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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
74655096-d22d-4649-9fc1-238df1d91d3a | 2025-03-06T21:24:11 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by shawna35 MITRE Technique: T1204.002 | {
"geo_location": "Benin",
"device_hash": "f8ee3a1f815161f6770dac1a31eca8e8ac3ff82ec011b158bf79f7795155265a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.1)",
"session_id": "9a7f958e-c19f-42dc-a684-80c217f4d3bc",
"risk_score": 41.04,
"confidence": 0.22
} | shawna35 | adversarial_input | null | null | null | MITRE Technique: T1204.002 | AI system adversarial_input by shawna35 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-c1b2453f | 49390e286bc3200418df531a74b45dfb3c3ae1d5 | 45de0bfb8debd18a1cc9a2e9c74aede12f687ff89effb850184bb810e595e6ba | null | null | null | null | null | null | null |
a3c4b4be-f88d-4bcb-a215-0ba3ac988903 | 2025-05-22T17:01:13 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for breyes via OAuth from 203.2.27.141 No additional info | {
"geo_location": "Australia",
"device_hash": "24e8257546761be59c7ccf48005eac435ae8a155",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.0)",
"session_id": "aa05ca55-c5ca-40c8-995e-59d985f7470a",
"risk_score": 56.42,
"confidence": 0.17
} | breyes | bypass | null | null | null | No additional info | Auth bypass for breyes via OAuth from 203.2.27.141 No additional info | null | null | null | null | 203.2.27.141 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 25:4c:9a:0d:f5:b5 |
ed221fa4-0a31-4f6f-8407-b466b899c1a7 | 2025-06-11T15:14:56 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /score/central.css by stephaniekelly Fileless execution detected | {
"geo_location": "Grenada",
"device_hash": "4c4f6325eee7b9003295dbdcc7369e0d59bf71a07e6b16fa60b3fd4292127934",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_5 rv:5.0; pl-PL) AppleWebKit/533.19.1 (KHTML, like Gecko) Version/5.0.4 Safari/533.19.1",
"session_id": "3fe28d79-ea86-4b42-9553-7da2ecf3679... | stephaniekelly | memory_injection | /score/central.css | 4,101 | cmd.exe | Fileless execution detected | Endpoint memory_injection /score/central.css by stephaniekelly Fileless execution detected | {
"baseline_deviation": 1.7,
"entropy": 4.72,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ce256885-fc6f-4eef-9f0e-f806b4bacb93 | 2025-05-20T21:08:47 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth challenge for amassey via SAML from 10.8.109.123 MITRE Technique: T1574.002 | {
"geo_location": "El Salvador",
"device_hash": "0958807e2c62bcf2083ac51471c6fae6794caade1f11f6bc87aef54b88daafb5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/58.0.879.0 Mobile/99M036 Safari/532.2",
"session_id": "e663aa8b-495a-48b3-a7b7-6c3edf7... | amassey | challenge | null | null | null | MITRE Technique: T1574.002 | Auth challenge for amassey via SAML from 10.8.109.123 MITRE Technique: T1574.002 | null | null | null | null | 10.8.109.123 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | fb:82:8f:f9:10:5c |
96b317fd-461d-4508-987d-1493e5550ad3 | 2025-02-13T17:17:24 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by fhughes MITRE Technique: T1574.002 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Eritrea",
"device_hash": "4e14a60a87acd9e70963b6aedaec7b1745e1a47a2b5b9f25f13d8f0aa1bbaf09",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/15.8t0804.0 Mobile/87P288 Safari/536.2",
"session_id": "f7b6648b-743b-455c-900c-70a4... | fhughes | membership_inference | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Wizard Spider | AI system membership_inference by fhughes MITRE Technique: T1574.002 | Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | null | null | model-d01f4b9d | 20017dcebc955f0c14045df87fd8a663 | d854e6f41b19b2c6bf2d631715b38aa33cc7e795a20f6dbb18f8ddc8c0913793 | null | null | null | null | null | null | null |
7b50779a-98bd-4481-a6c1-21d07d1fe8cd | 2025-06-28T15:01:45 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /Mr/catch.jpeg by bethbrown Associated Threat Actor: TA505 | {
"geo_location": "French Polynesia",
"device_hash": "3b8b79cba9b55bc8c79fddf6f1da73f297489333",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.1)",
"session_id": "51d9ac36-7834-4b95-bc8e-abd062f29202",
"risk_score": 35.93,
"confidence": 0.48
} | bethbrown | file_access | /Mr/catch.jpeg | 5,892 | svchost.exe | Associated Threat Actor: TA505 | Endpoint file_access /Mr/catch.jpeg by bethbrown Associated Threat Actor: TA505 | {
"baseline_deviation": 1.04,
"entropy": 7.22,
"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 |
dd55bad4-aa4f-496e-a0de-6fcf16022f8e | 2025-05-14T01:08:00 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 211.203.57.155 to 45.75.37.131 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "51d5b40f9577936b429db560b5b804d4722e1450d2da03d0b51b47d14b739622",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9935-05-01 01:33:41 Firefox/3.8",
"session_id": "837fda25-0d5b-4de5-9eac-6fa9cecedc44",
"risk_score": 19.69,
"confidence": 0.... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 211.203.57.155 to 45.75.37.131 No additional info | null | null | null | null | 211.203.57.155 | 45.75.37.131 | null | null | null | null | null | null | null | null | null | null | HTTP | 628,543 | null | null | null |
22f74100-2eae-4220-bb32-16acd3c968a3 | 2025-01-15T23:28:20 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by andre14 No additional info | {
"geo_location": "Honduras",
"device_hash": "4890b392442163460cf50d7a0e3e14dbdf21eb841b978766cc80ccaeecd4789d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/17.0.892.0 Safari/532.0",
"session_id": "2ecd75de-e594-4d83-b529-6cdfbc3e1d30",
"risk_score": 76.33,
"con... | andre14 | api_abuse | null | null | null | No additional info | AI system api_abuse by andre14 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-85146474 | c6fb7dce071453dcea7bcb15e4419b20 | a30772bc348498013e8235a8fa904c3bc5162e27b21a19ee27ed716eebc8a6bf | null | null | null | null | null | null | null |
3df4d101-ccce-43d4-a10b-6eade642b2fe | 2025-03-02T09:15:24 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth timeout for aguerra via OAuth from 186.128.23.186 MITRE Technique: T1110.003 | {
"geo_location": "Comoros",
"device_hash": "bebffc4464a6e01e662e4675ccb9f583cf730300",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.0)",
"session_id": "422d06db-e24c-4195-8890-f21a997870ed",
"risk_score": 43.28,
"confidence": 0.28
} | aguerra | timeout | null | null | null | MITRE Technique: T1110.003 | Auth timeout for aguerra via OAuth from 186.128.23.186 MITRE Technique: T1110.003 | null | null | null | null | 186.128.23.186 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | a4:7c:42:2f:4f:03 |
47f63d9f-0822-428d-81e9-9f8fd4f67afa | 2025-02-25T15:34:45 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for qwood via password from 10.189.69.136 Associated Threat Actor: DarkSide noise=blog | {
"geo_location": "Egypt",
"device_hash": "ad9f628c061a01c1d4010ae5d30e63687095fbd9",
"user_agent": "Opera/9.75.(X11; Linux x86_64; es-PA) Presto/2.9.163 Version/10.00",
"session_id": "05ba824b-a9bf-42cf-8fa6-f371bd402625",
"risk_score": 50.68,
"confidence": 0.53
} | qwood | bypass | null | null | null | Associated Threat Actor: DarkSide | Auth bypass for qwood via password from 10.189.69.136 Associated Threat Actor: DarkSide | null | null | null | null | 10.189.69.136 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 30:2a:dc:64:04:05 |
824e4bf7-8452-4508-83b4-7d3a75259531 | 2025-03-18T02:45:24 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /seem/trip.csv by andersonrebecca No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "cff18506a4dff207900a98a51b759e987c9d85b7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.0)",
"session_id": "3a13a67f-4545-4386-aa67-5024682e3cb5",
"risk_score": 39.68,
"confidence": 0.68
} | andersonrebecca | driver_load | /seem/trip.csv | 1,874 | explorer.exe | No additional info | Endpoint driver_load /seem/trip.csv by andersonrebecca No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cf3924ec-2a0a-4dcc-9a46-ba10efd3d9b6 | 2025-01-27T15:10:30 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 116.152.25.14 to 71.252.159.203 MITRE Technique: T1543.003 | {
"geo_location": "Iceland",
"device_hash": "6731d39dce4d82426edefa2254df6b9d1eb33187bf83954228e26567cc5bca75",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.1)",
"session_id": "9a4afea0-09b5-4889-a0c7-f5ee4e44e7d2",
"risk_score": 67.08,
"confidence": 0.12
} | null | data_exfiltration | null | null | null | MITRE Technique: T1543.003 | Network data_exfiltration from 116.152.25.14 to 71.252.159.203 MITRE Technique: T1543.003 | null | null | null | null | 116.152.25.14 | 71.252.159.203 | null | null | null | null | null | null | null | null | null | null | HTTP | 467,017 | null | null | null |
b7d6bd91-63a8-46fe-827a-5c0e4a37b066 | 2025-06-04T11:35:42 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network disconnection from 111.197.77.48 to 131.75.95.143 Associated Threat Actor: Sandworm Team noise=TWVhc3VyZS4= | {
"geo_location": "Malaysia",
"device_hash": "981f1a93992a2eece6c1b321643151eb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.1)",
"session_id": "70192c8f-b17f-4e23-983e-e105b1002ed2",
"risk_score": 91.18,
"confidence": 0.3
} | null | disconnection | null | null | null | Associated Threat Actor: Sandworm Team | Network disconnection from 111.197.77.48 to 131.75.95.143 Associated Threat Actor: Sandworm Team | {
"baseline_deviation": 2.14,
"entropy": 6.29,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 111.197.77.48 | 131.75.95.143 | null | null | null | null | null | null | null | null | null | null | ICMP | 155,991 | null | null | null |
db757d82-8833-4bbc-bc6e-aab9f89cd8ae | 2025-03-17T11:47:21 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in AWS by fbanks MITRE Technique: T1543.003 | {
"geo_location": "Madagascar",
"device_hash": "26648ec35398515e936703cde5bd26f8",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_9) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/28.0.898.0 Safari/532.0",
"session_id": "2418e06f-9429-44e8-8b20-e31a1a010a38",
"risk_score": 51.36,
"confidence": ... | fbanks | config_change | null | null | null | MITRE Technique: T1543.003 | Cloud config_change in AWS by fbanks MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | AWS | res-bbc38e3f | null | null | null | null | null | null | null | null | null | null |
1ce462bc-de5f-4365-a498-b1e1d6fe2052 | 2025-01-29T11:19:17 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Guatemala",
"device_hash": "79d7165e976a2f039e9e06d23698984404ad783d",
"user_agent": "Opera/9.97.(Windows NT 4.0; am-ET) Presto/2.9.174 Version/10.00",
"session_id": "14bfff0b-d183-45d1-8fe6-5a4e05b7553f",
"risk_score": 40.99,
"confidence": 0.56
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-5b436cc3 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6792a443-76d4-4c62-ad26-e006d3be8742 | 2025-03-21T12:41:12 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in Alibaba by ihamilton No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "4f8581608b1b2b516cd6e2d1ccd3098b93bc4c2e3d6b170dc615ba0265fbab61",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8568-10-02 22:07:53 Firefox/3.8",
"session_id": "a0bbe7bf-fc9a-4be5-9ae4-afb9e5ce9432",
"risk_score": 97.78,
"co... | ihamilton | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by ihamilton No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-21bd0bdf | null | null | null | null | null | null | null | null | null | null |
a120b610-9ba6-47b7-ac68-827b3073ae46 | 2025-05-11T04:22:13 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Tunisia",
"device_hash": "1ee8be4b6700584d9f32201212bb4b7de972d105",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_5; rv:1.9.6.20) Gecko/3722-02-15 19:52:03 Firefox/10.0",
"session_id": "d3186cf1-268e-4994-95e3-fda3301f5674",
"risk_score": 30.91,
"confidence": 0.62
} | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | {
"baseline_deviation": 0.75,
"entropy": 3.88,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Medical | iot-8a993bf0 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4f8b2fc2-c3dc-4ec3-812e-262cb4c1dbab | 2025-05-02T10:48:33 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network covert_channel from 161.29.22.99 to 148.27.202.103 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "e5d0c228287a777c08fd8ee1dabf53d0faa7be209645f06b494a9334f76c5f42",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.4.3 (KHTML, like Gecko) Version/5.1 Safari/534.4.3",
"session_id": "8c0972f7-966a-4833-b87d-d9601902aa14",
... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 161.29.22.99 to 148.27.202.103 No additional info | null | null | null | null | 161.29.22.99 | 148.27.202.103 | null | null | null | null | null | null | null | null | null | null | TCP | 256,275 | null | null | null |
c46c1f21-a5b8-44fe-859f-56c0fb8c91f5 | 2025-06-10T03:10:18 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Zero-Day Exploit detected from 119.18.75.35 targeting 42.87.84.255 MITRE Technique: T1053.005 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "French Guiana",
"device_hash": "da9162b02c2320a57b0f9ba1493e92f263c9cd59aec89c3c624af8ece6b753ac",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_7) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/31.0.853.0 Safari/534.2",
"session_id": "de66a630-354f-4433-996c-5a46568c79e5",
"risk_... | null | null | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: Bios timestamp anomalies | CrowdStrike Alert: Zero-Day Exploit detected from 119.18.75.35 targeting 42.87.84.255 MITRE Technique: T1053.005 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 119.18.75.35 | 42.87.84.255 | Zero-Day Exploit | SIG-7556 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
13b424ca-f804-4413-88e1-500a57f664f7 | 2025-02-25T04:31:43 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in GCP by swiggins No additional info | {
"geo_location": "Vanuatu",
"device_hash": "1978af46cf25e3ee2d0cc0569c65b0fe6b8be84c4b8c4e7d42a56025c10821bd",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_6; rv:1.9.6.20) Gecko/4246-10-22 04:19:16 Firefox/3.8",
"session_id": "0db38aa3-ba00-4b44-8cf7-3081ee1c77be",
"risk_score": 40.11,
"confid... | swiggins | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by swiggins No additional info | {
"baseline_deviation": 2.12,
"entropy": 5.21,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-f31f4306 | null | null | null | null | null | null | null | null | null | null |
89fcbeb2-2d9c-4e20-82c0-fd8ada13c234 | 2025-05-11T18:49:59 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by crystalwalker No additional info | {
"geo_location": "Hungary",
"device_hash": "46eebbca7135a2e865585f6014c5f37353ccfefc",
"user_agent": "Opera/8.13.(Windows 98; Win 9x 4.90; eu-FR) Presto/2.9.180 Version/10.00",
"session_id": "ba78a0e9-df09-45fe-b94f-5aa288d89c18",
"risk_score": 59.7,
"confidence": 0.61
} | crystalwalker | fine_tuning | null | null | null | No additional info | AI system fine_tuning by crystalwalker No additional info | null | null | null | null | null | null | null | null | null | null | null | model-78b0315b | 7d18cf0e9c3eb478c134c55ac81417f43397d475525bb79803f2086f8d6b5a43 | 51b6cdffc6cbe430c700e033ded7dbb799f2e122 | null | null | null | null | null | null | null |
a6eb7bdb-faf7-4161-b253-84b5b3c194de | 2025-01-15T06:50:28 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "ef194acb08aaae671e47c4786dcaf4270c01825b",
"user_agent": "Mozilla/5.0 (Android 4.0.2; Mobile; rv:13.0) Gecko/13.0 Firefox/13.0",
"session_id": "9ed934bb-4ab0-4600-95ab-4cb8d0283d42",
"risk_score": 97.84,
"confidence": 0.4
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-643c3c9f | 5.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cc3e63e5-e9d6-48d7-998f-a5bb38adf92d | 2025-03-11T20:05:59 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /sure/line.csv by cunninghamcraig Living-off-the-land technique detected | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "5c5611c261f563f827c5925cbd54e3a2b0e9fd92cf1f91d178195ba2b49af76b",
"user_agent": "Opera/8.34.(X11; Linux i686; sr-RS) Presto/2.9.180 Version/11.00",
"session_id": "5aaba231-2230-4460-833b-4298f470f7e1",
"risk_score": 66.88,
"confidence": 0.15
} | cunninghamcraig | service_install | /sure/line.csv | 6,931 | cmd.exe | Living-off-the-land technique detected | Endpoint service_install /sure/line.csv by cunninghamcraig Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fce69642-73af-4ce9-a8eb-19ce3d64c726 | 2025-07-05T04:21:37 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by rioskimberly MITRE Technique: T1110.003 | {
"geo_location": "South Africa",
"device_hash": "6d590f6268749ff912351b9a4812b2b61bf3ea25",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.1)",
"session_id": "91774140-1581-4193-a8b2-f71988a6cefa",
"risk_score": 48.73,
"confidence": 0.09
} | rioskimberly | api_abuse | null | null | null | MITRE Technique: T1110.003 | AI system api_abuse by rioskimberly MITRE Technique: T1110.003 | {
"baseline_deviation": 1.33,
"entropy": 6.91,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-baac8913 | 7968b3adc3c4d49286035dcdaee010083d51ca70 | fbc0bfd0452974cd1a2bd23f04a44717ca62f319 | null | null | null | null | null | null | null |
38d7ec8b-21fe-4540-8eeb-ef35b5008db4 | 2025-02-19T13:12:05 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTP traffic from 45.211.248.246:225 to 55.53.70.190:652 No additional info | {
"geo_location": "Vietnam",
"device_hash": "3c6512612654f4b52970981073301b01c3de642fdcf14a4df005de9d721433e6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ckb-IQ) AppleWebKit/531.16.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.16.1",
"session_id": "2b06ba81-565d-4fbe-b... | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 45.211.248.246:225 to 55.53.70.190:652 No additional info | {
"baseline_deviation": 1.03,
"entropy": 4.28,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 45.211.248.246 | 55.53.70.190 | null | null | null | null | null | null | null | null | 225 | 652 | HTTP | 413,623 | 88 | null | null |
55e4db44-f4f2-418e-988f-d00c820f797e | 2025-04-26T12:04:37 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Botswana",
"device_hash": "7fe83be9564441670ac2a7f27afe7bbf6d0e7571",
"user_agent": "Opera/9.58.(X11; Linux x86_64; ro-RO) Presto/2.9.189 Version/11.00",
"session_id": "40d24f11-b431-4f93-8671-61cff6c68d03",
"risk_score": 74.74,
"confidence": 0.45
} | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-6ce19bd1 | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
37f8dd5e-0f95-41d8-b77f-fe41d9c8c438 | 2025-04-26T12:35:54 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Alibaba by xstevens No additional info | {
"geo_location": "China",
"device_hash": "eeb1ce1f2ab8f09b351f598f9d0b8a85",
"user_agent": "Opera/8.66.(Windows NT 5.0; ku-TR) Presto/2.9.176 Version/12.00",
"session_id": "1e9ba128-d90d-41f7-9655-2e36385eda79",
"risk_score": 43.42,
"confidence": 0.34
} | xstevens | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by xstevens No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-f6e89374 | null | null | null | null | null | null | null | null | null | null |
5f988caf-2372-4e72-95f0-0bf1afb25489 | 2025-06-28T04:53:48 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in GCP by taylornicholas No additional info | {
"geo_location": "Togo",
"device_hash": "5f652e991dc894e3d56c51a74e2d7a199ea53f07",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/4.0)",
"session_id": "78eab74e-185a-4c1b-808c-f2c42f1ace4a",
"risk_score": 36.33,
"confidence": 0.28
} | taylornicholas | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by taylornicholas No additional info | null | null | null | null | null | null | null | null | null | GCP | res-2eb6f595 | null | null | null | null | null | null | null | null | null | null |
08ef2474-94b5-4ba7-a41a-0ddfc1bf68ff | 2025-04-16T19:59:23 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by eric95 No additional info | {
"geo_location": "Guinea",
"device_hash": "386cf6d3af2df5566612d32c1ad562d28d90b387",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; es-HN) AppleWebKit/535.47.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.47.5",
"session_id": "6ea4ee85-8c38-4a49-8d2c-a823692be317",
"risk... | eric95 | membership_inference | null | null | null | No additional info | AI system membership_inference by eric95 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e6f2b752 | f3e01cb450f9cb999b5b251a8f591e475ee8c3c10b694d32af80396d2bfd04a3 | 87e3a463ced8811268c3fa4fcc4cfa0d13362b8af2b0ab4c31ea14a912b09d89 | null | null | null | null | null | null | null |
e73b0dcc-21c2-40ff-aa3a-0a8ba4cf3f71 | 2025-07-07T05:45:05 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by sabrinagregory No additional info noise=C1664606 | {
"geo_location": "China",
"device_hash": "ed5e8d5043adfb3f3cdad48172e102fb",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/61.0.804.0 Safari/534.0",
"session_id": "c14b12bd-8305-4554-82df-eb3c2b84fdc5",
"risk_score": 36.42,
"confidence": 0.93
} | sabrinagregory | membership_inference | null | null | null | No additional info | AI system membership_inference by sabrinagregory No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cfb03011 | 6da2c0238bdd7c8f43c7039a2e2f7bcbe90b89be | 955f2380366160c28df7f7b8fd0653a089c7184a | null | null | null | null | null | null | null |
4693b779-ff55-4523-ba1a-8f2d01a409ee | 2025-05-05T21:50:47 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: Port Scan detected from 63.234.165.198 targeting 10.231.232.223 No additional info noise=posts/category/main | {
"geo_location": "Zambia",
"device_hash": "c7ff4b26001dc3b3660c6ad1f239e986e3f0a46f51671e9a5631d38cdc92ade5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/3.1)",
"session_id": "41e0ba15-7f6b-41de-86b7-659a159428a4",
"risk_score": 83.95,
"confidence": 0.08
} | null | null | null | null | null | No additional info | ArcSight Alert: Port Scan detected from 63.234.165.198 targeting 10.231.232.223 No additional info | null | null | null | null | 63.234.165.198 | 10.231.232.223 | Port Scan | SIG-6307 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
50b6cd70-e539-43e9-9b64-4709584102ad | 2025-03-06T06:40:27 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Fileless Attack detected from 173.145.189.84 targeting 166.173.135.50 No additional info noise=2B528E09 | {
"geo_location": "Albania",
"device_hash": "c9ce3464ce9fd29344893da75b33f72eeb7b494f",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; am-ET; rv:1.9.2.20) Gecko/2452-08-28 00:39:48 Firefox/3.8",
"session_id": "3814ffe3-9c7c-4e33-a6cd-928b79d67e9f",
"risk_score": 31.25,
"confidence": 0.26
} | null | null | null | null | null | No additional info | Trellix Alert: Fileless Attack detected from 173.145.189.84 targeting 166.173.135.50 No additional info | null | null | null | null | 173.145.189.84 | 166.173.135.50 | Fileless Attack | SIG-8983 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
2fd1d08c-52ab-49d3-bc61-6cff852efe2b | 2025-06-14T16:27:51 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat command_injection MITRE Technique: T1547.001 | {
"geo_location": "Fiji",
"device_hash": "efcd9e33a5fbfca800a436ca36849f012098206812130372b87058d4315f839a",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/16.0.871.0 Safari/531.1",
"session_id": "ff1b9291-f10b-472f-abe6-822923234ce5",
"risk_score": 35.75,
"conf... | null | command_injection | null | null | null | MITRE Technique: T1547.001 | IoT device Thermostat command_injection MITRE Technique: T1547.001 | null | Thermostat | iot-c95f76d7 | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
226e9e2a-6651-4ae8-8596-6e924bbd149e | 2025-05-24T11:47:40 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in GCP by william03 No additional info | {
"geo_location": "Senegal",
"device_hash": "d3758bd68bda418138f0378abe10afc9e4372d7c",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/36.0.852.0 Safari/535.0",
"session_id": "8aa2b943-1563-4883-aaee-68b74a3b40e4",
"risk_score": 27.53,
"confidence": 0.6
} | william03 | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by william03 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-6813d534 | null | null | null | null | null | null | null | null | null | null |
a4aafee4-da56-4ba3-ac7e-6d646cdd309e | 2025-01-22T23:15:52 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall deny DNS traffic from 141.162.14.204:56 to 134.123.253.140:970 No additional info | {
"geo_location": "Lesotho",
"device_hash": "2a1c3ee432da37600b82937b934eb8a24c9a82e68c2b7de4491f45399ad601ec",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_8) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/14.0.808.0 Safari/533.1",
"session_id": "0bf3d005-1aa6-4867-bc7c-fb89654073d0",
"risk_score":... | null | deny | null | null | null | No additional info | Firewall deny DNS traffic from 141.162.14.204:56 to 134.123.253.140:970 No additional info | null | null | null | null | 141.162.14.204 | 134.123.253.140 | null | null | null | null | null | null | null | null | 56 | 970 | DNS | 745,621 | 1,395 | null | null |
93331f5d-43de-4bf6-a368-741a413e41b9 | 2025-04-19T22:08:07 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Living-off-the-Land detected from 191.188.34.188 targeting 154.219.221.153 No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "e099758b951b26cf516a170f0a69523029743fd390bc41cd118a3353e2f7ab18",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "42b854bf-1e8b-4324-996f-647a68e85b3a",
"risk_score": 68.07,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Snort Alert: Living-off-the-Land detected from 191.188.34.188 targeting 154.219.221.153 No additional info | null | null | null | null | 191.188.34.188 | 154.219.221.153 | Living-off-the-Land | SIG-3449 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
025fec4c-a4e9-4709-85fb-30538d4d0f39 | 2025-04-29T16:10:20 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Alibaba by shawndavis MITRE Technique: T1059.001 | {
"geo_location": "Djibouti",
"device_hash": "420cde4fff125a51ec5b80bc6dee9cd1a4c5fb08",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.50.7 (KHTML, like Gecko) Version/4.0.3 Safari/531.50.7",
"session_id": "e961bf8c-d32d-46b2-a8d3-9ac0301758bd",
"risk_score": 29.65,
"confidence": ... | shawndavis | shadow_it | null | null | null | MITRE Technique: T1059.001 | Cloud shadow_it in Alibaba by shawndavis MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-ca103871 | null | null | null | null | null | null | null | null | null | null |
58e64ec2-58cb-4924-93b0-4cb3dbbb2a6e | 2025-05-10T04:15:44 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /project/free.flac by moniquestein No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "b8c3c0ab2ed19ba00ace9d9846373f0640ecbe36",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/28.0.846.0 Safari/534.2",
"session_id": "1040615c-9825-4acd-bc33-ad58da0ad750",
"risk_score": 76.34,
"confidence": 0.77
} | moniquestein | file_access | /project/free.flac | 8,019 | svchost.exe | No additional info | Endpoint file_access /project/free.flac by moniquestein No additional info | {
"baseline_deviation": 2.65,
"entropy": 5.62,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac80fab2-b938-49d8-a872-e85201a1450d | 2025-03-09T09:55:33 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in GCP by victoria95 Associated Threat Actor: Wizard Spider | {
"geo_location": "Montenegro",
"device_hash": "2afb61c104e00d7dd8c08a9afcec07a8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/45.0.808.0 Safari/532.0",
"session_id": "1f49e8ce-1c49-409a-8803-a576ad15bab7",
"risk_score": 58.99,
"confidence": 0.01
} | victoria95 | storage_access | null | null | null | Associated Threat Actor: Wizard Spider | Cloud storage_access in GCP by victoria95 Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | GCP | res-5ef00abd | null | null | null | null | null | null | null | null | null | null |
c3dbc294-380d-446d-a9d4-7b0ec5b2e6ba | 2025-04-22T19:28:03 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for umccann via password from 16.222.99.130 MITRE Technique: T1071.001 | {
"geo_location": "Guadeloupe",
"device_hash": "4cd3924488563bc7b99cbd325c84b511c8dd6464",
"user_agent": "Opera/8.41.(Windows NT 6.2; pap-AW) Presto/2.9.187 Version/11.00",
"session_id": "a5d43cb4-c892-4531-8dcd-599bd1cd08d8",
"risk_score": 52.56,
"confidence": 0.86
} | umccann | timeout | null | null | null | MITRE Technique: T1071.001 | Auth timeout for umccann via password from 16.222.99.130 MITRE Technique: T1071.001 | {
"baseline_deviation": 0.68,
"entropy": 2.84,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 16.222.99.130 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 67:7e:c2:de:08:3e |
ed87539f-7f38-4894-8162-fec354d98faf | 2025-05-18T02:58:58 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth challenge for michaelhopkins via OAuth from 198.45.228.59 No additional info | {
"geo_location": "Ecuador",
"device_hash": "4716b242405335e9409ee7f0b69c8a8f",
"user_agent": "Opera/9.70.(X11; Linux i686; so-SO) Presto/2.9.170 Version/10.00",
"session_id": "3866f369-3073-42d1-934c-b2c56de30e4c",
"risk_score": 55.31,
"confidence": 0.58
} | michaelhopkins | challenge | null | null | null | No additional info | Auth challenge for michaelhopkins via OAuth from 198.45.228.59 No additional info | null | null | null | null | 198.45.228.59 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | f0:e4:2f:46:23:83 |
fe3c5320-f36a-4b9e-8415-b9ea9f72025e | 2025-07-06T04:22:57 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by curtisphilip Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Cape Verde",
"device_hash": "81b7d354cd892c0e71027b8ce6e1ef17",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "18d287d3-f8a8-4bf6-bec6-d624f71752e8",
"risk_score": 28.88,
"confidence": 0.38
} | curtisphilip | model_inversion | null | null | null | Unconventional IOC: Bios timestamp anomalies | AI system model_inversion by curtisphilip Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | model-c98a870c | 127905a95114b96e763d8782997904093cc58a61 | 3da178ef1198bb1c6ed8b7774673f22fa3a64bb83c9ee76f1e42e1ae7f0f69ae | null | null | null | null | null | null | null |
909c22c2-137d-49d3-a07c-24a96f2b0953 | 2023-05-25T01:27:57 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop ICMP traffic from 141.121.81.147:76 to 10.171.87.152:220 No additional info | {
"geo_location": "Algeria",
"device_hash": "424a1c2c467bc6ab6a9fea1d6fbd637cbd7ab5aa",
"user_agent": "Opera/8.38.(X11; Linux i686; pa-IN) Presto/2.9.166 Version/10.00",
"session_id": "45b62975-8a63-4784-a569-d68debbc0f0f",
"risk_score": 62.05,
"confidence": 0.76
} | null | drop | null | null | null | No additional info | Firewall drop ICMP traffic from 141.121.81.147:76 to 10.171.87.152:220 No additional info | null | null | null | null | 141.121.81.147 | 10.171.87.152 | null | null | null | null | null | null | null | null | 76 | 220 | ICMP | 84,120 | 161 | null | null |
36144e7d-c17b-40ea-be75-0decc3b06b8d | 2025-04-20T10:03:13 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth success for robinsonalyssa via passwordless from 104.12.69.115 No additional info | {
"geo_location": "Mexico",
"device_hash": "52d3e80938f62ec70fc818701d7923d5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/62.0.889.0 Mobile/72V646 Safari/535.1",
"session_id": "7ade7de2-2964-4b5b-bc6e-f0a154b6048a",
"risk_score": 86.29,
"c... | robinsonalyssa | success | null | null | null | No additional info | Auth success for robinsonalyssa via passwordless from 104.12.69.115 No additional info | null | null | null | null | 104.12.69.115 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | bf:44:37:be:b7:e3 |
106d5ba9-c991-4975-aea2-55b9d984a3e8 | 2023-03-29T20:19:59 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall allow ICMP traffic from 111.109.162.212:376 to 148.246.211.196:467 Geo anomaly: Impossible travel detected | {
"geo_location": "Togo",
"device_hash": "ecfdccd73479d0a4f4428405e14a9872689f608dd1f46d44adefddcb18d5e8bc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.1)",
"session_id": "4cb4b9c9-31b8-4c38-91b4-f445e6d3338c",
"risk_score": 47.23,
"confidence": 0.84
} | null | allow | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow ICMP traffic from 111.109.162.212:376 to 148.246.211.196:467 Geo anomaly: Impossible travel detected | null | null | null | null | 111.109.162.212 | 148.246.211.196 | null | null | null | null | null | null | null | null | 376 | 467 | ICMP | 268,173 | 1,432 | null | null |
3e4f4faf-12d2-4859-b368-784839da2053 | 2025-05-03T11:13:59 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1486 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "de50df50006d34ee4890abb4bb04d5f191b1040c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/29.0.870.0 Mobile/21D244 Safari/533.1",
"session_id": "37b647a1-eb59-436f-ab4d-20f50c121a20... | null | sensor_spoofing | null | null | null | MITRE Technique: T1486 | IoT device Sensor sensor_spoofing MITRE Technique: T1486 | null | Sensor | iot-6130334d | 10.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bad1675d-3f01-4708-8cdc-2f82c5de136a | 2025-06-25T18:24:03 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in AWS by tara34 MITRE Technique: T1218.011 | {
"geo_location": "Finland",
"device_hash": "2e53a36587182c06c5d68c84f900dfab815ff663e5696c9d9b1db27c737f9f65",
"user_agent": "Opera/9.95.(X11; Linux x86_64; mn-MN) Presto/2.9.170 Version/12.00",
"session_id": "bad6bc51-12ac-4c80-8399-3284d5befa1f",
"risk_score": 43.01,
"confidence": 0.58
} | tara34 | crypto_mining | null | null | null | MITRE Technique: T1218.011 | Cloud crypto_mining in AWS by tara34 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | AWS | res-389ee306 | null | null | null | null | null | null | null | null | null | null |
87fbab51-2279-4bbe-9b53-2b0cf9c6624c | 2025-03-18T01:47:31 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network beaconing from 211.132.154.238 to 133.0.169.160 No additional info | {
"geo_location": "Serbia",
"device_hash": "019c915efbd497d019a4a6b3cfffcb9208df8b2f4217c3e081517e3ab401a704",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/10.0u2613.0 Mobile/67W188 Safari/531.0",
"session_id": "bb0c65ab-b599-4973-a5f3-9775fb5da... | null | beaconing | null | null | null | No additional info | Network beaconing from 211.132.154.238 to 133.0.169.160 No additional info | null | null | null | null | 211.132.154.238 | 133.0.169.160 | null | null | null | null | null | null | null | null | null | null | UDP | 668,233 | null | null | null |
322684c6-bcfb-4a15-8289-6c57ec3c0df7 | 2025-05-03T21:35:59 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system api_abuse by lgould No additional info | {
"geo_location": "Austria",
"device_hash": "7eaac5f4cec3dcf3eb437333a8a0aed3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mt-MT) AppleWebKit/532.46.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.46.7",
"session_id": "fea4a7c6-216c-4864-a270-2ae325a9c4b5",
"risk_score"... | lgould | api_abuse | null | null | null | No additional info | AI system api_abuse by lgould No additional info | null | null | null | null | null | null | null | null | null | null | null | model-90174a3d | 1d0b0c56eade43291aa3134b58811a041140c2dc | 7418e36fcbef4a59f264b988c704121e | null | null | null | null | null | null | null |
8b982716-b6f1-4f9e-9170-caa63e5101d0 | 2025-01-22T03:15:16 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: Fileless Attack detected from 183.94.76.136 targeting N/A No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "1b8420c8f194adf530f20a04d4f6a645",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/49.0.825.0 Safari/536.0",
"session_id": "4b3ab251-4892-4405-b00b-a4af54004cc3",
"risk_score": 42.41,
"confidence"... | null | null | null | null | null | No additional info | FireEye HX Alert: Fileless Attack detected from 183.94.76.136 targeting N/A No additional info | null | null | null | null | 183.94.76.136 | N/A | Fileless Attack | SIG-8172 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
07af9088-1d80-4d4a-8b62-123c7236a334 | 2025-03-12T00:14:48 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny SMB traffic from 10.18.81.2:341 to 61.254.1.178:584 Associated Threat Actor: FIN7 noise=camera|drug|throughout | {
"geo_location": "Qatar",
"device_hash": "dde513ec0be99fce6e19a3c9919623bb",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; fo-FO; rv:1.9.0.20) Gecko/6385-06-17 02:20:08 Firefox/3.6.2",
"session_id": "1a6eb16f-b6c7-4f86-ab33-c25d06f3895a",
"risk_score": 51.6,
"confidence": 0.49
} | null | deny | null | null | null | Associated Threat Actor: FIN7 | Firewall deny SMB traffic from 10.18.81.2:341 to 61.254.1.178:584 Associated Threat Actor: FIN7 | null | null | null | null | 10.18.81.2 | 61.254.1.178 | null | null | null | null | null | null | null | null | 341 | 584 | SMB | 682,540 | 615 | null | null |
664db61a-a1aa-4aa3-afcc-7a7712d63eea | 2025-02-08T03:13:50 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 40.37.152.17 to 13.222.123.51 Unconventional IOC: GPU memory artifacts | Possible protocol tunneling | {
"geo_location": "North Macedonia",
"device_hash": "3fd5efdb782474fa918e831055e13ad0fdb655ab",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/61.0.859.0 Safari/535.2",
"session_id": "147f93d3-7c34-40ed-9f53-92448402ad08",
"risk_score": 45.53,
"confidence": 0.03
} | null | bandwidth_usage | null | null | null | Unconventional IOC: GPU memory artifacts | Possible protocol tunneling | Network bandwidth_usage from 40.37.152.17 to 13.222.123.51 Unconventional IOC: GPU memory artifacts | Possible protocol tunneling | null | null | null | null | 40.37.152.17 | 13.222.123.51 | null | null | null | null | null | null | null | null | null | null | HTTP | 613,711 | null | null | null |
0d779eb3-4871-4a4e-970a-7634311bdb0b | 2025-02-27T01:34:21 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Cuba",
"device_hash": "8fbe3b0d9234e6d12751cf5e275e08897e3b3cb5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.32.5 (KHTML, like Gecko) Version/5.0 Safari/533.32.5",
"session_id": "c11d5939-5599-4ab2-9537-f496ff2afa6f",
"risk_score": 62.15,
"confidence": 0.79
} | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-8a5a2cba | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
80c8114d-2ea2-49bd-ad7f-298c02f22f67 | 2025-03-20T05:26:19 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat side_channel MITRE Technique: T1486 | {
"geo_location": "Christmas Island",
"device_hash": "b557565c9e4cfbfaf1f63e8a72358d2421d6faf5f607a435c790a5c94e9a6464",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.0)",
"session_id": "b065392a-723d-46da-9aa1-23a01548d1f5",
"risk_score": 47.5,
"confidence": 0.49
} | null | side_channel | null | null | null | MITRE Technique: T1486 | IoT device Thermostat side_channel MITRE Technique: T1486 | null | Thermostat | iot-d0b32d8b | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29654a8d-4f1c-4616-a7c9-2c512100f3d2 | 2025-03-13T12:03:59 | endpoint | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection history by tammy20 Associated Threat Actor: APT35 | {
"geo_location": "Haiti",
"device_hash": "527efa4f472e811f52267ed74d1803dcaf8fe41a109a7e040207fe8995251430",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; fur-IT) AppleWebKit/535.13.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6535.13.7",
"session_id": "0c0349cf-5f85-4f2a-a66... | tammy20 | memory_injection | history | 8,520 | powershell.exe | Associated Threat Actor: APT35 | Endpoint memory_injection history by tammy20 Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
106bd2a3-fad2-4cc4-87e7-3d1895c4f10b | 2025-04-14T17:13:21 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in OCI by volson No additional info | {
"geo_location": "Mali",
"device_hash": "27faf94783efe1c3b9d448ca7b194823f7e307405976031e36346d8aaae7b90c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/3.0)",
"session_id": "1f6ba9ea-c206-4fbe-af4f-4576aabf5606",
"risk_score": 19.43,
"confidence": 0.29
} | volson | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by volson No additional info | {
"baseline_deviation": 0.59,
"entropy": 7.5,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | OCI | res-a68902dc | null | null | null | null | null | null | null | null | null | null |
f5a4cb69-8e89-4aac-8bc5-6cf835ad3174 | 2025-06-24T08:28:45 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Alibaba by joshuastrong No additional info | {
"geo_location": "Iran",
"device_hash": "bb5060f27c449b71c1c31df92c2fb3f3e01c277a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "055955fc-80f5-4b8d-b647-a0bbd1e496f8",
"risk_score": 86.33,
"confidence": 0.38
} | joshuastrong | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by joshuastrong No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-a33b0d58 | null | null | null | null | null | null | null | null | null | null |
189cdbf0-5a36-404c-99cf-3993c0d1e3df | 2025-03-21T22:52:58 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update MITRE Technique: T1204.002 | {
"geo_location": "Mauritania",
"device_hash": "a5212be7e9d12ca7fd8a582173420379342313f8",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/52.0.824.0 Safari/533.0",
"session_id": "c8fc62c6-823b-40aa-a8b9-c3744d43ce7b",
"risk_score": 35.09,
"confidence": 0.9
} | null | firmware_update | null | null | null | MITRE Technique: T1204.002 | IoT device Medical firmware_update MITRE Technique: T1204.002 | null | Medical | iot-f7b08a19 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6614ad42-79fd-4a8b-ba92-e5f354972530 | 2025-05-23T04:28:49 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by sarah50 No additional info | {
"geo_location": "Argentina",
"device_hash": "2b28917bf9dae7c25907a4229e3be658",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/35.0.801.0 Mobile/62N586 Safari/535.0",
"session_id": "b606072e-ff6a-4558-b8bf-2c5f964daf36",
"risk_score": 49.83,... | sarah50 | model_inversion | null | null | null | No additional info | AI system model_inversion by sarah50 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1aeae547 | 249358b8df8ec5bc16d6a4153d3206914e7523d5 | df8a802e8276de5ec1bb234db7b0b33df96fd136 | null | null | null | null | null | null | null |
cb6535eb-837e-4106-958a-26598019e7c0 | 2025-02-26T17:55:18 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 180.219.26.150 to 104.8.129.183 MITRE Technique: T1486 | {
"geo_location": "Iran",
"device_hash": "78071155243a4534502c1e82c8aab1b1064172a7d60362accc962347f8517e3a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/28.0.813.0 Safari/536.0",
"session_id": "edf6b01a-94d3-4004-8fff-9529c0c7117f",
"risk_score": 51.54,
"confi... | null | bandwidth_usage | null | null | null | MITRE Technique: T1486 | Network bandwidth_usage from 180.219.26.150 to 104.8.129.183 MITRE Technique: T1486 | null | null | null | null | 180.219.26.150 | 104.8.129.183 | null | null | null | null | null | null | null | null | null | null | UDP | 512,949 | null | null | null |
ae764395-e4d9-4f37-8317-446e1c15c807 | 2025-04-17T07:42:43 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for sandra12 via password from 151.29.132.236 MITRE Technique: T1071.001 | {
"geo_location": "Papua New Guinea",
"device_hash": "b9b6f90789a03ccc38b71545a15f118e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2999-02-19 06:31:36 Firefox/3.6.8",
"session_id": "e06fa4e7-18b4-49c5-9d0e-b50a09b46f98",
"risk_score": 61.44,
"confidence": 0.7
} | sandra12 | bypass | null | null | null | MITRE Technique: T1071.001 | Auth bypass for sandra12 via password from 151.29.132.236 MITRE Technique: T1071.001 | null | null | null | null | 151.29.132.236 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | c3:b8:05:ca:0e:87 |
842f6c82-cbd3-4859-8342-2d3c72544590 | 2025-04-09T12:19:14 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTPS traffic from 20.244.170.73:93 to 10.117.232.12:236 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "e5dddcb4b4009fb9389f56e5d86e2794",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.0)",
"session_id": "9c16d883-d336-447a-84dc-c83130e7f4b5",
"risk_score": 39.35,
"confidence": 1
} | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 20.244.170.73:93 to 10.117.232.12:236 No additional info | null | null | null | null | 20.244.170.73 | 10.117.232.12 | null | null | null | null | null | null | null | null | 93 | 236 | HTTPS | 484,268 | 2,812 | null | null |
5371b1ae-0be2-4597-a9b5-0b5ef99b2d63 | 2027-09-12T08:07:46 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 138.220.42.100 to 205.35.171.140 Associated Threat Actor: Kimsuky noise=3D773288 | {
"geo_location": "New Zealand",
"device_hash": "68274b6c7c92531931101fe450578bc3",
"user_agent": "Opera/9.75.(Windows NT 5.0; brx-IN) Presto/2.9.180 Version/10.00",
"session_id": "c2459750-8447-4a69-9cad-b46412beff37",
"risk_score": 42.39,
"confidence": 0.92
} | null | disconnection | null | null | null | Associated Threat Actor: Kimsuky | Network disconnection from 138.220.42.100 to 205.35.171.140 Associated Threat Actor: Kimsuky | null | null | null | null | 138.220.42.100 | 205.35.171.140 | null | null | null | null | null | null | null | null | null | null | ICMP | 109,602 | null | null | null |
5d347f42-c74c-4c4f-b12e-8774cab4b023 | 2025-06-10T09:54:43 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by davidconway Associated Threat Actor: DarkSide | {
"geo_location": "Slovenia",
"device_hash": "d21661af46c6eeb29e269b4a4ca319d2f9ba17775c166974a82f39475a9626df",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "f7e26828-eb78-4108-8a78-43332733a691",
"risk_score": 35.32,
"confidence": 0
} | davidconway | fine_tuning | null | null | null | Associated Threat Actor: DarkSide | AI system fine_tuning by davidconway Associated Threat Actor: DarkSide | {
"baseline_deviation": 0.55,
"entropy": 6.03,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-618240b4 | 855376099074dc22db022359e04d1a7a08df0ea8ac25fab257cc52a2316aa277 | 8e7caf00d13ba470491c72636c247b1210d5c82d | null | null | null | null | null | null | null |
8604d1d1-4558-492a-a864-9d0af6247def | 2025-01-31T05:43:19 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by hullkara No additional info noise=1081A2A7 | {
"geo_location": "France",
"device_hash": "b026f4f0f986490e7b3a624e4e4a4d56",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9898-01-26 01:07:40 Firefox/3.8",
"session_id": "ecf2473d-6239-491c-ab50-ab0ed7e8af37",
"risk_score": 30.73,
"confidence": 0.4
} | hullkara | membership_inference | null | null | null | No additional info | AI system membership_inference by hullkara No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a6963703 | 3fb2ff4f8a669db1cd514d2aca3c4218 | 64e5d3c4cbd410837082751c6d6b6bbb | null | null | null | null | null | null | null |
12269211-80ab-42c9-9caa-a5639adecbd4 | 2025-03-10T21:09:34 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: XSS detected from 5.109.61.32 targeting N/A MITRE Technique: T1574.002 | {
"geo_location": "Bhutan",
"device_hash": "da18e61b3d3617405c7152de1bf0e6ae",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/47.0.842.0 Mobile/85K974 Safari/533.1",
"session_id": "7c28b9ea-e2cf-4827-9e32-3e89c3cb0b31",
"risk_score": 1.82,
"... | null | null | null | null | null | MITRE Technique: T1574.002 | AlienVault Alert: XSS detected from 5.109.61.32 targeting N/A MITRE Technique: T1574.002 | null | null | null | null | 5.109.61.32 | N/A | XSS | SIG-5480 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
f7796acc-ee19-44c7-81bc-9f51a6ddbcd1 | 2025-02-05T07:11:36 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Bahrain",
"device_hash": "d496485ba0caba234564d17b9bfcc773f2b5e96c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "d755d5f6-fe23-4b11-845d-f9666a27d7df",
"risk_score": 48.56,
"confidence": 0.81
} | null | unusual_activity | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | null | Sensor | iot-d0e49ab5 | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e06f6728-a082-4fe9-befb-97a261e8e24e | 2025-01-28T18:56:01 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 4.129.189.83:957 to 39.219.207.254:425 MITRE Technique: T1071.001 noise=top|join|sense | {
"geo_location": "Christmas Island",
"device_hash": "e99352b8ab9878bfb053b349676a997b2d2513036ab2e6437a69c2d1f8af2742",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5711-02-21 18:37:56 Firefox/3.6.3",
"session_id": "b83c96b2-e7fe-431b-99b0-04f27821032c",
"risk_score": 43.71,
"confidence"... | null | deny | null | null | null | MITRE Technique: T1071.001 | Firewall deny DNS traffic from 4.129.189.83:957 to 39.219.207.254:425 MITRE Technique: T1071.001 | null | null | null | null | 4.129.189.83 | 39.219.207.254 | null | null | null | null | null | null | null | null | 957 | 425 | DNS | 479,816 | 1,877 | null | null |
63880b83-5a22-4a62-8045-36f37b976c09 | 2025-06-24T05:20:15 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for summerbrown via key from 129.180.116.6 MITRE Technique: T1110.003 | {
"geo_location": "Iran",
"device_hash": "d59ca02d03e9479d3de7639d9dabbf60",
"user_agent": "Opera/8.92.(Windows NT 5.1; lg-UG) Presto/2.9.162 Version/11.00",
"session_id": "c638d420-2918-4cf9-9e59-26c928e218b3",
"risk_score": 29.91,
"confidence": 0.08
} | summerbrown | timeout | null | null | null | MITRE Technique: T1110.003 | Auth timeout for summerbrown via key from 129.180.116.6 MITRE Technique: T1110.003 | null | null | null | null | 129.180.116.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | e5:55:d3:94:b2:d7 |
3170838b-1fc6-4b29-96b5-c0600908e344 | 2025-04-10T16:52:47 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for lewisadam via key from 164.101.203.169 No additional info noise=search/categories/list | {
"geo_location": "Myanmar",
"device_hash": "dc9eae9bde438ce8782af6c0f6828c4000b653c4",
"user_agent": "Opera/9.53.(Windows NT 5.0; bo-CN) Presto/2.9.164 Version/11.00",
"session_id": "4dc7fb2b-a52f-4972-ae87-0167b50391a7",
"risk_score": 43.33,
"confidence": 0.83
} | lewisadam | failed | null | null | null | No additional info | Auth failed for lewisadam via key from 164.101.203.169 No additional info | null | null | null | null | 164.101.203.169 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 80:0d:55:29:50:4b |
812838e6-2021-4ea3-92a3-d5f3c06577b4 | 2025-04-23T02:22:07 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall drop ICMP traffic from 3.140.215.224:103 to 84.90.83.70:139 No additional info | {
"geo_location": "Qatar",
"device_hash": "0bb6e3033597809ba52869281160ea962663e18b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/25.0.842.0 Safari/531.0",
"session_id": "e05abcec-632d-48d5-ae38-4b37870c5410",
"risk_score": 24.44,
"confidence": 0.01
} | null | drop | null | null | null | No additional info | Firewall drop ICMP traffic from 3.140.215.224:103 to 84.90.83.70:139 No additional info | null | null | null | null | 3.140.215.224 | 84.90.83.70 | null | null | null | null | null | null | null | null | 103 | 139 | ICMP | 293,984 | 2,043 | null | null |
7586a587-067a-4c11-b602-512cbcb7f579 | 2025-04-06T20:19:36 | firewall | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SMB traffic from 165.34.100.34:64136 to 44.108.228.134:952 Associated Threat Actor: Scattered Spider noise=4EC59A02 | {
"geo_location": "Luxembourg",
"device_hash": "b8f86b03b7e21233f2f922bb3148a0d04ddff76f4a9179b75ad3622e4ad99b0f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "0ffb2b31-a704-44c0-a233-594ef63afb33",
"risk_score": 44.16,
"confidence": 0.28
} | null | quarantine | null | null | null | Associated Threat Actor: Scattered Spider | Firewall quarantine SMB traffic from 165.34.100.34:64136 to 44.108.228.134:952 Associated Threat Actor: Scattered Spider | null | null | null | null | 165.34.100.34 | 44.108.228.134 | null | null | null | null | null | null | null | null | 64,136 | 952 | SMB | 257,272 | 2,887 | null | null |
5bfb2a2e-0ee7-4826-9d8c-8f9e89bcc1d4 | 2025-05-01T10:53:42 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Hong Kong",
"device_hash": "2b373ad45c502f859fd291b7362c9b82",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.0)",
"session_id": "4fd3a316-0b99-4164-8e3a-96b7696a0c19",
"risk_score": 54.59,
"confidence": 0.79
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-d822beb4 | 9.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c8e05094-d87a-4dad-8aad-596c359536e6 | 2025-07-05T19:30:13 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall deny DNS traffic from 163.119.141.97:751 to 10.68.3.178:695 No additional info | {
"geo_location": "Spain",
"device_hash": "ed8a5ac2fc14c7afd1055c04dd720c95",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/21.0.809.0 Safari/534.0",
"session_id": "b6006b16-4af4-44f1-854e-c9fa57181743",
"risk_score": 38.73,
"confidence": 0.26
} | null | deny | null | null | null | No additional info | Firewall deny DNS traffic from 163.119.141.97:751 to 10.68.3.178:695 No additional info | null | null | null | null | 163.119.141.97 | 10.68.3.178 | null | null | null | null | null | null | null | null | 751 | 695 | DNS | 560,680 | 15 | null | null |
43e21d6a-b0ca-4640-971f-663fbb002741 | 2025-05-11T17:00:40 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec /consumer/main.css by shannon30 Associated Threat Actor: APT34 | {
"geo_location": "Nigeria",
"device_hash": "8915fcae0e0dab0da2517b9ffc900a2ef108b359",
"user_agent": "Opera/9.44.(Windows 98; Win 9x 4.90; hne-IN) Presto/2.9.163 Version/10.00",
"session_id": "db486b07-0c1f-4589-b719-1565a1e0454d",
"risk_score": 53.03,
"confidence": 0.61
} | shannon30 | powershell_exec | /consumer/main.css | 6,952 | explorer.exe | Associated Threat Actor: APT34 | Endpoint powershell_exec /consumer/main.css by shannon30 Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a85e6257-318a-40d1-8c78-dbc9eb4df372 | 2025-04-22T03:34:11 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access capital by saunderscharles No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "035fabfe4bca520ec11e559326a2f7a9841d5a19",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "35d21738-ad99-4913-9baa-5c4173f3ed1f",
"risk_score": 43.48,
"confidence": 0.73
} | saunderscharles | file_access | capital | 9,921 | svchost.exe | No additional info | Endpoint file_access capital by saunderscharles No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
843a1dd8-0a73-44d4-ae7d-0da62b142a13 | 2025-07-07T04:53:00 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by ecaldwell No additional info | {
"geo_location": "Saint Helena",
"device_hash": "9be3c3e86c072dc231018ddde350fa9b959f8831d36f2d2d8eeeacff4e08e893",
"user_agent": "Opera/8.73.(Windows 98; hr-HR) Presto/2.9.163 Version/10.00",
"session_id": "6690599b-3b36-4e69-b10d-f436f652e899",
"risk_score": 62.34,
"confidence": 0.34
} | ecaldwell | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by ecaldwell No additional info | null | null | null | null | null | null | null | null | null | OCI | res-b0c66940 | null | null | null | null | null | null | null | null | null | null |
1edfc85a-1e1a-4255-a7d6-5669ff46db18 | 2023-08-28T18:19:51 | 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: XSS detected from 10.138.89.51 targeting 81.208.243.37 No additional info | {
"geo_location": "China",
"device_hash": "fbe727265b01289819f46ae6de386ef4c635bddf",
"user_agent": "Mozilla/5.0 (Windows CE; ta-LK; rv:1.9.0.20) Gecko/4725-04-10 09:24:14 Firefox/3.6.14",
"session_id": "89770306-3e62-4c07-8669-fc8891986671",
"risk_score": 77.58,
"confidence": 0.62
} | null | null | null | null | null | No additional info | Vectra AI Alert: XSS detected from 10.138.89.51 targeting 81.208.243.37 No additional info | null | null | null | null | 10.138.89.51 | 81.208.243.37 | XSS | SIG-5586 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
b6c3e73c-4b39-4919-9757-97e3a68d72cf | 2025-03-08T00:06:58 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: ICS Attack detected from 72.43.152.12 targeting 139.126.30.4 MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Dominica",
"device_hash": "776bda03b785bfc13c5488212f171b38",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "d11896db-56ea-4e4a-afdd-9f6652a4a855",
"risk_score": 26.61,
"confidence": 0.77
} | null | null | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | Tanium Alert: ICS Attack detected from 72.43.152.12 targeting 139.126.30.4 MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | null | null | null | null | 72.43.152.12 | 139.126.30.4 | ICS Attack | SIG-2103 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
6c03bde2-ea28-4d31-9aae-e983eecbb2e0 | 2025-05-10T10:02:04 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system membership_inference by clarkkayla No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "4aed0175401531c67cb27eeea25c68011d6ed1f0",
"user_agent": "Opera/9.18.(X11; Linux i686; shs-CA) Presto/2.9.165 Version/10.00",
"session_id": "edec7072-20e5-4899-bb38-9311141f3519",
"risk_score": 35.98,
"confidence": 0.31
} | clarkkayla | membership_inference | null | null | null | No additional info | AI system membership_inference by clarkkayla No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c4e3c86a | f1081a46f011a7882ad47b90b7caa73e306247a703c9a93a68074f6b0f430424 | c3a68c8ad9b36a6145abf428b73dc2c6 | null | null | null | null | null | null | null |
5c7842bf-fc88-4b8d-834c-dd755331208a | 2025-03-16T06:45:30 | endpoint | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load involve by brittany71 MITRE Technique: T1566.001 | {
"geo_location": "Mauritius",
"device_hash": "75b1ea5d17ea877324ee0e4c9d6ead1372cfbfcf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.1)",
"session_id": "9e1a936c-67af-4d7c-b3aa-a29d9f564e4d",
"risk_score": 37.59,
"confidence": 0.09
} | brittany71 | driver_load | involve | 9,040 | powershell.exe | MITRE Technique: T1566.001 | Endpoint driver_load involve by brittany71 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2238a0f3-1671-430d-a76f-8c38beb7ceb3 | 2025-02-21T05:20:46 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "United Arab Emirates",
"device_hash": "1bc37d464f22c8e7692fed2d32060649",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_5 rv:5.0; ms-MY) AppleWebKit/535.43.5 (KHTML, like Gecko) Version/5.1 Safari/535.43.5",
"session_id": "d3a066b0-3ae3-4584-9d05-06c2ba6aca75",
"risk_score": 62.... | null | firmware_update | null | null | null | Unconventional IOC: Bios timestamp anomalies | IoT device Camera firmware_update Unconventional IOC: Bios timestamp anomalies | {
"baseline_deviation": 1.66,
"entropy": 4.46,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Camera | iot-aedd0fe5 | 5.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f94f0a2e-0a96-4d7a-928f-2f16fd562ec2 | 2025-06-26T12:43:32 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Iran",
"device_hash": "12fadfc6cf4153f5f66725a3a6a8b9ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.1)",
"session_id": "d01000c5-7843-455f-9955-79ba55c2538f",
"risk_score": 46.75,
"confidence": 0.7
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-2ce755d1 | 5.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ecaf900a-258e-4016-90e6-1b1fe0addbf3 | 2029-08-15T15:53:45 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop TCP traffic from 207.172.125.94:838 to 10.138.191.166:644 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "40ca46d37ae273c5ab0316408b165541466fc2d55ba3d13cf5b12d360302848b",
"user_agent": "Opera/9.62.(X11; Linux i686; yo-NG) Presto/2.9.188 Version/12.00",
"session_id": "6697c045-c429-488e-86ca-f62c8c8f6021",
"risk_score": 25.62,
"confidence": 0.56
} | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 207.172.125.94:838 to 10.138.191.166:644 No additional info | null | null | null | null | 207.172.125.94 | 10.138.191.166 | null | null | null | null | null | null | null | null | 838 | 644 | TCP | 585,093 | 2,849 | null | null |
8c50f9de-9cb2-4ee7-b1aa-56dc435e9986 | 2025-04-01T02:11:41 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: Credential Stuffing detected from 164.228.205.50 targeting 92.202.222.221 MITRE Technique: T1053.005 | {
"geo_location": "Malawi",
"device_hash": "99cd6becff414f806812dff298c0cfd3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.1)",
"session_id": "c01417e9-24e8-47c1-8554-ee11277a467b",
"risk_score": 37.83,
"confidence": 0.79
} | null | null | null | null | null | MITRE Technique: T1053.005 | Microsoft Sentinel Alert: Credential Stuffing detected from 164.228.205.50 targeting 92.202.222.221 MITRE Technique: T1053.005 | null | null | null | null | 164.228.205.50 | 92.202.222.221 | Credential Stuffing | SIG-8360 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
3732589a-46c6-4d31-8740-039557062229 | 2025-05-07T02:21:54 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by luis13 MITRE Technique: T1071.001 | {
"geo_location": "Niue",
"device_hash": "45fe662aa90a90ef03f49ec2ce904e7a813a6b1803acfb3eb9380c7082725be5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; af-ZA) AppleWebKit/531.5.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6531.5.7",
"session_id": "6b41a095-2474-4e86-9b45-59... | luis13 | api_abuse | null | null | null | MITRE Technique: T1071.001 | AI system api_abuse by luis13 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-e8e50c32 | 47abc83cd1398f44c8f0f16fb348c358af23ee054c42d1bc613831c71fd08dff | 4e0aeb12249f92871a514733cfa3995feadb3d9ba823ab509196d0639d9b3daf | null | null | null | null | null | null | null |
09ea6bd5-4214-483a-aba0-d8f652f6aeca | 2025-05-30T10:59:40 | 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 Alibaba by zacharystout MITRE Technique: T1078.004 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "509b273227c2c56d2fb7ef17efb01639874184c34cf625c7dfba3a9962db6453",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ia-FR; rv:1.9.2.20) Gecko/2795-01-01 08:49:13 Firefox/3.8",
"session_id": "6d06f2b6-358d-45f5-adae-25f0e39c8952",
"risk_score": 70.52,
... | zacharystout | lambda_execution | null | null | null | MITRE Technique: T1078.004 | Cloud lambda_execution in Alibaba by zacharystout MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | Alibaba | res-ad32998d | null | null | null | null | null | null | null | null | null | null |
87535827-8973-4534-af84-661fa33af1f4 | 2025-03-18T23:25:55 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation Associated Threat Actor: Leafminer | {
"geo_location": "Guadeloupe",
"device_hash": "b7a1b8dc5f355ae7e5d85ae54928adef",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; fo-FO; rv:1.9.0.20) Gecko/4353-08-29 23:46:06 Firefox/3.8",
"session_id": "5809ac45-365a-40c7-8e29-3947988cd6d0",
"risk_score": 52.68,
"confidence": 0.62
} | null | protocol_violation | null | null | null | Associated Threat Actor: Leafminer | IoT device Thermostat protocol_violation Associated Threat Actor: Leafminer | null | Thermostat | iot-748ed4c1 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
412598cc-71a2-4f56-b881-5b16b8c19d98 | 2025-03-03T12:52:45 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Cloud API Abuse detected from 98.239.59.84 targeting N/A MITRE Technique: T1543.003 | {
"geo_location": "Romania",
"device_hash": "f7f6da0423604650da324e1b49ee8bf6bce6fb45",
"user_agent": "Opera/8.33.(X11; Linux i686; nhn-MX) Presto/2.9.172 Version/11.00",
"session_id": "69dc20c4-ce65-450e-859f-28bd1b19af67",
"risk_score": 68.04,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1543.003 | Suricata Alert: Cloud API Abuse detected from 98.239.59.84 targeting N/A MITRE Technique: T1543.003 | null | null | null | null | 98.239.59.84 | N/A | Cloud API Abuse | SIG-4443 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
89d919f9-b707-476a-bead-0da776d84ae7 | 2025-06-08T14:15:45 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine TCP traffic from 15.171.164.63:218 to 10.137.93.185:934 Associated Threat Actor: APT37 noise=life|risk|article | {
"geo_location": "Isle of Man",
"device_hash": "71667e191bfba85c15fde320a08901bb",
"user_agent": "Opera/8.48.(Windows NT 11.0; so-ET) Presto/2.9.166 Version/11.00",
"session_id": "ad1f7ae5-efb6-46a5-8a65-cda32dfca79f",
"risk_score": 59.23,
"confidence": 0.16
} | null | quarantine | null | null | null | Associated Threat Actor: APT37 | Firewall quarantine TCP traffic from 15.171.164.63:218 to 10.137.93.185:934 Associated Threat Actor: APT37 | null | null | null | null | 15.171.164.63 | 10.137.93.185 | null | null | null | null | null | null | null | null | 218 | 934 | TCP | 623,120 | 2,737 | null | null |
a04c962e-7c77-4f70-a671-fea43d78f362 | 2025-06-06T13:53:03 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow TCP traffic from 181.221.220.108:51702 to 137.154.131.15:637 No additional info | {
"geo_location": "Cameroon",
"device_hash": "75d9e21cf430678d977434455012d96e76919d0f",
"user_agent": "Opera/9.15.(X11; Linux x86_64; hr-HR) Presto/2.9.182 Version/12.00",
"session_id": "ee28a24e-1015-4e35-850d-a893e7bfc2d5",
"risk_score": 54.55,
"confidence": 0.97
} | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 181.221.220.108:51702 to 137.154.131.15:637 No additional info | null | null | null | null | 181.221.220.108 | 137.154.131.15 | null | null | null | null | null | null | null | null | 51,702 | 637 | TCP | 467,664 | 2,521 | null | null |
ff60ebb0-b0ac-43bc-b5d1-8974f893e114 | 2025-05-20T08:59:48 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by briandean No additional info | {
"geo_location": "Eritrea",
"device_hash": "9bf331ea3663e1bb99bd04c0fcfe5158836ff0842e5869b96938c172344aa0e9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_3 rv:2.0; doi-IN) AppleWebKit/535.26.6 (KHTML, like Gecko) Version/4.0.2 Safari/535.26.6",
"session_id": "af04ed51-e68d-450e-b54c-e71a49d66... | briandean | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by briandean No additional info | {
"baseline_deviation": 0.7,
"entropy": 4.47,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-2d0a987b | null | null | null | null | null | null | null | null | null | null |
91e15cfb-1b92-4b40-a0c6-4e30d26fde34 | 2025-07-04T17:38:15 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network disconnection from 82.37.111.156 to 99.99.50.230 MITRE Technique: T1566.001 | {
"geo_location": "Sri Lanka",
"device_hash": "f39972d7c09f06404ec7148f5472ae95ec502428",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "3ad6d1e7-e88d-46a6-b4b8-052a315e2348",
"risk_score": 17.79,
"confidence": 0.82
} | null | disconnection | null | null | null | MITRE Technique: T1566.001 | Network disconnection from 82.37.111.156 to 99.99.50.230 MITRE Technique: T1566.001 | null | null | null | null | 82.37.111.156 | 99.99.50.230 | null | null | null | null | null | null | null | null | null | null | HTTPS | 883,019 | null | null | null |
7d0b2127-cc2b-42f7-a0e2-b4cdd1129f6d | 2025-03-17T19:51:28 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop fact by gdavidson Associated Threat Actor: Cobalt Group noise=40BAD5DE | {
"geo_location": "Montenegro",
"device_hash": "5f705170cb222b81f846b76be5ff4f83568427d9d9606d4f0d05d5165aa27bfa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.1)",
"session_id": "beb5c076-fa70-43d3-ba69-93ec2a6710a5",
"risk_score": 54.45,
"confidence": 0.09
} | gdavidson | process_stop | fact | 7,351 | explorer.exe | Associated Threat Actor: Cobalt Group | Endpoint process_stop fact by gdavidson Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f39c6a18-c71b-405c-993a-6f81d2c9b38a | 2025-02-10T23:04:00 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Azure by johnsmith No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "687406b492b06458802a1f36586769dd3498b47fde133a0e429e1acb3c3e2151",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; mai-IN) AppleWebKit/532.24.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.24.2",
"session_id": "5a9ea49b-3a41-... | johnsmith | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by johnsmith No additional info | null | null | null | null | null | null | null | null | null | Azure | res-f5c28c10 | null | null | null | null | null | null | null | null | null | null |
ef6e3a69-c12a-4c6b-bf99-c6cb54ce13ce | 2025-03-13T05:00:42 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Camera protocol_violation No additional info noise=U3BlZWNoLg== | {
"geo_location": "Martinique",
"device_hash": "bc948317967412575dd2806d6d45597455eb0788",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.10.1 (KHTML, like Gecko) Version/5.0.4 Safari/534.10.1",
"session_id": "7aba4682-539b-4617-b1fa-d726842c3a1f",
"risk_score": 73.37,
"confidence":... | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-43490de7 | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a04142c2-8f32-42ac-8613-8f6d8990c32d | 2025-02-11T04:35:34 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 23.35.54.86 to 188.2.247.174 MITRE Technique: T1204.002 | {
"geo_location": "Saint Helena",
"device_hash": "6323f558458cf937f4c8b5712b419624",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_3 rv:5.0; niu-NU) AppleWebKit/532.5.1 (KHTML, like Gecko) Version/4.1 Safari/532.5.1",
"session_id": "aa932bef-dec8-4026-99d4-fad671421bf8",
"risk_score": 93.41,
... | null | protocol_anomaly | null | null | null | MITRE Technique: T1204.002 | Network protocol_anomaly from 23.35.54.86 to 188.2.247.174 MITRE Technique: T1204.002 | null | null | null | null | 23.35.54.86 | 188.2.247.174 | null | null | null | null | null | null | null | null | null | null | ICMP | 84,076 | null | null | null |
78b1d4a9-f36c-4157-9027-34efef5459f8 | 2025-01-23T14:23:13 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: Fileless Attack detected from 10.66.57.59 targeting 92.77.152.224 MITRE Technique: T1134.001 | {
"geo_location": "Hungary",
"device_hash": "fe731818ab0ac8ba81430b499eb1ac4db6c06eb5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; hr-HR) AppleWebKit/535.42.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6535.42.6",
"session_id": "dae30717-9295-4044-a079-26860561c433",
"ris... | null | null | null | null | null | MITRE Technique: T1134.001 | Darktrace Alert: Fileless Attack detected from 10.66.57.59 targeting 92.77.152.224 MITRE Technique: T1134.001 | null | null | null | null | 10.66.57.59 | 92.77.152.224 | Fileless Attack | SIG-3662 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
048f6c16-4635-4012-80ed-16e6c609b5e1 | 2025-03-07T00:20:53 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /prepare/compare.webm by robertsmaurice MITRE Technique: T1486 | {
"geo_location": "Iceland",
"device_hash": "4ed12adde71fe76e61f7caa728d0ba1b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/3.1)",
"session_id": "a8bcc98f-0e49-4cb1-87f5-2375f20e7b10",
"risk_score": 62.88,
"confidence": 0.85
} | robertsmaurice | service_install | /prepare/compare.webm | 7,295 | explorer.exe | MITRE Technique: T1486 | Endpoint service_install /prepare/compare.webm by robertsmaurice MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c519a3a-85ea-471d-9ae2-675ec6ec9346 | 2025-02-03T11:35:54 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only TCP traffic from 6.184.17.33:30137 to 120.198.53.176:375 MITRE Technique: T1053.005 | {
"geo_location": "El Salvador",
"device_hash": "e02823a23e9f43270e10e85b5c12799a32201aad",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 15_8_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/9.1m8829.0 Mobile/83H279 Safari/532.2",
"session_id": "9e018697-2a75-48f3-87d6-6f74932fca3d",
"risk_sc... | null | log-only | null | null | null | MITRE Technique: T1053.005 | Firewall log-only TCP traffic from 6.184.17.33:30137 to 120.198.53.176:375 MITRE Technique: T1053.005 | {
"baseline_deviation": 0.52,
"entropy": 7.94,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 6.184.17.33 | 120.198.53.176 | null | null | null | null | null | null | null | null | 30,137 | 375 | TCP | 311,017 | 2,948 | null | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.