | null | null | null | 156.17.63.29 | 141.64.160.101 | DNS Tunneling | SIG-3695 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b385a43a-ad7f-4e01-95e1-d0459de3eb57 | 2025-02-02T11:42:06 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device HVAC sensor_spoofing No additional info noise=start|claim|stay | {
"geo_location": "Barbados",
"device_hash": "74063ff8ac056daff5e90d3a29257ff0",
"user_agent": "Mozilla/5.0 (Android 6.0.1; Mobile; rv:8.0) Gecko/8.0 Firefox/8.0",
"session_id": "6e370828-9f3a-42bf-9e78-a16bc5c434df",
"risk_score": 27.56,
"confidence": 0.57
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-01a2b467 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a25e19fd-0be8-43e6-8b4c-305e375ce3e8 | 2025-02-20T02:35:58 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in GCP by kfreeman No additional info | {
"geo_location": "Latvia",
"device_hash": "740eeb18624e4502e048d78a195c72e4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/14.3e8575.0 Mobile/18R445 Safari/531.0",
"session_id": "5175ec58-8a4b-434a-94e7-170a52c22825",
"risk_score": 59.89,... | kfreeman | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by kfreeman No additional info | null | null | null | null | null | null | null | null | null | GCP | res-2c5afeb3 | null | null | null | null | null | null | null | null | null | null |
19e4f23f-5475-485e-a936-47701582f042 | 2025-03-13T15:03:20 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by lopezjames MITRE Technique: T1566.001 | {
"geo_location": "Iran",
"device_hash": "38fd374e7e467079e5adca2d0772e019",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.23.1 (KHTML, like Gecko) Version/4.1 Safari/531.23.1",
"session_id": "d3ac20d7-76d9-4b21-b96a-643e68c7f70b",
"risk_score": 76.19,
"confidence": 0.37
} | lopezjames | membership_inference | null | null | null | MITRE Technique: T1566.001 | AI system membership_inference by lopezjames MITRE Technique: T1566.001 | {
"baseline_deviation": 0.78,
"entropy": 2.08,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-9364a5d8 | 8a16416ed33e97a72653427bcd88287d91b9800a | f367dccfd49774f01a02d1ee9ee7c48b553873890a9dc23f89d4fba239ebd932 | null | null | null | null | null | null | null |
2826d911-9ac6-4b18-953b-8a1190eb12af | 2027-04-17T20:03:39 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 36.162.197.11 to 10.23.151.162 No additional info | {
"geo_location": "Vietnam",
"device_hash": "5185d2a54042af5452b2d2e4d422578805e8691f250abda063bc74ecdd2bd937",
"user_agent": "Opera/9.66.(X11; Linux x86_64; apn-IN) Presto/2.9.161 Version/12.00",
"session_id": "b7c209bf-fa09-483c-aae3-e4ac2d9b7b04",
"risk_score": 79.9,
"confidence": 0.52
} | null | beaconing | null | null | null | No additional info | Network beaconing from 36.162.197.11 to 10.23.151.162 No additional info | null | null | null | null | 36.162.197.11 | 10.23.151.162 | null | null | null | null | null | null | null | null | null | null | TCP | 299,618 | null | null | null |
fc01f0b0-97dc-4770-8253-081a944f9469 | 2025-06-12T22:36:09 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 108.171.197.210 to 109.168.93.77 No additional info noise=feel|theory|girl | {
"geo_location": "Guinea-Bissau",
"device_hash": "4b5150e3ad16beb14e1a8f6047ddb3ad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/4.0)",
"session_id": "a23114dd-7318-4958-b774-294d4d240329",
"risk_score": 34.04,
"confidence": 0.9
} | null | disconnection | null | null | null | No additional info | Network disconnection from 108.171.197.210 to 109.168.93.77 No additional info | null | null | null | null | 108.171.197.210 | 109.168.93.77 | null | null | null | null | null | null | null | null | null | null | TCP | 6,043 | null | null | null |
037925d8-9bdf-46f3-9dd2-1638d972b90c | 2025-03-16T23:00:42 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start house by smithkevin MITRE Technique: T1218.011 | {
"geo_location": "Monaco",
"device_hash": "27ff10184a96b1c6eadc367d0e16c119816432e2",
"user_agent": "Opera/8.17.(X11; Linux i686; is-IS) Presto/2.9.168 Version/12.00",
"session_id": "b851a343-e6aa-45ba-9240-932a22f6aba1",
"risk_score": 83.61,
"confidence": 0.15
} | smithkevin | process_start | house | 4,543 | powershell.exe | MITRE Technique: T1218.011 | Endpoint process_start house by smithkevin MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2b7abe19-6a2b-453f-9774-cbe4f7b99f2f | 2025-04-30T09:36:52 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SSH traffic from 174.125.134.174:61 to 19.101.187.132:449 No additional info | {
"geo_location": "Zambia",
"device_hash": "264bf23e16a1a078196ba4e60ee3e544e0d136df6fa85746ecb175b6dda69681",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ta-LK) AppleWebKit/533.4.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.4.2",
"session_id": "0176869e-5663-4906-851f-... | null | allow | null | null | null | No additional info | Firewall allow SSH traffic from 174.125.134.174:61 to 19.101.187.132:449 No additional info | null | null | null | null | 174.125.134.174 | 19.101.187.132 | null | null | null | null | null | null | null | null | 61 | 449 | SSH | 383,435 | 804 | null | null |
9d459d46-0b88-4a44-9ad3-11bd7bd09eae | 2025-04-08T11:34:33 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network disconnection from 152.103.73.168 to 189.80.11.27 No additional info | {
"geo_location": "Togo",
"device_hash": "c8f93c4f29f578afd90cf88929ceb6f591a777fc",
"user_agent": "Opera/9.21.(Windows 98; Win 9x 4.90; cs-CZ) Presto/2.9.173 Version/12.00",
"session_id": "f67e455d-b2d9-46f1-b98c-73c3111133a3",
"risk_score": 23.32,
"confidence": 0.22
} | null | disconnection | null | null | null | No additional info | Network disconnection from 152.103.73.168 to 189.80.11.27 No additional info | null | null | null | null | 152.103.73.168 | 189.80.11.27 | null | null | null | null | null | null | null | null | null | null | TCP | 681,146 | null | null | null |
d969b777-722a-4e58-a36a-fda652cc617c | 2025-06-28T16:33:57 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Alibaba by andrewross No additional info | {
"geo_location": "Kenya",
"device_hash": "322b6ed7fa1b0dc28e0b3049eb7ee099",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/30.0.826.0 Safari/531.1",
"session_id": "fed01fbd-62d5-48d9-ad95-d756173878c9",
"risk_score": 38.36,
"confidence": 0.76
} | andrewross | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by andrewross No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-6d039e2f | null | null | null | null | null | null | null | null | null | null |
e56380d8-b36a-4b66-9e6c-fe2905f390cb | 2025-05-21T18:50:16 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth locked for psmith via biometric from 144.41.56.46 MITRE Technique: T1059.001 | {
"geo_location": "Nepal",
"device_hash": "e88df30349115a6ca7d92eb5afd5cadc",
"user_agent": "Mozilla/5.0 (Windows 98; doi-IN; rv:1.9.1.20) Gecko/4643-07-10 19:26:08 Firefox/3.8",
"session_id": "98946580-b581-4da4-85d1-5e766bf7988b",
"risk_score": 28.31,
"confidence": 0.29
} | psmith | locked | null | null | null | MITRE Technique: T1059.001 | Auth locked for psmith via biometric from 144.41.56.46 MITRE Technique: T1059.001 | null | null | null | null | 144.41.56.46 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 92:0e:f7:08:67:a7 |
858c9c37-aae0-4ca5-9164-209df4bb92e2 | 2025-06-21T23:29:05 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SMB traffic from 115.185.41.178:364 to 97.236.187.163:464 No additional info | {
"geo_location": "Somalia",
"device_hash": "4b67f82b7432c9f73ba5d8289bfeb85d8aee28f4",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/9122-04-21 01:40:05 Firefox/3.8",
"session_id": "8bdb3b77-cbfa-44a6-94f6-ba7fbe1e7fdf",
"risk_score": 97.76,
"confidence": 0.35
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SMB traffic from 115.185.41.178:364 to 97.236.187.163:464 No additional info | null | null | null | null | 115.185.41.178 | 97.236.187.163 | null | null | null | null | null | null | null | null | 364 | 464 | SMB | 163,210 | 322 | null | null |
087927e3-68b4-4ddf-b0d9-fff43ad587d4 | 2025-02-27T01:42:37 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 27.69.17.106 to 56.237.205.90 No additional info | {
"geo_location": "Uganda",
"device_hash": "3a9d2be0aeea55ca088d5c578691d3a9829c6e86bbc7d8bc107f01cbf54463af",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/37.0.882.0 Safari/536.0",
"session_id": "05e77392-df0c-4cdc-a39d-af333764860e",
"risk_score": 51.17,
"co... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 27.69.17.106 to 56.237.205.90 No additional info | {
"baseline_deviation": 2,
"entropy": 4.03,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 27.69.17.106 | 56.237.205.90 | null | null | null | null | null | null | null | null | null | null | TCP | 209,797 | null | null | null |
c667e45b-eaa8-49ff-b1c5-7a4a0d0295a2 | 2025-06-17T14:11:34 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 86.249.227.95 to 203.32.165.59 MITRE Technique: T1110.003 | {
"geo_location": "Korea",
"device_hash": "3f9c94210e5ee00468ee5ccba861a599",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/58.0.809.0 Safari/533.2",
"session_id": "abbe0285-f76c-41d4-b07d-7d0b2689eeff",
"risk_score": 45.81,
"confidence": 0.74
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1110.003 | Network protocol_anomaly from 86.249.227.95 to 203.32.165.59 MITRE Technique: T1110.003 | {
"baseline_deviation": 2.54,
"entropy": 5.25,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 86.249.227.95 | 203.32.165.59 | null | null | null | null | null | null | null | null | null | null | HTTP | 652,133 | null | null | null |
0c269f83-9795-479f-89eb-9d9a6338037f | 2025-02-15T01:28:48 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /throughout/available.flac by michellebarry MITRE Technique: T1190 noise=TmV4dCBmYWN0Lg== | {
"geo_location": "Faroe Islands",
"device_hash": "1107bc870f54dd96e215124e100a77cf",
"user_agent": "Opera/9.83.(Windows NT 10.0; lt-LT) Presto/2.9.182 Version/10.00",
"session_id": "297ae569-fb91-4fe8-b15f-8eff4ea4e0e0",
"risk_score": 17.98,
"confidence": 0.31
} | michellebarry | process_stop | /throughout/available.flac | 7,379 | explorer.exe | MITRE Technique: T1190 | Endpoint process_stop /throughout/available.flac by michellebarry MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26c75423-2104-4256-b778-ececfb57345c | 2025-06-09T21:06:12 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 215.182.46.5 to 203.62.54.239 MITRE Technique: T1053.005 | {
"geo_location": "China",
"device_hash": "b4f3edcca84fa121b8b93a37076c1451cdecf09eeb45eca36bfc92e2e7eeb5e6",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/44.0.846.0 Safari/533.2",
"session_id": "2f48165c-c47f-42b0-84f8-e7029618185a",
"risk_score": 26.06,
"con... | null | data_exfiltration | null | null | null | MITRE Technique: T1053.005 | Network data_exfiltration from 215.182.46.5 to 203.62.54.239 MITRE Technique: T1053.005 | null | null | null | null | 215.182.46.5 | 203.62.54.239 | null | null | null | null | null | null | null | null | null | null | HTTPS | 632,014 | null | null | null |
7b8215dd-83a7-4fda-87f5-b5751f10f54e | 2027-08-27T01:18:39 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update Associated Threat Actor: Inception Framework | {
"geo_location": "Luxembourg",
"device_hash": "4bed6f4d0e5358e98d63b1b15eaeefe66c8b8d2101248445adc6d1faed648cf0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.1)",
"session_id": "c46cd71e-6203-4db4-b501-da47c33aa9c5",
"risk_score": 30.27,
"confidence": 0.13
} | null | firmware_update | null | null | null | Associated Threat Actor: Inception Framework | IoT device Sensor firmware_update Associated Threat Actor: Inception Framework | null | Sensor | iot-7bd268cc | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0b52fc90-4ba9-4983-828b-0c6c6a0de5f3 | 2025-04-17T04:54:06 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: DDoS detected from 76.104.232.193 targeting 200.242.247.254 No additional info | {
"geo_location": "Nigeria",
"device_hash": "bd0d075484df31e38b13d7eb4b96421c",
"user_agent": "Opera/8.82.(Windows NT 6.1; ln-CD) Presto/2.9.185 Version/12.00",
"session_id": "48e112cc-9262-4e54-86db-df8f5f3db454",
"risk_score": 64.62,
"confidence": 0.78
} | null | null | null | null | null | No additional info | Splunk Alert: DDoS detected from 76.104.232.193 targeting 200.242.247.254 No additional info | null | null | null | null | 76.104.232.193 | 200.242.247.254 | DDoS | SIG-4108 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
3ff9851e-a918-4373-980c-a54991a7b2e1 | 2025-04-26T10:00:35 | iot | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "2e172572d66781bf4a836585793f9d19",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/18.0.808.0 Safari/536.1",
"session_id": "a11ffddc-217f-4eae-9afd-3a628a7c555b",
"risk_score": 21.18,
"confidence": 0.92
} | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-b5c2145b | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6ae42502-93fc-4b0d-bdcf-8e5be4711489 | 2025-06-28T01:00:56 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect TCP traffic from 5.88.99.72:60831 to 65.155.129.110:786 MITRE Technique: T1486 | {
"geo_location": "Djibouti",
"device_hash": "06d31538717fef70fe191f7970bd97c1",
"user_agent": "Opera/9.15.(X11; Linux i686; ce-RU) Presto/2.9.161 Version/12.00",
"session_id": "29ff7228-35df-4cf4-b2aa-2ea46baca23d",
"risk_score": 31.44,
"confidence": 0.29
} | null | inspect | null | null | null | MITRE Technique: T1486 | Firewall inspect TCP traffic from 5.88.99.72:60831 to 65.155.129.110:786 MITRE Technique: T1486 | null | null | null | null | 5.88.99.72 | 65.155.129.110 | null | null | null | null | null | null | null | null | 60,831 | 786 | TCP | 344,342 | 1,269 | null | null |
0e62fee9-cf2d-4504-964e-f057cd35eb32 | 2025-04-19T05:45:53 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Swaziland",
"device_hash": "970e28fa979d45cea8097919e0e8be83",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ky-KG) AppleWebKit/533.17.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.17.6",
"session_id": "8351515e-ca52-491d-83e2-fd2eb74f1a7a",
"risk_scor... | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-c2ff272b | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
943054f8-e328-4df4-85f6-807a910f2cdd | 2025-02-06T23:04:40 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by kenneth06 MITRE Technique: T1053.005 | {
"geo_location": "Panama",
"device_hash": "e0ea49657f0f256a021a50bf24cf9fcc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; bo-CN) AppleWebKit/531.1.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.1.3",
"session_id": "4de57ea6-5b1b-4ec6-83de-67f76fc71ced",
"risk_score": 7... | kenneth06 | adversarial_input | null | null | null | MITRE Technique: T1053.005 | AI system adversarial_input by kenneth06 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-c37bfb7c | db2cde48838c5f4e88d4c11d5d8633dfdbd80ea6 | 5570cf4b82dc7d3db37f86ba366fd0109a34bf67a88a73441604e54b1e10142a | null | null | null | null | null | null | null |
83d353a3-dc06-433d-bdb6-b6a85809947f | 2025-05-10T12:07:43 | ids_alert | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|medium| desc=Carbon Black Alert: AI Model Poisoning detected from 106.186.57.24 targeting 123.191.224.75 MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | {
"geo_location": "Liechtenstein",
"device_hash": "abbff8b486deb7e1bb1f93c919a31b22",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "d24db1fd-6b61-4697-9a68-9a72a38c8dc9",
"risk_score": 69.99,
"confidence": 0.95
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | Carbon Black Alert: AI Model Poisoning detected from 106.186.57.24 targeting 123.191.224.75 MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | null | null | null | null | 106.186.57.24 | 123.191.224.75 | AI Model Poisoning | SIG-4314 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
b669510e-afbd-40c8-a29f-082388718fa0 | 2025-01-27T04:31:12 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: MFA Bypass detected from 90.208.92.135 targeting N/A No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "e9ef4b6f1050d386d59ed18cdf431ee1a5b5a76a94e407507a50bda6f290dee4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.1)",
"session_id": "a2e02533-b342-46ce-adf6-262782bf9f97",
"risk_score": 68.42,
"confidenc... | null | null | null | null | null | No additional info | CrowdStrike Alert: MFA Bypass detected from 90.208.92.135 targeting N/A No additional info | null | null | null | null | 90.208.92.135 | N/A | MFA Bypass | SIG-5975 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
a339f8e3-f32a-47bb-85a1-bb2736bf1e58 | 2025-02-25T08:00:32 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /hard/example.pptx by bgaines No additional info | {
"geo_location": "Maldives",
"device_hash": "7c0aec8e69ccb3fb8ad2d6a5cae2967794ff7d0c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/17.6t2443.0 Mobile/02B102 Safari/533.1",
"session_id": "c31149a3-c6b7-442a-bbc6-f66dcd1159b9",
"risk_scor... | bgaines | process_start | /hard/example.pptx | 1,879 | cmd.exe | No additional info | Endpoint process_start /hard/example.pptx by bgaines No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
20963d36-602d-42c5-902b-61f4578025be | 2025-02-21T14:09:42 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 124.76.149.34 to 209.107.111.255 No additional info | {
"geo_location": "Congo",
"device_hash": "1ea7dbb6d5c1ee7ff89847f00a5f20de3065c424c802269bbff887557b50b3b3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; xh-ZA) AppleWebKit/535.25.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.25.2",
"session_id": "d1595735-7a78-4a52-83bc... | null | connection | null | null | null | No additional info | Network connection from 124.76.149.34 to 209.107.111.255 No additional info | null | null | null | null | 124.76.149.34 | 209.107.111.255 | null | null | null | null | null | null | null | null | null | null | HTTPS | 496,808 | null | null | null |
301a99fb-06f3-41f8-9f46-026fb05150bd | 2025-03-07T09:51:54 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update MITRE Technique: T1190 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "4e21ce0ff99fcfce2a6b96b8a2aa4b50d21ad91eec823f7c454cc22306fce9f5",
"user_agent": "Opera/9.12.(Windows CE; apn-IN) Presto/2.9.170 Version/10.00",
"session_id": "14f74f45-23ac-47cb-addb-41da14c4c53c",
"risk_score": 68.48,
"confidence": 0.53... | null | firmware_update | null | null | null | MITRE Technique: T1190 | IoT device HVAC firmware_update MITRE Technique: T1190 | null | HVAC | iot-49b70675 | 4.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
78b3c2ac-088d-49a2-8e35-04fdd8caca96 | 2025-01-20T01:09:20 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection message by leeemily Associated Threat Actor: APT38 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "00a1e11d2b485736248b0b71f205b140",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.1)",
"session_id": "8f4f8549-f392-4344-8d5b-bbba3a8802ce",
"risk_score": 56.23,
"confidence": 0.25
} | leeemily | memory_injection | message | 3,197 | explorer.exe | Associated Threat Actor: APT38 | Endpoint memory_injection message by leeemily Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7da8be1b-a0fe-4f86-ba14-501311c1dfa5 | 2025-02-24T07:45:53 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: DDoS detected from 90.195.147.247 targeting 88.158.188.85 Associated Threat Actor: Mustang Panda noise=F2000A91 | {
"geo_location": "Cape Verde",
"device_hash": "1b2dc3a47cb07fbbef4f168c5d6e1ab075b40949",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
"session_id": "eed8e3b4-040c-4b07-80f9-1b9b33e3204c",
"risk_score": 67.78,
"confidence": 0.86
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Splunk Alert: DDoS detected from 90.195.147.247 targeting 88.158.188.85 Associated Threat Actor: Mustang Panda | null | null | null | null | 90.195.147.247 | 88.158.188.85 | DDoS | SIG-5025 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
e7080c8e-1225-448b-94ae-6277163fa32c | 2025-05-13T03:29:27 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 110.131.102.79 to 169.106.189.55 MITRE Technique: T1078.004 | {
"geo_location": "El Salvador",
"device_hash": "7d8bf230b989d07d28bc5f53f4651f0490e0d627",
"user_agent": "Mozilla/5.0 (Android 9; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "dfab6b55-bd26-4214-8d7e-c0c5f5315f1c",
"risk_score": 62.57,
"confidence": 0.25
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1078.004 | Network protocol_anomaly from 110.131.102.79 to 169.106.189.55 MITRE Technique: T1078.004 | null | null | null | null | 110.131.102.79 | 169.106.189.55 | null | null | null | null | null | null | null | null | null | null | HTTP | 574,103 | null | null | null |
af29199e-9c7c-4751-96ab-86c13d3c740d | 2025-05-28T09:03:51 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network latency_spike from 175.109.141.48 to 216.115.32.117 No additional info noise=FAB97183 | {
"geo_location": "Papua New Guinea",
"device_hash": "ae19d17a1f053237275c1d67b1c883d6c3b88ec5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.0)",
"session_id": "83a75b75-93ee-44e7-82c6-5b848f55c2a5",
"risk_score": 74.63,
"confidence": 0.68
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 175.109.141.48 to 216.115.32.117 No additional info | null | null | null | null | 175.109.141.48 | 216.115.32.117 | null | null | null | null | null | null | null | null | null | null | HTTPS | 586,770 | null | null | null |
a19b075b-5efe-48a5-8764-10134cc30a6c | 2025-04-19T22:00:30 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 10.84.112.104 to 71.136.55.25 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "e9e2d07f3b2241fa637ef181ea66c28f249b0dc9",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/60.0.899.0 Mobile/81T162 Safari/535.0",
"session_id": "65f9b1bc-7d6d-4190-a926-8e649a1995f9",
"risk_scor... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 10.84.112.104 to 71.136.55.25 No additional info | null | null | null | null | 10.84.112.104 | 71.136.55.25 | null | null | null | null | null | null | null | null | null | null | TCP | 356,314 | null | null | null |
50d0a019-3be0-46ac-9032-7384017d174d | 2025-07-05T03:31:48 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for perezedward via passwordless from 45.97.9.54 MITRE Technique: T1059.005 | {
"geo_location": "Western Sahara",
"device_hash": "4d136740f8a75b7e1d0d4fd5f6383408",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/52.0.895.0 Safari/532.0",
"session_id": "3a1a0118-9608-4391-92e4-692c19f09494",
"risk_score": 71.12,
"confidence": 0.37
} | perezedward | failed | null | null | null | MITRE Technique: T1059.005 | Auth failed for perezedward via passwordless from 45.97.9.54 MITRE Technique: T1059.005 | null | null | null | null | 45.97.9.54 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | d0:8a:36:32:79:5b |
f2395222-26bb-4e16-b6e9-f152d14229c2 | 2025-05-09T15:41:30 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by dchen No additional info | {
"geo_location": "Zambia",
"device_hash": "346403b86097034f67c35ce530b8befe415e90db86694552e7cc7fda2af4556e",
"user_agent": "Opera/8.35.(Windows NT 6.2; apn-IN) Presto/2.9.171 Version/11.00",
"session_id": "9b3be84c-1e9d-4784-9e38-60c30ab48d1b",
"risk_score": 37.27,
"confidence": 0.63
} | dchen | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by dchen No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cc18ea04 | 6a6cda8f3e56be1cfeb7102dcc081cc3339ef6fa211d113890c5a7b8b042df99 | 8e0a8882f793658cc5a3ecf76ff6e3228a1f5d22 | null | null | null | null | null | null | null |
6b277372-c747-4a88-9167-212c5932444c | 2025-03-01T08:47:08 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for carlsonstephanie via biometric from 165.213.67.97 No additional info noise=1007700C | {
"geo_location": "Philippines",
"device_hash": "f11abab5ac9f3f52195d57a6e2a134bdce27ded1cded3661bcce66681b6b3235",
"user_agent": "Opera/9.31.(Windows NT 4.0; ur-PK) Presto/2.9.179 Version/11.00",
"session_id": "1b4358bf-aa95-496d-a7c1-b69102ad6ca6",
"risk_score": 22,
"confidence": 0.46
} | carlsonstephanie | timeout | null | null | null | No additional info | Auth timeout for carlsonstephanie via biometric from 165.213.67.97 No additional info | null | null | null | null | 165.213.67.97 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | ef:67:b4:2e:f7:66 |
9dd1343b-e44c-43ff-bbe1-5bb076d45238 | 2025-02-13T22:07:58 | 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: Living-off-the-Land detected from 188.109.248.121 targeting 47.11.207.17 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "7bc3727ff6ec6b484bd2dfbdef587f1d55bc0ad3202320dc0390e20aca360214",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_9; rv:1.9.6.20) Gecko/5027-03-11 23:54:37 Firefox/3.8",
"session_id": "6ead90c8-6daf-4b77-84c6-a24a07faae07",
"risk_score": 41.62,
... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Living-off-the-Land detected from 188.109.248.121 targeting 47.11.207.17 No additional info | null | null | null | null | 188.109.248.121 | 47.11.207.17 | Living-off-the-Land | SIG-3848 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
9f0c5dd0-e1ff-4ce2-b753-790a1420fb84 | 2025-04-16T06:03:20 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by barberemily MITRE Technique: T1059.005 | {
"geo_location": "Saint Helena",
"device_hash": "56790a9b583c6342591acb625d9f70f4ffecb8d5da5a0424f407ef12a3ea941b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_1; rv:1.9.5.20) Gecko/9460-10-20 23:46:36 Firefox/3.6.3",
"session_id": "14e74324-19e6-4b93-a7de-b9bfc9402e16",
"risk_score": 41.61,
... | barberemily | api_abuse | null | null | null | MITRE Technique: T1059.005 | AI system api_abuse by barberemily MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-55de4f7b | 95e543f8c7f96595dd151f6e4ab59fabcd98fd49 | 1a4538464f39e0e1aaa2e0bf38c0c3987b988a7cdda71fd5fcd5e3d2f1142163 | null | null | null | null | null | null | null |
5ddea522-1e85-4c72-ba96-07ea014ed0ca | 2025-06-22T10:28:58 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only SSH traffic from 216.38.238.80:311 to 101.252.101.52:10707 Associated Threat Actor: BlueNoroff noise=explore/posts/main | {
"geo_location": "Antigua and Barbuda",
"device_hash": "cc7ca004dc922d376b9a1864d7615ca1",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/23.0.815.0 Safari/532.2",
"session_id": "fb1e0cc6-0480-4083-a5d1-7c79b6f7a033",
"risk_score": 28.56,
"confidence": 0.72
} | null | log-only | null | null | null | Associated Threat Actor: BlueNoroff | Firewall log-only SSH traffic from 216.38.238.80:311 to 101.252.101.52:10707 Associated Threat Actor: BlueNoroff | null | null | null | null | 216.38.238.80 | 101.252.101.52 | null | null | null | null | null | null | null | null | 311 | 10,707 | SSH | 127,445 | 3,188 | null | null |
7d26ffaa-26ff-4a8f-821c-cd0888410883 | 2025-02-02T01:11:36 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in AWS by donna49 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "6bea2a0fece7c5a103c139c7afc0219ed9c34744",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.0)",
"session_id": "e6762647-6571-4162-a3a7-c78e90c6ed76",
"risk_score": 65.83,
"confidence": 0.47
} | donna49 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by donna49 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-e56cbcd0 | null | null | null | null | null | null | null | null | null | null |
7ff24c36-184e-435a-a397-88e92271d6a3 | 2025-04-09T15:02:39 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /benefit/police.gif by conradjuan No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "7cc95ca296888e7113d6e6e000b40a7e2588773a7fc17ae983d1deead684e526",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9995-12-05 21:15:20 Firefox/3.8",
"session_id": "ab98299d-8ee5-473a-96e9-a00c3fc382a2",
"risk_score": 36.08,
"confidence": 0.1... | conradjuan | scheduled_task | /benefit/police.gif | 5,670 | powershell.exe | No additional info | Endpoint scheduled_task /benefit/police.gif by conradjuan No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14e985ae-01a4-4804-956d-3ab3f2d58e1a | 2025-02-05T13:21:33 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network latency_spike from 113.147.9.137 to 147.230.151.163 No additional info | {
"geo_location": "Mexico",
"device_hash": "0f23f1bb620c651404915a017a960bae",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/21.0.888.0 Safari/536.2",
"session_id": "b5cf3bb2-3600-4db8-8aa1-06e1123229dc",
"risk_score": 33.42,
"confidence": 0.92
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 113.147.9.137 to 147.230.151.163 No additional info | null | null | null | null | 113.147.9.137 | 147.230.151.163 | null | null | null | null | null | null | null | null | null | null | HTTPS | 238,047 | null | null | null |
f3219e6b-30d4-413b-baa6-5eb6cbe73e53 | 2025-03-07T08:48:20 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by jamesmorton No additional info | {
"geo_location": "United Kingdom",
"device_hash": "c5f5b178f1c798c5f16a395f205c2221971419f2",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; lzh-TW; rv:1.9.0.20) Gecko/7056-05-25 02:22:05 Firefox/3.6.13",
"session_id": "432d5999-ab8a-43a6-94b4-8b81ab8ef9a5",
"risk_score": 76.66,
"confidence": 0.67
} | jamesmorton | api_abuse | null | null | null | No additional info | AI system api_abuse by jamesmorton No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ed53be9e | 7ef26bb7c8c7c5b55ff6669f5e6d2079 | ee5a1a4fa684cc2f7d58be839ce992dd2a42da1c | null | null | null | null | null | null | null |
6176bf26-6fad-4856-95c1-387782f83701 | 2025-04-12T07:15:42 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: Zero-Day Exploit detected from 202.240.246.100 targeting 56.157.80.214 MITRE Technique: T1486 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "c32fd8a47d82556d21bbcd7ea95fd6f3d0da90f8d93d46e1b4e8302182d91c1f",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/29.0.837.0 Safari/532.1",
"session_id": "d9afa702-8f7c-4f9d-96ce-fd206c5a65cd",
"risk_sc... | null | null | null | null | null | MITRE Technique: T1486 | Elastic SIEM Alert: Zero-Day Exploit detected from 202.240.246.100 targeting 56.157.80.214 MITRE Technique: T1486 | null | null | null | null | 202.240.246.100 | 56.157.80.214 | Zero-Day Exploit | SIG-8748 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ba0733a8-56a7-4638-945d-b9514cbd0a64 | 2027-04-18T09:48:00 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Medical unusual_activity MITRE Technique: T1059.001 | {
"geo_location": "Togo",
"device_hash": "539559c83a23aa3db43c76e87eb1c78085dc587b",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/59.0.802.0 Safari/533.0",
"session_id": "36c9bdd2-5fce-4067-882e-9c9726c7e44a",
"risk_score": 35.4,
"confidence": 0.36
} | null | unusual_activity | null | null | null | MITRE Technique: T1059.001 | IoT device Medical unusual_activity MITRE Technique: T1059.001 | null | Medical | iot-37ff3be3 | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
039c3e96-5472-4a6f-ab2e-4b40a452f02e | 2025-06-15T02:53:50 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network beaconing from 60.43.188.84 to 93.143.117.156 No additional info | {
"geo_location": "Austria",
"device_hash": "30266b567c52a45095c6a8689052cbc2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/18.0.813.0 Mobile/87C822 Safari/531.2",
"session_id": "87cd6331-12dd-4d70-9c6f-8d98959a06b7",
"risk_score": 62.2,
"c... | null | beaconing | null | null | null | No additional info | Network beaconing from 60.43.188.84 to 93.143.117.156 No additional info | {
"baseline_deviation": 0.97,
"entropy": 5.27,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 60.43.188.84 | 93.143.117.156 | null | null | null | null | null | null | null | null | null | null | UDP | 87,159 | null | null | null |
c1ba661c-de02-4484-843a-6987903e7423 | 2025-03-10T23:03:12 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth success for beth68 via SAML from 176.57.22.63 MITRE Technique: T1566.001 | {
"geo_location": "Denmark",
"device_hash": "84c51c9f6c0e83344e5380c344d5e7ee",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/533.27.2 (KHTML, like Gecko) Version/5.0 Safari/533.27.2",
"session_id": "e3b3b2ca-1a29-4dc9-8531-0129a243bc97",
"risk_score": 73.87,
"confidence": 0.03
} | beth68 | success | null | null | null | MITRE Technique: T1566.001 | Auth success for beth68 via SAML from 176.57.22.63 MITRE Technique: T1566.001 | null | null | null | null | 176.57.22.63 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 66:c8:cd:45:63:6c |
c716ab2e-9a20-445e-94ce-3b0c1b76c81b | 2025-02-05T11:46:14 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 149.162.47.72 to 83.128.55.65 MITRE Technique: T1543.003 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Samoa",
"device_hash": "96c425457b610d845282d490edab59ee3f040639",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/9.6a5306.0 Mobile/52N967 Safari/536.0",
"session_id": "0d8191d4-1f56-415b-a555-157edd78ed72",
"risk_score": 46.36... | null | data_exfiltration | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: CPU microcode changes | Network data_exfiltration from 149.162.47.72 to 83.128.55.65 MITRE Technique: T1543.003 | Unconventional IOC: CPU microcode changes | null | null | null | null | 149.162.47.72 | 83.128.55.65 | null | null | null | null | null | null | null | null | null | null | ICMP | 75,831 | null | null | null |
12e1610d-235c-4192-9ace-fde969ee6482 | 2025-06-27T11:02:50 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for mflores via biometric from 151.106.206.185 Unconventional IOC: Quantum random number deviations noise=R29vZC4= | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "7088b632b492725ab5953b92852f3426",
"user_agent": "Opera/8.16.(Windows NT 5.01; szl-PL) Presto/2.9.164 Version/11.00",
"session_id": "ec207a40-f686-44d0-931b-da110281093a",
"risk_score": 45.34,
"confidence": 0.47
} | mflores | failed | null | null | null | Unconventional IOC: Quantum random number deviations | Auth failed for mflores via biometric from 151.106.206.185 Unconventional IOC: Quantum random number deviations | null | null | null | null | 151.106.206.185 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 71:dd:af:c2:fc:5a |
c3afb0c3-0e98-4a10-a8a3-a234023ab335 | 2025-05-11T12:01:28 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: MFA Bypass detected from 102.66.244.144 targeting N/A MITRE Technique: T1486 | {
"geo_location": "Timor-Leste",
"device_hash": "8c20f6a2caf4ecf004d2f94a2a495b92",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.0)",
"session_id": "acdc9ef1-79ef-4329-9848-52c3bf69d0f9",
"risk_score": 31.19,
"confidence": 0.05
} | null | null | null | null | null | MITRE Technique: T1486 | Trellix Alert: MFA Bypass detected from 102.66.244.144 targeting N/A MITRE Technique: T1486 | null | null | null | null | 102.66.244.144 | N/A | MFA Bypass | SIG-4417 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ca5e03e8-d1a2-49fc-9630-bf30ffe43acd | 2025-02-25T01:16:34 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for russochelsea via biometric from 10.221.127.153 No additional info noise=30D515F8 | {
"geo_location": "Peru",
"device_hash": "25e2d9db66136e2916689c2afb0609f7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.0)",
"session_id": "c6532c95-8a08-4fef-ae5e-686230c96495",
"risk_score": 77.89,
"confidence": 0.46
} | russochelsea | failed | null | null | null | No additional info | Auth failed for russochelsea via biometric from 10.221.127.153 No additional info | null | null | null | null | 10.221.127.153 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | db:e8:0e:a7:0a:76 |
5e9109bf-6c69-463b-a79e-50180b788331 | 2025-04-01T04:45:55 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect RDP traffic from 4.200.223.58:102 to 199.18.238.126:249 MITRE Technique: T1218.011 | {
"geo_location": "Mauritania",
"device_hash": "74e392c6630e9851396b8c2f9633c46dc3739fb4b5d6b3e96668a2b059870158",
"user_agent": "Opera/8.82.(Windows NT 5.0; sw-KE) Presto/2.9.167 Version/11.00",
"session_id": "cd23b03e-513f-40c0-9539-08cddd71c7fb",
"risk_score": 25.31,
"confidence": 0.27
} | null | inspect | null | null | null | MITRE Technique: T1218.011 | Firewall inspect RDP traffic from 4.200.223.58:102 to 199.18.238.126:249 MITRE Technique: T1218.011 | null | null | null | null | 4.200.223.58 | 199.18.238.126 | null | null | null | null | null | null | null | null | 102 | 249 | RDP | 586,687 | 3,398 | null | null |
c7a49b94-09ba-4c9b-bf2c-e7c6fd9b9dcb | 2025-02-09T16:54:00 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SMB traffic from 61.202.152.96:922 to 30.246.141.130:228 MITRE Technique: T1134.001 | {
"geo_location": "Guernsey",
"device_hash": "797d3f1e8248c571238da264226da0ef0c0f1d5677a0adbec25156650fca97aa",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/27.0.804.0 Safari/533.2",
"session_id": "413a3cfd-ec55-4d3b-9fa5-88a3476a009b",
"risk_score": 36.8,
"confi... | null | allow | null | null | null | MITRE Technique: T1134.001 | Firewall allow SMB traffic from 61.202.152.96:922 to 30.246.141.130:228 MITRE Technique: T1134.001 | {
"baseline_deviation": 1.39,
"entropy": 4.42,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 61.202.152.96 | 30.246.141.130 | null | null | null | null | null | null | null | null | 922 | 228 | SMB | 835,207 | 1,066 | null | null |
85a66ecc-c7e9-4ae6-a69d-613c36c5ab9d | 2025-02-23T22:06:05 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for justin25 via key from 143.111.255.139 MITRE Technique: T1204.002 noise=list/list/posts | {
"geo_location": "Cote d'Ivoire",
"device_hash": "643e940516475e59bdc69cd2aa601b7d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/531.22.4 (KHTML, like Gecko) Version/5.0.3 Safari/531.22.4",
"session_id": "d6ea3858-5162-4153-9d9b-cebd04b0bc8e",
"risk_score": 44.88,
"confidence": 0.9... | justin25 | bypass | null | null | null | MITRE Technique: T1204.002 | Auth bypass for justin25 via key from 143.111.255.139 MITRE Technique: T1204.002 | null | null | null | null | 143.111.255.139 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ad:65:f7:ed:28:0c |
7f489e96-227a-43ad-80fc-ac5163de5e4c | 2025-07-09T13:31:57 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth failed for gilesjessica via passwordless from 91.78.238.95 No additional info noise=search/category | {
"geo_location": "Congo",
"device_hash": "1474e381e886f00ccfd2947e246f7717e595ac56bdd23211d9cc5a61bc8c960f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; rw-RW) AppleWebKit/535.15.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6535.15.3",
"session_id": "81143129-65c0-4773-956f... | gilesjessica | failed | null | null | null | No additional info | Auth failed for gilesjessica via passwordless from 91.78.238.95 No additional info | null | null | null | null | 91.78.238.95 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 2c:8b:c4:b2:ca:12 |
6439e21c-2677-474b-9d55-fb9f6cf3e141 | 2025-02-11T00:36:46 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in AWS by cynthia35 MITRE Technique: T1071.001 | Cross-tenant access detected | {
"geo_location": "Anguilla",
"device_hash": "b4a1dbab17635f844d594610cac7533f4cc7aaf96c6db1b559b958546c654ebb",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/38.0.849.0 Mobile/38K278 Safari/534.2",
"session_id": "8ca834b0-e6e3-4093-9846-3057cf... | cynthia35 | container_escape | null | null | null | MITRE Technique: T1071.001 | Cross-tenant access detected | Cloud container_escape in AWS by cynthia35 MITRE Technique: T1071.001 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | AWS | res-bb483a7f | null | null | null | null | null | null | null | null | null | null |
98c25a23-5caf-4651-b464-9828c36ef045 | 2025-05-25T02:10:44 | 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: MFA Bypass detected from 46.46.9.73 targeting 93.85.116.3 No additional info | {
"geo_location": "Liberia",
"device_hash": "fede207cfe6609c4863f2f1c21cb43a938a742d5",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_9 rv:5.0; fur-IT) AppleWebKit/534.23.7 (KHTML, like Gecko) Version/5.0.2 Safari/534.23.7",
"session_id": "4e5771b1-ef66-42cb-93c2-df65030482ad",
"risk_score": 42.5... | null | null | null | null | null | No additional info | FireEye HX Alert: MFA Bypass detected from 46.46.9.73 targeting 93.85.116.3 No additional info | null | null | null | null | 46.46.9.73 | 93.85.116.3 | MFA Bypass | SIG-5849 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
62faa4f2-98ad-4f26-a409-ad650cc94084 | 2025-02-13T12:06:20 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in AWS by robertrobinson No additional info | {
"geo_location": "Germany",
"device_hash": "89a8fbc7ef69590d13aec672417512e5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0; rv:1.9.6.20) Gecko/2982-04-02 13:00:04 Firefox/3.6.7",
"session_id": "c5ca42f2-6802-47a3-84ae-409cd4e41da1",
"risk_score": 54.61,
"confidence": 0.92
} | robertrobinson | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by robertrobinson No additional info | null | null | null | null | null | null | null | null | null | AWS | res-48cdf581 | null | null | null | null | null | null | null | null | null | null |
e02686b8-a4ee-43fc-8071-9b8e0bf51e1a | 2025-06-20T07:23:43 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by michaelsimmons No additional info noise=TG9zcy4= | {
"geo_location": "Kiribati",
"device_hash": "4834fcf5c9577403f1c5df11c173a85ded750ca06ec67a87d422e8366c81fe39",
"user_agent": "Opera/8.90.(X11; Linux x86_64; hak-TW) Presto/2.9.172 Version/11.00",
"session_id": "6af227ab-9b65-4d15-b173-283afcc8061e",
"risk_score": 64.42,
"confidence": 0.46
} | michaelsimmons | adversarial_input | null | null | null | No additional info | AI system adversarial_input by michaelsimmons No additional info | null | null | null | null | null | null | null | null | null | null | null | model-45895b2c | 49f50df8a05fd55343901a97ab60ea5c75de2532 | 2d910161084f65d9e51bd354d0893f79 | null | null | null | null | null | null | null |
02802c61-0a17-4e7c-a8d5-6b11efc58e96 | 2025-04-03T20:10:41 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 10.126.113.151:716 to 177.23.21.227:446 MITRE Technique: T1190 | {
"geo_location": "Nigeria",
"device_hash": "4b182d2b6243b8e85fc84401ed4b084b6850032ddfaa874688e87d84fc39328d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.0)",
"session_id": "cbf49f76-d6be-4930-8e52-9e96e95f150f",
"risk_score": 31.05,
"confidence": 0.17
} | null | deny | null | null | null | MITRE Technique: T1190 | Firewall deny HTTPS traffic from 10.126.113.151:716 to 177.23.21.227:446 MITRE Technique: T1190 | null | null | null | null | 10.126.113.151 | 177.23.21.227 | null | null | null | null | null | null | null | null | 716 | 446 | HTTPS | 332,040 | 1,018 | null | null |
3aa2127a-d6c2-4af6-b136-63ad1ba1d584 | 2025-05-26T22:09:49 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by pthomas Unconventional IOC: Quantum random number deviations | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "45250546354ff1bd9953facdb367690b80fac2d69a0d55da6436bf94d7db3eed",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/534.3.5 (KHTML, like Gecko) Version/4.0.2 Safari/534.3.5",
"session_id": "e9aaf7dd-eccf-450a-b2a8-e7684b39af32",
"risk_... | pthomas | adversarial_input | null | null | null | Unconventional IOC: Quantum random number deviations | AI system adversarial_input by pthomas Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | model-a4238b59 | d5bb43cdd85c34ac24603ad11ba2bc8d040511d7 | 8b90448000722c4c9f5caf3368133a1d3a9c2bd96b1b2fe7be164a6fcc08909b | null | null | null | null | null | null | null |
ae01f0a0-c9ee-4366-bded-fd8b84a47706 | 2025-02-15T05:04:45 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 101.92.21.199 to 100.138.99.183 No additional info | {
"geo_location": "Lithuania",
"device_hash": "ab64573c9360d8246a2b2f8d499a4f48722b3a7230ef8a17b50b92efdf3b612e",
"user_agent": "Opera/9.98.(X11; Linux i686; ts-ZA) Presto/2.9.177 Version/11.00",
"session_id": "fd7bfea7-d75d-45d0-818b-07fc6b69dd49",
"risk_score": 77.52,
"confidence": 0.85
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 101.92.21.199 to 100.138.99.183 No additional info | {
"baseline_deviation": 2.51,
"entropy": 2.77,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 101.92.21.199 | 100.138.99.183 | null | null | null | null | null | null | null | null | null | null | HTTPS | 883,124 | null | null | null |
aba6b97e-1014-49bb-bdc1-2186bc939c15 | 2025-03-07T22:05:29 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel No additional info noise=Qm94Lg== | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "4d52b218a8c1610bec6fa6b41e94099d1ba36918447e6ccf2b7e92509d8cb753",
"user_agent": "Opera/8.68.(X11; Linux i686; tg-TJ) Presto/2.9.190 Version/12.00",
"session_id": "2592c5df-ae1d-44b7-84e5-e3fcac5c0abf",
"risk_score": 70.27,
"confidence": 0.35
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-abf22064 | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8b86079e-d8b9-4c27-96a4-59011e2b7321 | 2025-02-12T10:38:40 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for ebrown via password from 42.116.75.252 No additional info | {
"geo_location": "Rwanda",
"device_hash": "28ae1e0807fd46dc0460469e0269ae1055362678",
"user_agent": "Mozilla/5.0 (Android 3.2; Mobile; rv:31.0) Gecko/31.0 Firefox/31.0",
"session_id": "0aa858e7-b703-41f5-85fa-f68421a1173a",
"risk_score": 80.02,
"confidence": 0.89
} | ebrown | locked | null | null | null | No additional info | Auth locked for ebrown via password from 42.116.75.252 No additional info | {
"baseline_deviation": 2.25,
"entropy": 4.02,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 42.116.75.252 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 79:4f:e2:a6:ce:a2 |
731aa7a9-016b-44e6-8cf6-5d722ddfa0e8 | 2025-05-02T04:19:20 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: MFA Bypass detected from 6.149.240.19 targeting N/A Associated Threat Actor: APT37 | {
"geo_location": "United Arab Emirates",
"device_hash": "8cb0c1b4918b49792cc208edbfbf3832dc5fc32a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; wal-ET) AppleWebKit/533.16.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6533.16.5",
"session_id": "b9eada57-8e46-4426-969e-3bff011... | null | null | null | null | null | Associated Threat Actor: APT37 | LogRhythm Alert: MFA Bypass detected from 6.149.240.19 targeting N/A Associated Threat Actor: APT37 | null | null | null | null | 6.149.240.19 | N/A | MFA Bypass | SIG-7504 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
a3d30516-074a-4eac-b064-c5a1ecb92f23 | 2025-03-11T02:24:03 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 101.150.239.225 to 88.122.214.130 MITRE Technique: T1204.002 | {
"geo_location": "Vietnam",
"device_hash": "1183475c5de6d4ff62814fd8474ccdb4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "f670d230-0b3d-4bcf-830f-a2689fce8f0e",
"risk_score": 56.8,
"confidence": 0.47
} | null | beaconing | null | null | null | MITRE Technique: T1204.002 | Network beaconing from 101.150.239.225 to 88.122.214.130 MITRE Technique: T1204.002 | null | null | null | null | 101.150.239.225 | 88.122.214.130 | null | null | null | null | null | null | null | null | null | null | ICMP | 760,777 | null | null | null |
6558b59f-9a12-46d5-803c-a3361db514c4 | 2025-01-24T15:33:34 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow ICMP traffic from 155.17.100.251:381 to 214.132.79.194:110 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "c64b16664e6ea86cdc959c7b568ea1c8",
"user_agent": "Opera/8.74.(X11; Linux i686; se-NO) Presto/2.9.170 Version/11.00",
"session_id": "eeea12f1-6dc2-49b7-8872-07c5315a6540",
"risk_score": 14.32,
"confidence": 0.29
} | null | allow | null | null | null | No additional info | Firewall allow ICMP traffic from 155.17.100.251:381 to 214.132.79.194:110 No additional info | null | null | null | null | 155.17.100.251 | 214.132.79.194 | null | null | null | null | null | null | null | null | 381 | 110 | ICMP | 560,067 | 851 | null | null |
f20405bd-6868-438a-b7e3-2b415f000d61 | 2025-05-08T18:15:49 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load condition by dennismatthew No additional info | {
"geo_location": "Montenegro",
"device_hash": "40e3fbd07b3c75b868988df27248dd5c063ca5237b113bdc9c91c893b4876329",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/22.0.874.0 Safari/532.0",
"session_id": "163d0b77-256b-4a7d-9c74-80fa2b8fba96",
"risk_score": 27.56,
... | dennismatthew | driver_load | condition | 6,149 | explorer.exe | No additional info | Endpoint driver_load condition by dennismatthew No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58f070f3-a203-4d3c-8ee6-11ce66c5600c | 2025-03-31T23:42:43 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by pmartinez No additional info | {
"geo_location": "Germany",
"device_hash": "f63118dfcf88a0f689379001c6757db77904c30c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7716-09-10 13:37:59 Firefox/3.8",
"session_id": "1de5a4c4-0237-4aa2-be3f-77743ef4e000",
"risk_score": 38.99,
"confidence": 0.88
} | pmartinez | api_abuse | null | null | null | No additional info | AI system api_abuse by pmartinez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d180aca8 | f9f7c0aa50a04b91ee7ddeef88021a6b | d453662644e0405a331ad2d53bba74d39fd0557e | null | null | null | null | null | null | null |
4a41695b-ae63-4ebf-854a-bd1a367fae1f | 2025-02-01T06:35:07 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in OCI by jose51 MITRE Technique: T1059.001 | {
"geo_location": "Kiribati",
"device_hash": "5a2bdbeb85e70a834c66cee9fc8efc5c8c8f07a45ed40bc04b4ed89e1c3692ea",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/15.0.814.0 Safari/536.2",
"session_id": "cc4dbc36-9f84-4b5b-abc1-5c93c3a3cf12",
"risk_score": 79.53,
"con... | jose51 | config_change | null | null | null | MITRE Technique: T1059.001 | Cloud config_change in OCI by jose51 MITRE Technique: T1059.001 | {
"baseline_deviation": 2.99,
"entropy": 7.57,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-89d94886 | null | null | null | null | null | null | null | null | null | null |
2de4ef5e-5f70-419b-8a02-4f621694822c | 2020-07-30T22:56:00 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in GCP by rachel48 Associated Threat Actor: Inception Framework noise=T2Yu | {
"geo_location": "Puerto Rico",
"device_hash": "7aedd48d5d769dfbfeb9ee585c622d7afd29b0e117c8ed09ec96a040d41aed1a",
"user_agent": "Opera/9.56.(Windows NT 5.01; ha-NG) Presto/2.9.166 Version/11.00",
"session_id": "4f9974c8-575f-40c5-93b5-d90d82693c7e",
"risk_score": 44.22,
"confidence": 0.84
} | rachel48 | crypto_mining | null | null | null | Associated Threat Actor: Inception Framework | Cloud crypto_mining in GCP by rachel48 Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | GCP | res-b65cfd1f | null | null | null | null | null | null | null | null | null | null |
2eeb90cf-3e4e-4d46-9c01-8a33a53da792 | 2025-02-12T10:54:35 | endpoint | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /truth/some.mp3 by joannasimmons No additional info | {
"geo_location": "French Guiana",
"device_hash": "af1c47b3d7f980108087d865dd657837811c98c4",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/7145-11-10 15:32:36 Firefox/3.8",
"session_id": "ab03abd1-7fbf-494c-ad15-62b527175458",
"risk_score": 11.79,
"confidence": 0.94
} | joannasimmons | registry_change | /truth/some.mp3 | 4,022 | explorer.exe | No additional info | Endpoint registry_change /truth/some.mp3 by joannasimmons No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
82964e08-bcd1-4749-aa06-ff61b59131d3 | 2025-04-30T00:37:35 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect RDP traffic from 164.168.139.234:183 to 131.239.49.10:895 MITRE Technique: T1190 | {
"geo_location": "Faroe Islands",
"device_hash": "2ef1fbf1ef31fec504e6e22b3f94e7f83fa2d92a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ak-GH) AppleWebKit/534.6.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.6.4",
"session_id": "f6e1523a-5998-4672-a052-52014ef109e0",
... | null | inspect | null | null | null | MITRE Technique: T1190 | Firewall inspect RDP traffic from 164.168.139.234:183 to 131.239.49.10:895 MITRE Technique: T1190 | null | null | null | null | 164.168.139.234 | 131.239.49.10 | null | null | null | null | null | null | null | null | 183 | 895 | RDP | 70,593 | 685 | null | null |
39038399-5647-409a-a2fb-3c7a1b33f5de | 2025-05-02T04:01:30 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for tonitaylor via passwordless from 53.181.132.232 Associated Threat Actor: Inception Framework | {
"geo_location": "Northern Mariana Islands",
"device_hash": "2198b663f0facfd2c568032e094dd47fcda122dd4586f19d55cd6eed4813cef6",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; fi-FI; rv:1.9.0.20) Gecko/4254-07-03 20:19:31 Firefox/3.8",
"session_id": "27e89792-01d9-4d90-ac67-29bf7acc1ff6",
"risk_score": 68.46,
... | tonitaylor | failed | null | null | null | Associated Threat Actor: Inception Framework | Auth failed for tonitaylor via passwordless from 53.181.132.232 Associated Threat Actor: Inception Framework | null | null | null | null | 53.181.132.232 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 29:28:67:00:8f:62 |
babda72a-caac-4def-b953-e59210f22a0e | 2025-06-21T17:38:03 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTPS traffic from 199.191.183.178:916 to 102.205.102.88:851 No additional info | {
"geo_location": "Belgium",
"device_hash": "9b17b5bf6baf28bc518199d9413cb60076257e3c8fde69f9a2fc49202b1cd792",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "35025721-8df6-4422-9e9b-69851ff1a434",
"risk_score": 97.33,
"confidence": 0.02
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 199.191.183.178:916 to 102.205.102.88:851 No additional info | null | null | null | null | 199.191.183.178 | 102.205.102.88 | null | null | null | null | null | null | null | null | 916 | 851 | HTTPS | 37,427 | 371 | null | null |
39d70ff2-5b78-4818-b7eb-c6bc428f047a | 2025-03-13T17:00:37 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by ochoajames No additional info noise=wp-content | {
"geo_location": "Chad",
"device_hash": "c452ec570b37419e6557a2c1973035d4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.0)",
"session_id": "5f2875da-5ffa-4114-a6b9-25d50827d2d7",
"risk_score": 0,
"confidence": 0.72
} | ochoajames | api_abuse | null | null | null | No additional info | AI system api_abuse by ochoajames No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e830359d | d9433ff583dcd80a8331583c3e6767aa | e7abe79880d68d2c2f110d1bb0541328815104fceaa8df6b4aa5c17ef2466da2 | null | null | null | null | null | null | null |
d6bb7b71-6ee3-4c23-a6df-f6e929f8abf1 | 2025-03-08T05:03:05 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network connection from 6.241.211.23 to 171.122.28.39 MITRE Technique: T1059.001 | {
"geo_location": "Cameroon",
"device_hash": "b45579ff82a603a424e517a2f1594455",
"user_agent": "Mozilla/5.0 (Linux; Android 3.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/51.0.856.0 Safari/534.2",
"session_id": "bc8411a5-657f-4170-861c-d5e665d42266",
"risk_score": 70.92,
"confidence": 0.36
} | null | connection | null | null | null | MITRE Technique: T1059.001 | Network connection from 6.241.211.23 to 171.122.28.39 MITRE Technique: T1059.001 | null | null | null | null | 6.241.211.23 | 171.122.28.39 | null | null | null | null | null | null | null | null | null | null | HTTPS | 534,924 | null | null | null |
319ae2f4-b942-4096-9686-94e1e96b4912 | 2025-04-01T17:35:57 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 82.108.245.154 to 55.231.241.114 No additional info | {
"geo_location": "Belgium",
"device_hash": "71f0ae1c5297844884e6adfbeaff6012d2700e0bfa3cf237868f85841cebd03e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/17.4z6286.0 Mobile/88Q899 Safari/535.1",
"session_id": "02826d5c-b3c0-4543-90f9-bc3d6... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 82.108.245.154 to 55.231.241.114 No additional info | null | null | null | null | 82.108.245.154 | 55.231.241.114 | null | null | null | null | null | null | null | null | null | null | TCP | 717,023 | null | null | null |
497ab10d-310c-446e-bb20-0b887ec8a454 | 2025-07-03T22:53:10 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: Fileless Attack detected from 112.9.247.244 targeting N/A No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "7b37e280663ad876181a1c03569acfe88c290ecd20ca902f5e3378194733ed69",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:11.0) Gecko/11.0 Firefox/11.0",
"session_id": "6cb6f072-704f-4fab-ba93-b175dad006b7",
"risk_score": 77.76,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Zeek Alert: Fileless Attack detected from 112.9.247.244 targeting N/A No additional info | {
"baseline_deviation": 1.43,
"entropy": 5.49,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 112.9.247.244 | N/A | Fileless Attack | SIG-7636 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
4aaf6542-3a6c-4b6d-8062-10003cf2ec6d | 2025-03-25T19:46:25 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Monaco",
"device_hash": "7af5a4cf40c62c4d64a31c9661f8cdda6e9fdb1d",
"user_agent": "Opera/9.55.(Windows 98; en-DK) Presto/2.9.190 Version/10.00",
"session_id": "9da97667-f1e9-47f7-a4e0-3463f41eeea0",
"risk_score": 46.08,
"confidence": 0.96
} | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-26d46b50 | 6.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e44b4fa4-be40-40f2-bfa2-e2a7a325956a | 2025-03-07T03:28:56 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Alibaba by harold59 No additional info | {
"geo_location": "Dominica",
"device_hash": "8ee7473657f61bf392b5696fb0b05f39",
"user_agent": "Opera/9.91.(X11; Linux i686; ts-ZA) Presto/2.9.181 Version/11.00",
"session_id": "39bfcc38-a6f5-4fe6-ae29-d68303fd946d",
"risk_score": 26.02,
"confidence": 0.97
} | harold59 | container_escape | null | null | null | No additional info | Cloud container_escape in Alibaba by harold59 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-5a81a546 | null | null | null | null | null | null | null | null | null | null |
fe7609d6-1dc5-47cb-b0c6-27966ee7a5fa | 2025-05-24T21:47:47 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for duarteadrian via MFA from 199.77.38.124 Credential stuffing pattern detected | {
"geo_location": "Cote d'Ivoire",
"device_hash": "a37e96ecf4e1324aa8eff24e281a5448",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.0)",
"session_id": "dc23f08e-16c5-4bb2-8f02-c4fdb5bad4d7",
"risk_score": 59.3,
"confidence": 0.65
} | duarteadrian | failed | null | null | null | Credential stuffing pattern detected | Auth failed for duarteadrian via MFA from 199.77.38.124 Credential stuffing pattern detected | null | null | null | null | 199.77.38.124 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 09:2c:d9:75:c7:34 |
d6f002cc-2afc-461b-bd0c-c0c734e73c71 | 2025-06-01T17:36:56 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by donna95 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "9a9db8d5423abfa27de6ad243eb993195c46496e",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; gl-ES; rv:1.9.0.20) Gecko/9187-05-06 11:47:49 Firefox/3.6.19",
"session_id": "820c5672-7f6b-46f9-a788-dc1ca129312d",
"risk_score": 77.23,
"confidence": 0.61
} | donna95 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by donna95 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1ac4ccd9 | 54bcb887682429f92350f1d700e85616 | 521d7fcfed6f8b53a366c1035ed7eb0c480773388243ef03206f871ee1b72871 | null | null | null | null | null | null | null |
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