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 | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55
values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10
values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
55b436c7-dc7b-4e04-a75c-0e3d4736bd68 | 2025-01-27T09:00:52 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SMB traffic from 129.235.65.226:279 to 174.36.211.102:793 No additional info noise=RnJvbS4= | {
"geo_location": "Egypt",
"device_hash": "1675558381dc4b7416bbbd67db331782b3c170fede773fd6dea79400fe2129bc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.1)",
"session_id": "a7c3c5bd-663d-4983-a64a-906369839620",
"risk_score": 74.67,
"confidence": 0.72
} | 129.235.65.226 | 174.36.211.102 | null | null | null | No additional info | Firewall drop SMB traffic from 129.235.65.226:279 to 174.36.211.102:793 No additional info | drop | 382,630 | SMB | null | null | null | null | null | null | null | null | 279 | 793 | 170 | null | null | null | null | null | null | null |
a48f685f-d1cb-4e98-a7ca-fddec56c6c01 | 2025-02-27T23:42:12 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Russian Federation",
"device_hash": "66ccb4a7ef0b3cce0d843d1a828d59cfe5532044929ed3dd0e354b372e21da21",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_5 rv:3.0; byn-ER) AppleWebKit/532.23.1 (KHTML, like Gecko) Version/5.0 Safari/532.23.1",
"session_id": "26cd3c4b-45d1-418f-8529-6... | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-fe800187 | 5.0 | null | null | null | null | null | null | null | null | null | null |
7473048c-55b0-476c-b1f9-94ac78be1bfd | 2025-07-05T00:05:05 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in AWS by nicholasclark Cross-tenant access detected | {
"geo_location": "Iran",
"device_hash": "9dde3a8ffcb6f2126a98151369c7538486a65f51993a1bc9c99d534fe561b54d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_6; rv:1.9.3.20) Gecko/2426-06-24 04:01:06 Firefox/3.8",
"session_id": "22baed5d-0b4d-465c-878d-bc80bfa54d7e",
"risk_score": 55.17,
"confiden... | null | null | null | null | null | Cross-tenant access detected | Cloud api_abuse in AWS by nicholasclark Cross-tenant access detected | api_abuse | null | null | nicholasclark | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-c762e7da |
bc73e9b2-8376-4294-b81b-6ed3fe311c6f | 2025-01-15T10:48:38 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for heatherwilson via passwordless from 74.149.115.245 MITRE Technique: T1059.005 | {
"geo_location": "Micronesia",
"device_hash": "40ef812692a547f4f0a6a4b25e239a03d3d37729",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.17.4 (KHTML, like Gecko) Version/4.1 Safari/531.17.4",
"session_id": "1b8d9073-4e58-4fb7-89ee-fa53ccf74501",
"risk_score": 36.31,
"confidence": 0.88
... | 74.149.115.245 | null | null | null | null | MITRE Technique: T1059.005 | Auth bypass for heatherwilson via passwordless from 74.149.115.245 MITRE Technique: T1059.005 | bypass | null | null | heatherwilson | null | null | null | null | null | null | null | null | null | null | passwordless | ea:d1:07:a2:9b:07 | null | null | null | null | null |
651ba2ac-9d5c-4bf3-89f9-25359b5208d9 | 2025-05-02T04:15:09 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /laugh/space.css by mark44 No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "12849a38b8f88ba329057404e56d4c5881eebeea",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/43.0.816.0 Safari/532.1",
"session_id": "6c5786c2-958f-4e8d-b729-530d98ded70d",
"risk_score": 52.23,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /laugh/space.css by mark44 No additional info | wmi_exec | null | null | mark44 | /laugh/space.css | 7,189 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ed8b791-c408-4e16-bac8-c4ec3f0063ad | 2025-02-15T23:13:34 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by robertwright No additional info noise=EDB4335D | {
"geo_location": "Kuwait",
"device_hash": "11d8e607c51d650fafec9d4477ed68fff419f741",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; fr-CA) AppleWebKit/531.44.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.44.3",
"session_id": "c5edcc8a-4604-424a-a105-f043c1de4796",
"risk... | null | null | null | null | null | No additional info | AI system training_data_poisoning by robertwright No additional info | training_data_poisoning | null | null | robertwright | null | null | null | null | null | null | null | null | null | null | null | null | model-43d3fa18 | 322382ecaeec39a9e954f36e5df158c2 | dfcfbaae26ce26ef72c82c2c5beeb797 | null | null |
88cc00ac-4f6d-449a-8ebc-013a94e6038d | 2025-01-29T14:11:17 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for jonesalicia via MFA from 15.194.128.70 No additional info | {
"geo_location": "Vietnam",
"device_hash": "cdd7f947455c4aea5be07c27031400b77de46713",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.19.5 (KHTML, like Gecko) Version/4.0 Safari/533.19.5",
"session_id": "32981313-6fd1-444d-ae88-f5043d0af1f9",
"risk_score": 36.96,
"confidence": 0.7... | 15.194.128.70 | null | null | null | null | No additional info | Auth challenge for jonesalicia via MFA from 15.194.128.70 No additional info | challenge | null | null | jonesalicia | null | null | null | null | null | null | null | null | null | null | MFA | dc:b6:9a:e0:92:53 | null | null | null | null | null |
011be325-5f3d-4620-8d02-88d3831e92f8 | 2025-01-24T09:07:49 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in OCI by juliewyatt No additional info | {
"geo_location": "American Samoa",
"device_hash": "d491b3f09957cd6f679d20debe098aead41c07b0c825e473736755ceec5a30b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/5.0)",
"session_id": "9eab4d83-fa76-435a-a64b-83949f5f1777",
"risk_score": 71.73,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by juliewyatt No additional info | crypto_mining | null | null | juliewyatt | null | null | null | {
"baseline_deviation": 2.82,
"entropy": 6.61,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-009e1d26 |
bb31aa0c-c2ba-442c-8d62-914f483c078f | 2025-06-27T23:29:58 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: Domain Fronting detected from 92.40.88.41 targeting 44.208.228.60 No additional info | {
"geo_location": "Denmark",
"device_hash": "2fbadfe50f8a4fcdd37fe950ea02d359",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.0)",
"session_id": "6c423be9-987a-4ada-8481-341db238dd8f",
"risk_score": 36.87,
"confidence": 0.04
} | 92.40.88.41 | 44.208.228.60 | Domain Fronting | SIG-6296 | Exploit | No additional info | FireEye HX Alert: Domain Fronting detected from 92.40.88.41 targeting 44.208.228.60 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27c001cd-2ac8-4639-914b-08eb94dcb0c2 | 2025-02-11T02:26:39 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Belarus",
"device_hash": "a92d00710c9b84c335671bba65aa96a1db2e85716b8c1506c85e68bd6974677c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_7 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/40.0.802.0 Mobile/44S854 Safari/531.0",
"session_id": "4795c090-f773-4d42-ae16-6be94287b84... | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-95abeba4 | 4.8 | null | null | null | null | null | null | null | null | null | null |
a131af0f-3679-47b8-9d67-0c1cf6672a50 | 2025-04-22T07:44:19 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth locked for sandovaljacqueline via MFA from 124.60.211.162 Associated Threat Actor: APT29 | {
"geo_location": "Jersey",
"device_hash": "910d54445b4ff86b18857007a7d23423d0e1cbe4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.42.7 (KHTML, like Gecko) Version/5.0.4 Safari/535.42.7",
"session_id": "ab5c885d-d4e2-417d-91e1-6966b8836fa9",
"risk_score": 55.65,
"confidence": 0.... | 124.60.211.162 | null | null | null | null | Associated Threat Actor: APT29 | Auth locked for sandovaljacqueline via MFA from 124.60.211.162 Associated Threat Actor: APT29 | locked | null | null | sandovaljacqueline | null | null | null | null | null | null | null | null | null | null | MFA | 83:99:8d:7e:6c:51 | null | null | null | null | null |
6dbebdf3-2aab-422c-bfea-fd407c81cb64 | 2025-06-25T13:37:51 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 67.249.122.68 to 206.251.35.18 MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | {
"geo_location": "Eritrea",
"device_hash": "06e3c47b94179eca7aeb04f88e09b28c78a83f24",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/30.0.852.0 Safari/535.0",
"session_id": "3c5a088f-256e-4348-8cf7-82d61a13fd39",
"risk_score": 36.78,
"confidence": 0.01
} | 67.249.122.68 | 206.251.35.18 | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | Network data_exfiltration from 67.249.122.68 to 206.251.35.18 MITRE Technique: T1071.001 | Associated Threat Actor: APT29 | data_exfiltration | 482,947 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
116690be-18bc-42db-9409-00189f416339 | 2025-02-25T12:52:38 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth success for russojohn via password from 187.128.133.85 MITRE Technique: T1486 | {
"geo_location": "Tonga",
"device_hash": "05f3a4d0285b9d25b5316294ebfc5a2e",
"user_agent": "Opera/8.46.(Windows NT 6.1; lo-LA) Presto/2.9.187 Version/12.00",
"session_id": "5ae9454c-0a86-448f-89cb-47596c27c7ae",
"risk_score": 94.74,
"confidence": 0.32
} | 187.128.133.85 | null | null | null | null | MITRE Technique: T1486 | Auth success for russojohn via password from 187.128.133.85 MITRE Technique: T1486 | success | null | null | russojohn | null | null | null | null | null | null | null | null | null | null | password | b8:dd:17:12:8e:fe | null | null | null | null | null |
9f542b39-b730-4823-ab3d-1a3238ef1ee3 | 2025-07-03T23:05:59 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall deny UDP traffic from 23.137.1.7:233 to 157.99.198.139:499 MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Peru",
"device_hash": "c6f3457c7fef4d31ad350622a16a78be0846ef0aa553f4a29b78414d0e4a1421",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/13.4f2364.0 Mobile/94D426 Safari/532.0",
"session_id": "0c6175e0-68c8-426d-849a-faa4568a... | 23.137.1.7 | 157.99.198.139 | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts | Firewall deny UDP traffic from 23.137.1.7:233 to 157.99.198.139:499 MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts | deny | 508,726 | UDP | null | null | null | null | null | null | null | null | 233 | 499 | 1,887 | null | null | null | null | null | null | null |
ce387ae8-e879-4093-a4d4-4b4405a2f136 | 2025-02-08T01:46:56 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Iran",
"device_hash": "f3598d5746fd3f987734c01030896054",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.1)",
"session_id": "b56dcb92-0ca1-4d08-820c-9a6c998787f4",
"risk_score": 72.94,
"confidence": 0.23
} | null | null | null | null | null | No additional info | IoT device Medical battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Medical | iot-deac8310 | 2.1 | null | null | null | null | null | null | null | null | null | null |
6fb4b63f-8e9f-4286-9798-d03973cdade8 | 2025-04-10T16:15:00 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_access by twallace No additional info | {
"geo_location": "Grenada",
"device_hash": "4f29961acd5ab2240dd18a691008fe6c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/44.0.808.0 Mobile/52Z283 Safari/534.1",
"session_id": "86c8b741-8498-48cc-87ee-c3875d140088",
"risk_score": 35,
"con... | null | null | null | null | null | No additional info | AI system model_access by twallace No additional info | model_access | null | null | twallace | null | null | null | {
"baseline_deviation": 1.77,
"entropy": 7.85,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-806c53e0 | 787563945ac780d42968d2ee91d52f02e8dc41ca | 2d01e0164cb0cf88b39f68f3417eca5ca7a1c90c | null | null |
00b3d87c-3a0e-4803-879a-d0748a00b879 | 2025-03-10T23:12:05 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Alibaba by brett35 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "723507bc25889c8e4aff23d4c2a574f115cdf98d93f8cc67428f9956aee596df",
"user_agent": "Opera/9.76.(Windows NT 4.0; sl-SI) Presto/2.9.175 Version/11.00",
"session_id": "3b48fd3d-d95b-4b15-8a1f-56682c8ba1e9",
"risk_score": 63.57,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Cloud shadow_it in Alibaba by brett35 No additional info | shadow_it | null | null | brett35 | null | null | null | {
"baseline_deviation": 2.4,
"entropy": 6.76,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-e7e1d390 |
14bd0893-3656-45f2-892e-e5914f6dbc0d | 2025-06-28T12:50:15 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 152.226.191.176 to 10.181.243.4 MITRE Technique: T1059.001 | {
"geo_location": "Benin",
"device_hash": "84f4fdf30d45211987ba52d28f2b3c99",
"user_agent": "Opera/8.24.(X11; Linux x86_64; mn-MN) Presto/2.9.167 Version/12.00",
"session_id": "3d7ec427-051f-457c-b11f-31d7b1f062da",
"risk_score": 33.9,
"confidence": 0.82
} | 152.226.191.176 | 10.181.243.4 | null | null | null | MITRE Technique: T1059.001 | Network covert_channel from 152.226.191.176 to 10.181.243.4 MITRE Technique: T1059.001 | covert_channel | 174,233 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
956c9e53-82dc-4b15-907b-ad11b551ec2b | 2025-06-17T08:24:30 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect NTP traffic from 21.69.249.28:144 to 214.107.152.205:18925 Unconventional IOC: ACPI table modifications | {
"geo_location": "Niue",
"device_hash": "b9639e86ef752133163e27030950ab93",
"user_agent": "Opera/8.35.(Windows NT 6.2; iu-CA) Presto/2.9.189 Version/11.00",
"session_id": "464cca18-0acd-40e7-8310-d1a024d4c605",
"risk_score": 26.55,
"confidence": 0.4
} | 21.69.249.28 | 214.107.152.205 | null | null | null | Unconventional IOC: ACPI table modifications | Firewall inspect NTP traffic from 21.69.249.28:144 to 214.107.152.205:18925 Unconventional IOC: ACPI table modifications | inspect | 833,288 | NTP | null | null | null | null | {
"baseline_deviation": 2.75,
"entropy": 6.53,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 144 | 18,925 | 1,288 | null | null | null | null | null | null | null |
8b8371e5-b2f0-4330-8fce-0e37f1d0e922 | 2025-04-21T14:07:19 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth success for tbryan via biometric from 7.96.230.1 MITRE Technique: T1543.003 | {
"geo_location": "Togo",
"device_hash": "83d5b6e64fcd71d1a45d585697a2cda5",
"user_agent": "Opera/9.84.(X11; Linux x86_64; oc-FR) Presto/2.9.179 Version/10.00",
"session_id": "c6dea771-e242-4e21-a6c0-2ba605c0c9dc",
"risk_score": 52.8,
"confidence": 0.17
} | 7.96.230.1 | null | null | null | null | MITRE Technique: T1543.003 | Auth success for tbryan via biometric from 7.96.230.1 MITRE Technique: T1543.003 | success | null | null | tbryan | null | null | null | null | null | null | null | null | null | null | biometric | a4:b4:0b:4a:72:dd | null | null | null | null | null |
5d7ccba3-b6c0-434d-9d5b-d63dd84f6be4 | 2025-06-16T17:42:53 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by rmartin MITRE Technique: T1059.001 | {
"geo_location": "Tunisia",
"device_hash": "5a25578c053b53f712a70e069d60cf67",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; nr-ZA) AppleWebKit/534.49.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6534.49.4",
"session_id": "f007641f-e1c7-43e4-8759-4bb738ef599a",
"risk_score"... | null | null | null | null | null | MITRE Technique: T1059.001 | Cloud lambda_execution in Azure by rmartin MITRE Technique: T1059.001 | lambda_execution | null | null | rmartin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-15563954 |
b6894d9c-466e-49f9-b37e-79ebd8f31e97 | 2025-01-25T08:45:53 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 202.161.230.10 to 174.238.8.142 MITRE Technique: T1566.001 | {
"geo_location": "Timor-Leste",
"device_hash": "dc07da705895fe3be131863919717aab",
"user_agent": "Mozilla/5.0 (Android 7.1.1; Mobile; rv:24.0) Gecko/24.0 Firefox/24.0",
"session_id": "fae1b30b-8353-401b-b2ad-3cfd8e50e2c5",
"risk_score": 64.69,
"confidence": 0.58
} | 202.161.230.10 | 174.238.8.142 | null | null | null | MITRE Technique: T1566.001 | Network covert_channel from 202.161.230.10 to 174.238.8.142 MITRE Technique: T1566.001 | covert_channel | 736,447 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b512a896-b865-4327-b13a-ec94fb9f30df | 2025-03-12T01:19:49 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth locked for meadowskatie via OAuth from 177.39.139.5 No additional info | {
"geo_location": "France",
"device_hash": "cae9c442162865b7c2c7ae93a36450fa",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/13.0o8255.0 Mobile/71T457 Safari/532.0",
"session_id": "ed880c13-f910-426f-bd9f-f615ab14d60c",
"risk_score": 95.81,
"c... | 177.39.139.5 | null | null | null | null | No additional info | Auth locked for meadowskatie via OAuth from 177.39.139.5 No additional info | locked | null | null | meadowskatie | null | null | null | null | null | null | null | null | null | null | OAuth | ec:a4:67:b8:24:1d | null | null | null | null | null |
f9800337-ffed-4f81-8bec-880156f636f5 | 2025-02-07T14:59:05 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by gdiaz No additional info | {
"geo_location": "Gabon",
"device_hash": "5349d5dee73af08ccd0f1cd9185d1d6c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_0 rv:5.0; uz-UZ) AppleWebKit/533.30.1 (KHTML, like Gecko) Version/4.0.5 Safari/533.30.1",
"session_id": "73d0c60d-05a6-425c-946e-57383a41fcd0",
"risk_score": 72.58,
"conf... | null | null | null | null | null | No additional info | AI system fine_tuning by gdiaz No additional info | fine_tuning | null | null | gdiaz | null | null | null | null | null | null | null | null | null | null | null | null | model-ed610f7b | 6d7940a9c5f157827198990eeb00ce1e | 182f9b6ac429910419c229aa452b130c3ebf2b8d | null | null |
5dd93d47-7f6f-4215-a8d7-302ad0158f53 | 2025-02-17T22:34:17 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by arogers MITRE Technique: T1078.004 noise=election|word|bring | {
"geo_location": "Australia",
"device_hash": "f6e3e20ca696975571db8ea8b983d3e8",
"user_agent": "Mozilla/5.0 (Windows 98; es-PR; rv:1.9.2.20) Gecko/5475-04-05 04:48:52 Firefox/3.6.17",
"session_id": "fe11c255-cb6f-4494-903b-4fe6929ba53d",
"risk_score": 96.91,
"confidence": 0.72
} | null | null | null | null | null | MITRE Technique: T1078.004 | AI system prompt_injection by arogers MITRE Technique: T1078.004 | prompt_injection | null | null | arogers | null | null | null | null | null | null | null | null | null | null | null | null | model-e43f7fad | bb9e29979ac14e99327eef99631eb888d6f6f1d9fc5f32f65fc9486dfda35985 | 4d40314468177c736233721564a0e19f | null | null |
e7174240-3827-4f72-91c7-3f00b187999e | 2025-04-13T10:04:50 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by thompsonnicole MITRE Technique: T1204.002 noise=QWJvdmUu | {
"geo_location": "Ethiopia",
"device_hash": "ba97c76d6964be4fe501e40869a9ba41",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/19.0.807.0 Safari/534.0",
"session_id": "89ecd4b8-8d68-4790-84c8-0cf2b64638a7",
"risk_score": 16.54,
"confidence": 0... | null | null | null | null | null | MITRE Technique: T1204.002 | AI system prompt_injection by thompsonnicole MITRE Technique: T1204.002 | prompt_injection | null | null | thompsonnicole | null | null | null | null | null | null | null | null | null | null | null | null | model-9754a355 | de1e549e9934811cd8a276416c399cd566413f29 | 86287c5ca6160d83800ea205d93c0cb3de8a10cbfe667db0c4f83d3103706b2f | null | null |
2c2991ce-8ddf-4b42-946a-d69b370c404b | 2025-03-09T01:31:28 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in AWS by maddensamantha No additional info noise=assume|any|number | {
"geo_location": "Iran",
"device_hash": "69139ed5c719cbd47866305eeccd45b0b23669be49a3cef2d81ccc8826468aff",
"user_agent": "Opera/8.80.(X11; Linux x86_64; eo-US) Presto/2.9.171 Version/11.00",
"session_id": "4451cce1-88c5-4cc7-9087-28bf9d6e4bbe",
"risk_score": 42.07,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Cloud container_escape in AWS by maddensamantha No additional info | container_escape | null | null | maddensamantha | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-acd82a7e |
952c6b7e-2f3d-4243-8315-ee46d1e200d4 | 2025-04-23T08:11:43 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /usually/role.png by joshuaboyle No additional info | {
"geo_location": "Spain",
"device_hash": "54fdf224b753838b3467e1d8db710027",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_7 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/17.8q1495.0 Mobile/78F063 Safari/531.0",
"session_id": "a9df9cff-d8a0-4f86-b80a-7d66df555611",
"risk_score": 80.33,
"con... | null | null | null | null | null | No additional info | Endpoint process_start /usually/role.png by joshuaboyle No additional info | process_start | null | null | joshuaboyle | /usually/role.png | 9,969 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c40471d7-3c89-40c3-8a85-53421c25251a | 2025-06-14T10:23:52 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change main by laura98 No additional info noise=TWF5IG9mdGVuLg== | {
"geo_location": "Taiwan",
"device_hash": "6d9f24862ee64bffb44567e9e2ef881d86c61fd7177050f9b99a1e79c14b1f02",
"user_agent": "Opera/9.51.(X11; Linux x86_64; tg-TJ) Presto/2.9.185 Version/12.00",
"session_id": "2f72d344-d5e8-44b7-b0b1-73ab95b61a61",
"risk_score": 60.93,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Endpoint registry_change main by laura98 No additional info | registry_change | null | null | laura98 | main | 6,084 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1dfb01bc-2e47-4f87-b517-5f7062230421 | 2025-02-19T15:03:16 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network disconnection from 113.78.128.130 to 10.150.183.12 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Turkey",
"device_hash": "2e4cc22e9f985f6d9b8ef6092ed599c451dfb2a6",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_4 rv:3.0; lb-LU) AppleWebKit/534.20.6 (KHTML, like Gecko) Version/4.0.3 Safari/534.20.6",
"session_id": "ca0f284f-60de-42c5-90df-78094b7e724d",
"risk_score": 48.39... | 113.78.128.130 | 10.150.183.12 | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network disconnection from 113.78.128.130 to 10.150.183.12 Unconventional IOC: Bios timestamp anomalies | disconnection | 219,346 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c5550795-ad04-40a4-a53b-a1fb0bea8836 | 2025-01-13T08:16:43 | 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 Alibaba by montgomerybenjamin MITRE Technique: T1486 | {
"geo_location": "Montserrat",
"device_hash": "200ebe0c40b7486f45b93fa29210b0e5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.0)",
"session_id": "e434fc32-8d33-4b85-a6fa-199fbf1e7a3b",
"risk_score": 22.29,
"confidence": 0.84
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud storage_access in Alibaba by montgomerybenjamin MITRE Technique: T1486 | storage_access | null | null | montgomerybenjamin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-97035197 |
c0ad52bf-a932-4d71-a4ba-6fa707547b02 | 2025-06-02T09:20:44 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /table/their.tiff by danny96 MITRE Technique: T1204.002 | {
"geo_location": "Belarus",
"device_hash": "0e4da4355433b3fbb908e1914a49891af7be32d1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/5.0)",
"session_id": "3207f009-8a53-4636-b8ed-f9da7e94a16b",
"risk_score": 73.72,
"confidence": 0.67
} | null | null | null | null | null | MITRE Technique: T1204.002 | Endpoint process_stop /table/their.tiff by danny96 MITRE Technique: T1204.002 | process_stop | null | null | danny96 | /table/their.tiff | 7,472 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2e796a5-0e7b-4c9f-a76d-6e46c8758c67 | 2025-01-21T23:06:12 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection receive by jerry96 No additional info | {
"geo_location": "Martinique",
"device_hash": "b82379b54b14d339bfd5fb84c61cd9b08cf396d9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/5.1)",
"session_id": "616625cd-fc91-43ad-a3dd-cdadd68ea67f",
"risk_score": 41.01,
"confidence": 0.11
} | null | null | null | null | null | No additional info | Endpoint memory_injection receive by jerry96 No additional info | memory_injection | null | null | jerry96 | receive | 9,935 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a250d3ca-7a76-4ef0-8df7-127b40e29a3a | 2025-05-26T20:57:22 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: MFA Bypass detected from 10.94.189.44 targeting 73.241.255.50 MITRE Technique: T1059.005 | {
"geo_location": "Ghana",
"device_hash": "3b534b390fbeb38fcaff9ea2b911c421",
"user_agent": "Mozilla/5.0 (Windows CE; crh-UA; rv:1.9.1.20) Gecko/9200-10-14 14:14:33 Firefox/8.0",
"session_id": "c149da36-25b6-4d07-b0b9-3a4bddc0f53b",
"risk_score": 52.99,
"confidence": 0.58
} | 10.94.189.44 | 73.241.255.50 | MFA Bypass | SIG-5871 | Recon | MITRE Technique: T1059.005 | OSSEC Alert: MFA Bypass detected from 10.94.189.44 targeting 73.241.255.50 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4d041c2-b63e-41ea-8964-e2d18747e035 | 2025-06-05T04:13:36 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 80.96.39.70 to 218.247.11.169 No additional info | {
"geo_location": "Seychelles",
"device_hash": "2db0185ab16d37e63457744bfaa2660355132cf588bd64fde2b6415c2e4cf7b1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3360-09-19 19:25:21 Firefox/3.6.4",
"session_id": "37364d2f-7eeb-46f3-9ada-b37a666604fe",
"risk_score": 43.85,
"confidence": 0.... | 80.96.39.70 | 218.247.11.169 | null | null | null | No additional info | Network latency_spike from 80.96.39.70 to 218.247.11.169 No additional info | latency_spike | 86,211 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3cc2cb23-59aa-4514-8a21-2af6362d159b | 2025-04-27T15:25:40 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access another by lisaperry MITRE Technique: T1574.002 noise=story|others|gun | {
"geo_location": "Cape Verde",
"device_hash": "17492f891c2260105dac9ea40c24e8f785498456c16a74701292d573a48ec194",
"user_agent": "Opera/9.20.(Windows NT 11.0; ha-NG) Presto/2.9.178 Version/10.00",
"session_id": "23583f63-5651-4a4a-8e24-2e767bc3a0e2",
"risk_score": 51.37,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint file_access another by lisaperry MITRE Technique: T1574.002 | file_access | null | null | lisaperry | another | 3,420 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
949467e4-fb4f-4bee-a1b7-c692a714a293 | 2025-06-17T13:10:25 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for leonarddominguez via password from 29.21.32.165 No additional info | {
"geo_location": "Albania",
"device_hash": "fa6df00d2b14eca5211d8d8a290ad362",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/19.0.896.0 Safari/532.1",
"session_id": "624b6a26-7e6d-4f5c-af6d-2768dbb49056",
"risk_score": 83.44,
"confidence": 0.07
} | 29.21.32.165 | null | null | null | null | No additional info | Auth timeout for leonarddominguez via password from 29.21.32.165 No additional info | timeout | null | null | leonarddominguez | null | null | null | null | null | null | null | null | null | null | password | 7b:cd:a3:c7:fe:81 | null | null | null | null | null |
68f6b003-9776-4e5f-9fca-434b2f81696e | 2027-09-23T14:19:03 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by bhartman No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "f325464f4d02a86b57e3d2ad80c757125a4fe4d775be8a9482b5fcaa8ade4a03",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_8) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/23.0.893.0 Safari/535.2",
"session_id": "074981b1-4848-434e-89df-d1e1df484dc6",
"risk_s... | null | null | null | null | null | No additional info | AI system adversarial_input by bhartman No additional info | adversarial_input | null | null | bhartman | null | null | null | null | null | null | null | null | null | null | null | null | model-d03198d6 | 9cd1e6173f29e1589b8cdec795575c1a41ed3eb582c25c717d97aa77d59b5bcc | d528f05fb36c113b4ed54d1f1c571542 | null | null |
f2a79561-58d5-435c-969e-6f75c01881b6 | 2025-06-12T23:51:49 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SSH traffic from 20.211.42.56:5350 to 1.74.185.87:512 MITRE Technique: T1574.002 | {
"geo_location": "Hungary",
"device_hash": "bdd1a3415e2ded478a6476b0dffd0ee9b5f9a4c3ce17efa0bc30ef5b4b47daaf",
"user_agent": "Opera/9.55.(X11; Linux i686; sl-SI) Presto/2.9.160 Version/12.00",
"session_id": "4326200b-0e37-44ed-b039-2838077cd945",
"risk_score": 28,
"confidence": 0.62
} | 20.211.42.56 | 1.74.185.87 | null | null | null | MITRE Technique: T1574.002 | Firewall log-only SSH traffic from 20.211.42.56:5350 to 1.74.185.87:512 MITRE Technique: T1574.002 | log-only | 409,296 | SSH | null | null | null | null | null | null | null | null | 5,350 | 512 | 110 | null | null | null | null | null | null | null |
f266cc36-dcf4-4a31-a2b4-f9c595586ceb | 2023-12-16T14:57:00 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine HTTP traffic from 10.211.61.241:38 to 217.145.112.11:436 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "b0900118e916525dbdfc896ac24a6a69",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/57.0.891.0 Safari/535.0",
"session_id": "72b6138b-b8b5-47e3-ace5-bfdfaa69d430",
"risk_score": 69.03,
"confidence": 0.59
} | 10.211.61.241 | 217.145.112.11 | null | null | null | No additional info | Firewall quarantine HTTP traffic from 10.211.61.241:38 to 217.145.112.11:436 No additional info | quarantine | 995,644 | HTTP | null | null | null | null | null | null | null | null | 38 | 436 | 188 | null | null | null | null | null | null | null |
e4646649-cdbd-47bd-86c1-da06ab89a333 | 2025-01-12T23:52:59 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 9.65.210.107 to 123.139.81.110 No additional info | {
"geo_location": "Somalia",
"device_hash": "efcb6ec1a5104120c5dda0e3ddf4b797",
"user_agent": "Mozilla/5.0 (Android 3.2.2; Mobile; rv:49.0) Gecko/49.0 Firefox/49.0",
"session_id": "b722b026-0433-4c67-a00c-129df074570b",
"risk_score": 58.1,
"confidence": 0.97
} | 9.65.210.107 | 123.139.81.110 | null | null | null | No additional info | Network disconnection from 9.65.210.107 to 123.139.81.110 No additional info | disconnection | 463,753 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7662c96a-38ef-4d9a-b4a5-26a3998e281c | 2025-06-07T00:50:11 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by robin60 No additional info | {
"geo_location": "China",
"device_hash": "2a02b5f231206d6962de6a44e52ae5bd7371a84a69f0568a981bdc613ba2dfbc",
"user_agent": "Mozilla/5.0 (Android 3.2.2; Mobile; rv:41.0) Gecko/41.0 Firefox/41.0",
"session_id": "7fac6a94-77be-4df9-89ab-39f772319653",
"risk_score": 70.66,
"confidence": 0.13
} | null | null | null | null | null | No additional info | AI system adversarial_input by robin60 No additional info | adversarial_input | null | null | robin60 | null | null | null | null | null | null | null | null | null | null | null | null | model-8869301b | 78f86a45862ac7bfa6b6c0117a5249de | e167068942122d700a99669d153019a3d347f3d5 | null | null |
629a7432-ddc7-4fff-9f4a-6bc22b21aaec | 2025-03-01T22:49:38 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 94.100.16.95 to 191.49.141.148 DGA domain detected | {
"geo_location": "Uzbekistan",
"device_hash": "7e08543b7618873977cbf457348377c8d12b496e7f9cf89e928f73c486a84c3c",
"user_agent": "Opera/9.30.(Windows NT 5.0; kk-KZ) Presto/2.9.187 Version/11.00",
"session_id": "62d053c3-8fa5-48d0-8732-b2546ac2b2e6",
"risk_score": 48.05,
"confidence": 0.41
} | 94.100.16.95 | 191.49.141.148 | null | null | null | DGA domain detected | Network protocol_anomaly from 94.100.16.95 to 191.49.141.148 DGA domain detected | protocol_anomaly | 701,201 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c32c338-9d5b-4756-a74a-0cc281343c71 | 2025-04-10T21:19:38 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Cook Islands",
"device_hash": "785bfbf17976a0fa67d528850eaac79cd7f4f001",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_8 rv:3.0; iu-CA) AppleWebKit/532.24.5 (KHTML, like Gecko) Version/5.0.5 Safari/532.24.5",
"session_id": "d83754e7-4f27-4ff5-8bc5-f932cda24842",
"risk_score": 27... | null | null | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Medical | iot-df27308c | 9.5 | null | null | null | null | null | null | null | null | null | null |
560bb702-54e7-4d5b-bc99-2e83c6d5edb6 | 2025-04-14T17:29:46 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: Living-off-the-Land detected from 29.92.45.153 targeting 46.233.125.182 No additional info | {
"geo_location": "Jersey",
"device_hash": "b76e0c69f3207a90d5bf1e01669160cc",
"user_agent": "Opera/9.80.(Windows NT 5.1; lij-IT) Presto/2.9.163 Version/11.00",
"session_id": "878c37db-c269-404c-b491-85eb5aca70f9",
"risk_score": 29.38,
"confidence": 0.93
} | 29.92.45.153 | 46.233.125.182 | Living-off-the-Land | SIG-6212 | Evasion | No additional info | Carbon Black Alert: Living-off-the-Land detected from 29.92.45.153 targeting 46.233.125.182 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a388d858-5965-4095-a347-bd97bc9bdfb4 | 2025-04-01T20:04:51 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "6d83ed53e3efe8381d29eea63a892f7f17c3bea9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_7; rv:1.9.6.20) Gecko/7676-11-29 06:20:30 Firefox/3.8",
"session_id": "a5c1cf2f-759c-40b5-aa37-7cd36c1255d8",
"risk_score": 69.78,
"confidence": 0.78
} | null | null | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Thermostat | iot-e430a6f7 | 7.3 | null | null | null | null | null | null | null | null | null | null |
eb02351b-ec4f-492c-8c87-1bd2611e7e58 | 2025-04-08T09:36:11 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 223.215.87.75 to 185.34.98.228 MITRE Technique: T1110.003 | {
"geo_location": "Suriname",
"device_hash": "6b649d5b1d5855e6905cef4d5c683fab854a6952",
"user_agent": "Opera/9.33.(X11; Linux x86_64; uk-UA) Presto/2.9.179 Version/11.00",
"session_id": "0352049a-38bd-4f49-a86b-ebbabc99d578",
"risk_score": 63.57,
"confidence": 0.88
} | 223.215.87.75 | 185.34.98.228 | null | null | null | MITRE Technique: T1110.003 | Network beaconing from 223.215.87.75 to 185.34.98.228 MITRE Technique: T1110.003 | beaconing | 994,120 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.81,
"entropy": 7.67,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
55b5e5df-ee7e-4144-a15d-8e45144505df | 2025-04-27T16:06:56 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Bhutan",
"device_hash": "d20ddd8922e107e46caca33d9b172b8e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_6 rv:6.0; yi-US) AppleWebKit/533.12.6 (KHTML, like Gecko) Version/5.0.1 Safari/533.12.6",
"session_id": "466a8ae6-88dc-4ca5-ab52-ce80cc3cddf3",
"risk_score": 48.29,
"confi... | null | null | null | null | null | No additional info | IoT device HVAC side_channel No additional info | side_channel | null | null | null | null | null | null | null | HVAC | iot-6cd90d4b | 5.6 | null | null | null | null | null | null | null | null | null | null |
efb85a22-2347-4121-97fa-ab8165a5c94c | 2025-04-21T11:02:39 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine SSH traffic from 72.83.51.158:565 to 150.30.80.216:615 Beaconing behavior detected | {
"geo_location": "Eritrea",
"device_hash": "e7a6cd06c27d9cf8c18bca954e75bf082faeea03",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_0; rv:1.9.5.20) Gecko/4975-01-11 17:41:18 Firefox/4.0",
"session_id": "b13dfe97-5f2e-4532-9a60-85733ea11551",
"risk_score": 32.62,
"confidence": 0.47
} | 72.83.51.158 | 150.30.80.216 | null | null | null | Beaconing behavior detected | Firewall quarantine SSH traffic from 72.83.51.158:565 to 150.30.80.216:615 Beaconing behavior detected | quarantine | 539,072 | SSH | null | null | null | null | null | null | null | null | 565 | 615 | 2,586 | null | null | null | null | null | null | null |
b6843bfe-873d-4e82-828f-b1032255f44c | 2026-07-31T08:11:05 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow UDP traffic from 148.178.26.176:693 to 155.108.53.143:137 MITRE Technique: T1543.003 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Italy",
"device_hash": "0c241aea73a3544a5d45c1edf3279e55b3a683c7",
"user_agent": "Opera/9.27.(X11; Linux x86_64; ast-ES) Presto/2.9.169 Version/11.00",
"session_id": "54f0263c-ffef-4270-8b3e-1069a8d0afea",
"risk_score": 30.17,
"confidence": 0.81
} | 148.178.26.176 | 155.108.53.143 | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Thermal sensor anomalies | Firewall allow UDP traffic from 148.178.26.176:693 to 155.108.53.143:137 MITRE Technique: T1543.003 | Unconventional IOC: Thermal sensor anomalies | allow | 961,455 | UDP | null | null | null | null | null | null | null | null | 693 | 137 | 2,502 | null | null | null | null | null | null | null |
fa13c4e1-1b74-4e96-9981-306ea7053ed0 | 2025-06-06T10:37:17 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by franklinadam No additional info | {
"geo_location": "Venezuela",
"device_hash": "9f6d670b2e9804ccce93fac6e2fb1aa88d936b7e8a8690142e80ec0393984815",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/4.0)",
"session_id": "9afda7d4-30e5-49a7-ade8-e93f3aab3da9",
"risk_score": 74.75,
"confidence": 0.43
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by franklinadam No additional info | training_data_poisoning | null | null | franklinadam | null | null | null | null | null | null | null | null | null | null | null | null | model-1958c7dc | 2e09f3714f2711a8c7dbdf27056f5a48 | 31f73b90a79176ab1e4644c2a6ce3a4c8261dd3581b3bd899e3c9b8afd8ab4eb | null | null |
9fe6c12d-68ce-4380-bfe4-c2d3eb4f678f | 2023-11-16T19:56:04 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by hpadilla Associated Threat Actor: Inception Framework | Unconventional IOC: ACPI table modifications | {
"geo_location": "Taiwan",
"device_hash": "2055f56d685dafd9836a756706bad0720dbdc4f8",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/37.0.845.0 Mobile/76F554 Safari/532.2",
"session_id": "1ec06892-f893-4326-9458-8b97e6c26f9e",
"risk_score": ... | null | null | null | null | null | Associated Threat Actor: Inception Framework | Unconventional IOC: ACPI table modifications | AI system api_abuse by hpadilla Associated Threat Actor: Inception Framework | Unconventional IOC: ACPI table modifications | api_abuse | null | null | hpadilla | null | null | null | null | null | null | null | null | null | null | null | null | model-795762a6 | 6543d740cf5c0f143ddbb9ee9788e890 | 10b63825e62b0947598c8c7801489a3e138f2250 | null | null |
416c7794-de74-49aa-b62d-77ae175fcd4d | 2027-08-04T08:33:10 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start get by michaelbauer MITRE Technique: T1053.005 | {
"geo_location": "Cuba",
"device_hash": "b8ecfb722b37dabe3a4f24a39589e6d3d102ce1ae68df516ced57d62fd954d0d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "201c8e79-0563-4dd6-8c0e-09b5b2509423",
"risk_score": 18.71,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1053.005 | Endpoint process_start get by michaelbauer MITRE Technique: T1053.005 | process_start | null | null | michaelbauer | get | 5,237 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f6e2779c-f567-4709-b27a-e712c0727caa | 2025-07-09T17:38:34 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop project by ramosjames Living-off-the-land technique detected | {
"geo_location": "Swaziland",
"device_hash": "6f1d62b5b5b69563d52b77cb863e859aca0b2f96",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7136-09-24 02:12:19 Firefox/3.6.17",
"session_id": "9bc3fff0-4b0c-424d-8193-3ae1be82da97",
"risk_score": 22.68,
"confidence": 0.43
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint process_stop project by ramosjames Living-off-the-land technique detected | process_stop | null | null | ramosjames | project | 3,158 | svchost.exe | {
"baseline_deviation": 1.84,
"entropy": 5.69,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7f38baa-2311-4562-8bc2-52beeb7d01f5 | 2025-01-14T13:03:00 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 46.228.33.112 to 161.153.159.52 No additional info | {
"geo_location": "New Zealand",
"device_hash": "80191ac7af61c8f9a6937d6c2311b686cf033986",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "cc45e941-ba74-4ec3-9fae-277e5e726b21",
"risk_score": 50.68,
"confidence": 0.02
} | 46.228.33.112 | 161.153.159.52 | null | null | null | No additional info | Network bandwidth_usage from 46.228.33.112 to 161.153.159.52 No additional info | bandwidth_usage | 184,492 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34f6e1d0-5051-4575-9750-c0b4380ad77b | 2025-06-30T23:44:31 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Azure by pricejacqueline MITRE Technique: T1218.011 | {
"geo_location": "Benin",
"device_hash": "733db23d8b9cbc65dfc1909b2470166bc09e3845f2e1e499fb15a08825bcdd08",
"user_agent": "Opera/9.79.(Windows CE; ks-IN) Presto/2.9.179 Version/10.00",
"session_id": "74403840-b43e-4ece-91f0-49977a3973e6",
"risk_score": 65.15,
"confidence": 0.48
} | null | null | null | null | null | MITRE Technique: T1218.011 | Cloud instance_creation in Azure by pricejacqueline MITRE Technique: T1218.011 | instance_creation | null | null | pricejacqueline | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-54945f5b |
5baa70a1-3637-4fbd-b6e7-3d111cac371e | 2025-05-21T17:06:52 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: Brute Force detected from 60.171.16.25 targeting 29.180.62.101 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "8f7955937f160effff32e8a9be864eb51cd0e2d2feaa8571e20f8955747268c7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.1)",
"session_id": "dd7b18ae-bce4-4e18-ba20-f263e7767291",
"risk_score": 23.78,
"confidence": 0.27
} | 60.171.16.25 | 29.180.62.101 | Brute Force | SIG-6467 | Exploit | No additional info | Vectra AI Alert: Brute Force detected from 60.171.16.25 targeting 29.180.62.101 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
598eb173-0099-4b8e-90c7-38722180ab51 | 2025-04-26T06:47:37 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by churchruth MITRE Technique: T1566.001 | Associated Threat Actor: Inception Framework | {
"geo_location": "Cyprus",
"device_hash": "eaf05dd5e784a24f1118083ce5ae2cdd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ig-NG) AppleWebKit/533.47.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.47.6",
"session_id": "76dc1118-0ead-4266-9eb0-6419f37534d6",
"risk_score":... | null | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Inception Framework | AI system training_data_poisoning by churchruth MITRE Technique: T1566.001 | Associated Threat Actor: Inception Framework | training_data_poisoning | null | null | churchruth | null | null | null | null | null | null | null | null | null | null | null | null | model-d256fbb4 | 61895ec7b1eaa1c6847c65cf747ecb49 | ca346bf5b1db151ef6ffb66500046652d85ae02f | null | null |
de582bec-7a0a-4fa5-9bf7-e12272ee8b3b | 2025-04-25T11:14:29 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth locked for meyerandrew via SAML from 208.162.15.216 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "033ef65620bb3899f2f9f5ce39670a92952ff843704d2633514798c123e046a9",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_9 rv:5.0; fur-IT) AppleWebKit/534.18.1 (KHTML, like Gecko) Version/5.0.5 Safari/534.18.1",
"session_id": "cba0cb57-2a66-46b7-897e-2... | 208.162.15.216 | null | null | null | null | No additional info | Auth locked for meyerandrew via SAML from 208.162.15.216 No additional info | locked | null | null | meyerandrew | null | null | null | null | null | null | null | null | null | null | SAML | 97:64:71:86:c0:b0 | null | null | null | null | null |
012695ec-f7a9-49d4-84e8-b046293505a8 | 2025-06-02T14:42:00 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 128.154.218.36 to 40.225.8.210 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "599f5709bee6f55cba91fd334360cc9d1b90b71846b4ae250ef7eb512027cce8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.1)",
"session_id": "97ce4bdc-7d15-4377-85ef-3d8c3330f4f4",
"risk_score": 62.12,
"confidence": 0.62
} | 128.154.218.36 | 40.225.8.210 | null | null | null | No additional info | Network protocol_anomaly from 128.154.218.36 to 40.225.8.210 No additional info | protocol_anomaly | 552,937 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ced4b7df-2f37-42f3-a320-eb12d0411259 | 2025-02-27T23:08:24 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 217.216.234.139 to 10.59.247.127 MITRE Technique: T1078.004 | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "18915d4ae1968cf0e3d4527fb8c2d257",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.36.1 (KHTML, like Gecko) Version/4.0.3 Safari/531.36.1",
"session_id": "f1b744db-dee1-49e1-b17d-b87729dbce98",
"risk_score": 71.33,
... | 217.216.234.139 | 10.59.247.127 | null | null | null | MITRE Technique: T1078.004 | Network bandwidth_usage from 217.216.234.139 to 10.59.247.127 MITRE Technique: T1078.004 | bandwidth_usage | 814,648 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
77dc7bf1-f7f2-4efd-a487-efb3aa4a2cfd | 2025-05-13T23:19:51 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in GCP by garnold No additional info | {
"geo_location": "Dominica",
"device_hash": "1cd03ee190c81d7d073943b6707ef929a9c2d446",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "14f33906-508a-4895-86f9-c0fc6062889f",
"risk_score": 70.05,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Cloud lambda_execution in GCP by garnold No additional info | lambda_execution | null | null | garnold | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-fa959397 |
18b1145b-7739-46a1-8fbd-6b8ce926c73b | 2025-02-13T17:16:58 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install hear by nicole14 MITRE Technique: T1218.011 | Living-off-the-land technique detected | {
"geo_location": "British Virgin Islands",
"device_hash": "eb501504c641ef6a8292791ebb54f12038a9b403",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_4 rv:5.0; pl-PL) AppleWebKit/531.49.5 (KHTML, like Gecko) Version/4.0.3 Safari/531.49.5",
"session_id": "d27a1225-94a8-4b91-9265-aa7e219f2d4c",
"risk_... | null | null | null | null | null | MITRE Technique: T1218.011 | Living-off-the-land technique detected | Endpoint service_install hear by nicole14 MITRE Technique: T1218.011 | Living-off-the-land technique detected | service_install | null | null | nicole14 | hear | 3,319 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4425acfa-5437-452c-bc5c-5791980b7ba7 | 2025-05-19T02:51:11 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access late by nicholas61 No additional info | {
"geo_location": "Tonga",
"device_hash": "0af76a3eb6c7c1c416b99e6ac8818d6a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.1)",
"session_id": "b22da521-7bf4-45f8-aa63-f9f410c60d2c",
"risk_score": 64.34,
"confidence": 0.86
} | null | null | null | null | null | No additional info | Endpoint file_access late by nicholas61 No additional info | file_access | null | null | nicholas61 | late | 9,698 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2dbb58bc-2432-46a3-86d2-81103486ec84 | 2025-04-29T23:13:10 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /close/though.tiff by hherman No additional info noise=search/tag/tags | {
"geo_location": "Antigua and Barbuda",
"device_hash": "5bc42a988262efca1a150ecb1746ed80",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.0)",
"session_id": "b639e6ee-4561-4c52-b582-80c259cd6682",
"risk_score": 46.7,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /close/though.tiff by hherman No additional info | persistence_mechanism | null | null | hherman | /close/though.tiff | 4,000 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a591c162-bdc9-4db2-b523-3100e201fb26 | 2025-05-31T03:09:50 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network covert_channel from 162.99.10.30 to 193.61.2.99 No additional info | {
"geo_location": "Burundi",
"device_hash": "53c90e25efdc4ee5d5121cc3819c90bf52da49deabc1b5c6953f807581e62fea",
"user_agent": "Opera/8.24.(Windows NT 6.1; eo-US) Presto/2.9.178 Version/10.00",
"session_id": "8f2db156-1be0-4d12-bcaf-4e34b35c2912",
"risk_score": 42.25,
"confidence": 0.3
} | 162.99.10.30 | 193.61.2.99 | null | null | null | No additional info | Network covert_channel from 162.99.10.30 to 193.61.2.99 No additional info | covert_channel | 238,327 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eec23243-0e02-4d94-9da0-94dc6e850514 | 2025-07-01T14:42:13 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by collinsmichelle No additional info | {
"geo_location": "Jersey",
"device_hash": "66464938a8b4f4d6f40dda9c7e8888f4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_6) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/60.0.864.0 Safari/532.2",
"session_id": "ae01cc00-ca32-427b-b776-19b5af816513",
"risk_score": 97.38,
"confidence": 0.97... | null | null | null | null | null | No additional info | AI system adversarial_input by collinsmichelle No additional info | adversarial_input | null | null | collinsmichelle | null | null | null | null | null | null | null | null | null | null | null | null | model-c09f81bd | d37fb06be881f585d9c4bf655654f9845f21e088ec95298bbc31bc26baddb824 | 7ceb6ce1e5df2720d5803a736309d7a5d746f8c63f437b26ee5c23cfa16b8000 | null | null |
d2d54f90-680e-4869-a8d4-0a6d08c4a5a4 | 2025-04-18T21:15:26 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: DDoS detected from 145.27.58.58 targeting 1.79.73.40 MITRE Technique: T1574.002 | {
"geo_location": "Taiwan",
"device_hash": "3f53bc377fef4bb62fb02b38cfc9b25d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_4 rv:3.0; bhb-IN) AppleWebKit/532.37.6 (KHTML, like Gecko) Version/4.0 Safari/532.37.6",
"session_id": "43fe8443-26c6-4870-b80e-093f4d53b9e1",
"risk_score": 70.26,
"confide... | 145.27.58.58 | 1.79.73.40 | DDoS | SIG-3949 | Policy | MITRE Technique: T1574.002 | CrowdStrike Alert: DDoS detected from 145.27.58.58 targeting 1.79.73.40 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9fd1f841-c1f4-4e33-af58-c3b901e8c9ed | 2025-07-08T11:06:54 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 79.221.2.189 to 209.66.254.243 MITRE Technique: T1059.001 | {
"geo_location": "Liechtenstein",
"device_hash": "8a50229dd1bfe0ce37510e0783542e91c879c2fced6c89c0466f312009cb3bd2",
"user_agent": "Opera/9.27.(X11; Linux i686; bn-BD) Presto/2.9.175 Version/11.00",
"session_id": "cc6784b8-7b89-4624-970c-8749b7508277",
"risk_score": 53.54,
"confidence": 0.94
} | 79.221.2.189 | 209.66.254.243 | null | null | null | MITRE Technique: T1059.001 | Network disconnection from 79.221.2.189 to 209.66.254.243 MITRE Technique: T1059.001 | disconnection | 926,385 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68986a89-f767-4ca5-a655-fbfc74fca8d9 | 2025-02-20T06:01:47 | 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 GCP by haydenreed No additional info | {
"geo_location": "Czech Republic",
"device_hash": "c4d46f2d2ebc03f0ae9bce60212c0f7bfe3a08d560f773e4e69376a89eee0a72",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_6) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/33.0.806.0 Safari/535.2",
"session_id": "7efac71e-9fd6-4967-becd-465770a69aac",
"risk... | null | null | null | null | null | No additional info | Cloud lambda_execution in GCP by haydenreed No additional info | lambda_execution | null | null | haydenreed | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-2313c041 |
4206a8b0-68a2-4034-bf0f-153fed61584c | 2025-05-05T03:43:48 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Medical battery_drain Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Norway",
"device_hash": "38464d7874360992a9d2e4c3c7f29249",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.1)",
"session_id": "a588237d-6670-42ab-b852-e9c319324b2c",
"risk_score": 59.41,
"confidence": 0.98
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | IoT device Medical battery_drain Unconventional IOC: Unusual DNS TXT records | battery_drain | null | null | null | null | null | null | {
"baseline_deviation": 2.14,
"entropy": 3.81,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Medical | iot-5e491957 | 3.5 | null | null | null | null | null | null | null | null | null | null |
180c2e23-2060-4a5c-8be7-05f347699686 | 2025-01-13T07:40:06 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper MITRE Technique: T1190 noise=A9CFD6C6 | {
"geo_location": "French Polynesia",
"device_hash": "eb637660bedf182ed0bf1c7de0676e6c136471f0",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/30.0.872.0 Mobile/89X879 Safari/532.2",
"session_id": "beb2488e-102a-42d0-a0a8-54744e437556",
"risk_sco... | null | null | null | null | null | MITRE Technique: T1190 | IoT device Thermostat physical_tamper MITRE Technique: T1190 | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-34e1758c | 5.8 | null | null | null | null | null | null | null | null | null | null |
5c360fae-df0b-452a-8aa8-aee9dcfbd0d1 | 2025-02-20T21:18:42 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 207.119.109.57 to 87.188.150.242 Unconventional IOC: Power consumption spikes | DGA domain detected | {
"geo_location": "Gibraltar",
"device_hash": "f00f405d2d6b0d1477402a5f18684d1f5270fe1e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_5; rv:1.9.4.20) Gecko/8890-12-02 12:25:31 Firefox/3.6.19",
"session_id": "cfa5d27f-092d-4173-9191-b06110cce058",
"risk_score": 42.09,
"confidence": 0.91
} | 207.119.109.57 | 87.188.150.242 | null | null | null | Unconventional IOC: Power consumption spikes | DGA domain detected | Network protocol_anomaly from 207.119.109.57 to 87.188.150.242 Unconventional IOC: Power consumption spikes | DGA domain detected | protocol_anomaly | 904,426 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e90c1d1f-7de3-45bc-8fae-c220ecba2146 | 2025-07-06T19:08:46 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 84.184.180.45 to 7.98.67.213 No additional info | {
"geo_location": "Anguilla",
"device_hash": "bf34776242ac9e0d4b6c9a4074ae09f9",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/40.0.804.0 Safari/536.1",
"session_id": "52fc80ca-7b73-4e7b-948a-c6d3cff724fc",
"risk_score": 40.61,
"confidence": 0.1
} | 84.184.180.45 | 7.98.67.213 | null | null | null | No additional info | Network data_exfiltration from 84.184.180.45 to 7.98.67.213 No additional info | data_exfiltration | 791,332 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.78,
"entropy": 2.93,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
a51156d8-7361-4226-817a-2d2204f3be75 | 2025-05-14T20:08:35 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access language by halldouglas MITRE Technique: T1566.001 | {
"geo_location": "Canada",
"device_hash": "d2225e321b6699f236366ba752018def",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.0)",
"session_id": "2b39435d-d904-4373-bbb4-91511bf54996",
"risk_score": 26.74,
"confidence": 0.23
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint file_access language by halldouglas MITRE Technique: T1566.001 | file_access | null | null | halldouglas | language | 5,936 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22e06ed0-3342-4ab7-b28c-0c525aa484cf | 2025-05-20T05:45:50 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only SSH traffic from 72.168.211.121:981 to 88.249.215.192:933 No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "db81593046b7f3035ef1bf08a88c1d2e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/18.0.873.0 Safari/534.2",
"session_id": "cf77029c-d60e-4d56-aae7-a36f2823647b",
"risk_score": 72.16,
"confidence": 0.17
} | 72.168.211.121 | 88.249.215.192 | null | null | null | No additional info | Firewall log-only SSH traffic from 72.168.211.121:981 to 88.249.215.192:933 No additional info | log-only | 49,979 | SSH | null | null | null | null | {
"baseline_deviation": 2.65,
"entropy": 4.53,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 981 | 933 | 1,612 | null | null | null | null | null | null | null |
33371e40-e32e-48cc-86c3-3425a5c7f266 | 2025-01-21T01:45:14 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTP traffic from 221.65.30.92:73 to 70.37.24.112:863 No additional info | {
"geo_location": "Mayotte",
"device_hash": "6c049866f56e72749d0ea67846e26ead",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8389-05-04 09:28:08 Firefox/3.8",
"session_id": "366c324e-9302-423b-b13f-5b2c2a64455f",
"risk_score": 43.48,
"confidence": 0.67
} | 221.65.30.92 | 70.37.24.112 | null | null | null | No additional info | Firewall log-only HTTP traffic from 221.65.30.92:73 to 70.37.24.112:863 No additional info | log-only | 42,726 | HTTP | null | null | null | null | null | null | null | null | 73 | 863 | 2,169 | null | null | null | null | null | null | null |
00e98fde-9c55-415e-8a06-4a8c42d681d6 | 2025-05-12T00:27:50 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 10.201.14.175 to 76.66.205.189 No additional info | {
"geo_location": "Denmark",
"device_hash": "1de36d46c2a9ede87c3b2b0f2981e3e3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.1)",
"session_id": "6262cfd6-9e43-4560-9501-54a7c767b9ea",
"risk_score": 32.43,
"confidence": 0.84
} | 10.201.14.175 | 76.66.205.189 | null | null | null | No additional info | Network latency_spike from 10.201.14.175 to 76.66.205.189 No additional info | latency_spike | 520,065 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
917f3210-aade-48bd-8688-0ac2dfd001bd | 2025-02-03T21:47:26 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 222.81.91.161 to 200.69.223.15 No additional info | {
"geo_location": "Sudan",
"device_hash": "4b848b3d7d0499bb6904c0d7927e1a5d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; mn-MN) AppleWebKit/531.35.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.35.7",
"session_id": "507002c2-5ed8-48f1-9e2e-9679d45c1862",
"risk_score": ... | 222.81.91.161 | 200.69.223.15 | null | null | null | No additional info | Network protocol_anomaly from 222.81.91.161 to 200.69.223.15 No additional info | protocol_anomaly | 972,284 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2414f06d-e48b-4082-989f-c90e27f37c38 | 2025-01-24T18:14:19 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth success for jpope via OAuth from 161.162.51.57 No additional info noise=SXRzLg== | {
"geo_location": "Iran",
"device_hash": "9ed106c92e2f22cf6f61728800230563c8fb4a6b26c2c4665d0cbb2267ae8049",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "9dbb0285-0fc7-494f-8db8-54c2cd27fcd1",
"risk_score": 45.29,
"confidence": 0.65
} | 161.162.51.57 | null | null | null | null | No additional info | Auth success for jpope via OAuth from 161.162.51.57 No additional info | success | null | null | jpope | null | null | null | null | null | null | null | null | null | null | OAuth | a5:b1:52:48:6a:c3 | null | null | null | null | null |
901ecaff-83e1-4f84-a10c-9a66601ba8e0 | 2025-03-05T14:22:26 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 206.245.54.178 to 86.53.229.229 MITRE Technique: T1543.003 | {
"geo_location": "North Korea",
"device_hash": "e376012b3ea3ad214bad99555b926cbe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/5.1)",
"session_id": "4d39711a-ebc8-4070-95e7-c6a53daefc70",
"risk_score": 17.55,
"confidence": 0.72
} | 206.245.54.178 | 86.53.229.229 | null | null | null | MITRE Technique: T1543.003 | Network connection from 206.245.54.178 to 86.53.229.229 MITRE Technique: T1543.003 | connection | 839,191 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a04cc8b-1c6f-40eb-af74-f6a9914b921a | 2025-05-10T03:47:26 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "3c57c202692e9ff347f4b4b36c1ab883ce6e2f7d7b8110ae37a44a2d270cf38e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.1)",
"session_id": "bdb663d6-c5f0-4575-8b85-e9b99d6a3b42",
"risk_score": 56.04,
"co... | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-34b37429 | 8.2 | null | null | null | null | null | null | null | null | null | null |
e485dfee-1be0-4d5e-a737-3cb6c35783bf | 2025-02-03T09:12:01 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall deny SSH traffic from 10.243.222.204:775 to 10.208.89.251:273 No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "7c1e6924ada1c97185461e5d9f4db646",
"user_agent": "Mozilla/5.0 (Android 3.2.1; Mobile; rv:48.0) Gecko/48.0 Firefox/48.0",
"session_id": "85e4d541-e0a5-42d5-811b-7378260d46e1",
"risk_score": 19.26,
"confidence": 0.95
} | 10.243.222.204 | 10.208.89.251 | null | null | null | No additional info | Firewall deny SSH traffic from 10.243.222.204:775 to 10.208.89.251:273 No additional info | deny | 752,973 | SSH | null | null | null | null | null | null | null | null | 775 | 273 | 3,310 | null | null | null | null | null | null | null |
a58d6a9a-df34-4525-927a-fd32310414da | 2025-06-05T21:46:00 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: Credential Stuffing detected from 107.1.67.199 targeting 49.35.22.51 No additional info | {
"geo_location": "Egypt",
"device_hash": "aa8c2757f360bb30e347cc78d5dddd95",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/49.0.864.0 Safari/533.0",
"session_id": "71a70d0d-af66-4ec0-89c4-cf76fb398cfa",
"risk_score": 64.51,
"confidence": 0.2
} | 107.1.67.199 | 49.35.22.51 | Credential Stuffing | SIG-5384 | Exploit | No additional info | Zeek Alert: Credential Stuffing detected from 107.1.67.199 targeting 49.35.22.51 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4f66650-120d-48dc-94ca-d95e9445842a | 2025-05-30T06:05:56 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start policy by villegasdenise No additional info | {
"geo_location": "Montenegro",
"device_hash": "5e9c306931cdb5e07afbd94c8df4efbd84cee7ce",
"user_agent": "Mozilla/5.0 (Android 1.1; Mobile; rv:28.0) Gecko/28.0 Firefox/28.0",
"session_id": "73a3dc03-fda2-48c8-abce-9e7ac464ce68",
"risk_score": 38.75,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Endpoint process_start policy by villegasdenise No additional info | process_start | null | null | villegasdenise | policy | 738 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5e5a8216-832a-4a91-b0bb-104749c2ee0a | 2025-06-01T02:55:43 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by dwatts No additional info | {
"geo_location": "Romania",
"device_hash": "19c486da7bf589ac4e396539ea8726046ad357ea8a417e0c1a64d2966af440ff",
"user_agent": "Opera/9.94.(Windows NT 6.2; ar-SA) Presto/2.9.166 Version/10.00",
"session_id": "cd978adf-d1a4-4adc-8fbd-d96d48b5dc2a",
"risk_score": 39.34,
"confidence": 0.27
} | null | null | null | null | null | No additional info | AI system model_inversion by dwatts No additional info | model_inversion | null | null | dwatts | null | null | null | null | null | null | null | null | null | null | null | null | model-7f5cc74d | bc7963c2cdde6a4fb95157fa7630d0b8 | 47fbfa3553c57520442c858e99a21f3d | null | null |
d283324f-20fe-467e-9695-8bbefa5fa781 | 2025-02-28T06:34:07 | firewall | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only RDP traffic from 11.218.210.59:573 to 215.215.20.128:13 No additional info noise=tag | {
"geo_location": "Algeria",
"device_hash": "cae28c9413fb24c575d320a166059cfbacfff941",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/26.0.862.0 Safari/536.0",
"session_id": "91aeb577-bccf-47fe-8842-2981beef1de5",
"risk_score": 37.34,
"confidence": 0.37
} | 11.218.210.59 | 215.215.20.128 | null | null | null | No additional info | Firewall log-only RDP traffic from 11.218.210.59:573 to 215.215.20.128:13 No additional info | log-only | 582,005 | RDP | null | null | null | null | null | null | null | null | 573 | 13 | 3,423 | null | null | null | null | null | null | null |
a8e2f826-af98-4761-81eb-e3bc1264aaf1 | 2021-06-02T10:16:18 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth success for andrew00 via biometric from 215.90.114.15 No additional info | {
"geo_location": "Rwanda",
"device_hash": "aef14b6b01870abc81c8e44505ec924702924f854d0f36acecdec5b576aadbb8",
"user_agent": "Opera/8.93.(X11; Linux i686; xh-ZA) Presto/2.9.188 Version/12.00",
"session_id": "f663bd4f-040a-4472-a3d7-483ce87d5550",
"risk_score": 100,
"confidence": 0.08
} | 215.90.114.15 | null | null | null | null | No additional info | Auth success for andrew00 via biometric from 215.90.114.15 No additional info | success | null | null | andrew00 | null | null | null | null | null | null | null | null | null | null | biometric | 94:8b:d8:a0:94:94 | null | null | null | null | null |
8a4cca40-2c20-4c99-9ce1-53810905ebc1 | 2025-03-22T13:21:23 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in Azure by deborahthomas No additional info | {
"geo_location": "Pakistan",
"device_hash": "db0594b2237d4886dae13bd1c7f50a639fe363a448a8119177d6b6622b818d93",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.0)",
"session_id": "f9de7b02-19a8-4d92-a55c-0b8c49ba1619",
"risk_score": 57.71,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Azure by deborahthomas No additional info | permission_escalation | null | null | deborahthomas | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-009765fa |
6f4de766-ff1a-4b2b-80d5-9020b97f8380 | 2025-01-30T00:04:14 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SMB traffic from 156.160.183.238:467 to 131.135.230.183:7400 No additional info | {
"geo_location": "Venezuela",
"device_hash": "ebc331666f73b9a009c919ac7a21caa92b200b55",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.1)",
"session_id": "5c271348-3070-44ac-b28d-488adef36916",
"risk_score": 55.08,
"confidence": 0.74
} | 156.160.183.238 | 131.135.230.183 | null | null | null | No additional info | Firewall log-only SMB traffic from 156.160.183.238:467 to 131.135.230.183:7400 No additional info | log-only | 762,414 | SMB | null | null | null | null | {
"baseline_deviation": 2.06,
"entropy": 3.69,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 467 | 7,400 | 2,664 | null | null | null | null | null | null | null |
11d5ac52-0516-44d0-9426-18a8858ed63d | 2025-05-18T23:46:24 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install suddenly by dsmith No additional info | {
"geo_location": "Albania",
"device_hash": "9d7855d9ff125196ada9e6a6133dcbc14da476aa",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/31.0.832.0 Mobile/47N757 Safari/535.0",
"session_id": "86794bb4-502a-4d11-b2f8-bffb3be570b2",
"risk_score"... | null | null | null | null | null | No additional info | Endpoint service_install suddenly by dsmith No additional info | service_install | null | null | dsmith | suddenly | 6,312 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9a1c088d-1393-4dfc-8deb-6c9c5b0657bf | 2025-03-11T22:46:13 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 124.148.98.236 to 43.54.189.164 No additional info | {
"geo_location": "Ireland",
"device_hash": "4a383bfb5ca0b35e7bda97444de826c3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "bdfb3936-3fae-49e8-8452-6ca86b662c75",
"risk_score": 63.22,
"confidence": 0.26
} | 124.148.98.236 | 43.54.189.164 | null | null | null | No additional info | Network bandwidth_usage from 124.148.98.236 to 43.54.189.164 No additional info | bandwidth_usage | 253,689 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c00785f4-5a19-46bc-9413-28db4983b9d2 | 2025-03-16T02:28:27 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in OCI by longbrian Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Sierra Leone",
"device_hash": "403cdf32e21f42800b222d9b6dcfa36fdee6f622ae2e2486129a247f91d671bc",
"user_agent": "Opera/9.31.(Windows 95; fr-CA) Presto/2.9.161 Version/10.00",
"session_id": "99f79aac-3a38-410c-9833-63c128aab614",
"risk_score": 67.73,
"confidence": 0.99
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud api_abuse in OCI by longbrian Unconventional IOC: Unusual DNS TXT records | api_abuse | null | null | longbrian | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-5fe089b0 |
7b091657-b0ee-4cc9-8e9d-3109c59b588d | 2025-07-04T15:38:40 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: Port Scan detected from 185.202.182.107 targeting 219.96.2.237 No additional info | {
"geo_location": "Ireland",
"device_hash": "2fdbba4d3d98d16d3ebe5959d589c37c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.1)",
"session_id": "83ef821b-dadc-4362-b6d4-c9673803638c",
"risk_score": 71.98,
"confidence": 0.01
} | 185.202.182.107 | 219.96.2.237 | Port Scan | SIG-3717 | Malware | No additional info | Carbon Black Alert: Port Scan detected from 185.202.182.107 targeting 219.96.2.237 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b9d8c053-414a-421d-ae30-b6500895db97 | 2025-03-07T04:30:07 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by virginia15 Unconventional IOC: CPU microcode changes | {
"geo_location": "Cape Verde",
"device_hash": "7c6f43d3cbf080b83f8a7e8060bc880a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_9) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/44.0.870.0 Safari/531.1",
"session_id": "e84ca0f2-d413-4535-8ac3-d7ceed22f918",
"risk_score": 57.81,
"confidence": ... | null | null | null | null | null | Unconventional IOC: CPU microcode changes | AI system training_data_poisoning by virginia15 Unconventional IOC: CPU microcode changes | training_data_poisoning | null | null | virginia15 | null | null | null | null | null | null | null | null | null | null | null | null | model-1a71ff21 | a75aab47bf143bf6109fa8f4df5dc9c1 | e45ba285e356d01167bc9039d64ff5aaad45ffa6 | null | null |
ac63671f-93ee-4ea3-acdf-a42411a7ddf6 | 2025-06-02T15:57:57 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 112.151.112.39 to 105.202.155.255 No additional info noise=8DB66270 | {
"geo_location": "Armenia",
"device_hash": "10910722bc4c76dbed09447642bfb86b5550c9c0e9d96b0dce921e83c4778ef6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.25.7 (KHTML, like Gecko) Version/4.0 Safari/532.25.7",
"session_id": "a8d596d9-0666-4dbc-a5d8-9da426efaef2",
"risk_score": 24... | 112.151.112.39 | 105.202.155.255 | null | null | null | No additional info | Network latency_spike from 112.151.112.39 to 105.202.155.255 No additional info | latency_spike | 225,747 | HTTPS | null | null | null | null | {
"baseline_deviation": 2.35,
"entropy": 3.96,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
5d775782-d450-4bfb-aa94-c903fe9a0bc0 | 2025-03-11T21:36:37 | ids_alert | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Vectra AI Alert: XSS detected from 123.126.215.106 targeting 27.1.18.140 Associated Threat Actor: Conti | {
"geo_location": "Mauritius",
"device_hash": "236354aa3b8940d5276a6a75afec5a11",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "a4388f5c-8ff6-4f1c-bb74-3df610f1b60c",
"risk_score": 52.85,
"confidence": 0.81
} | 123.126.215.106 | 27.1.18.140 | XSS | SIG-3421 | Policy | Associated Threat Actor: Conti | Vectra AI Alert: XSS detected from 123.126.215.106 targeting 27.1.18.140 Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86ee7479-be55-4c8f-8a34-01d8b0c940c3 | 2025-04-09T19:58:30 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by ofowler No additional info | {
"geo_location": "Bahrain",
"device_hash": "5a0e9e22844481330b218af3c0674d27712eb35dc9ef110305688da969aa0a37",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/17.0.863.0 Mobile/72D083 Safari/536.2",
"session_id": "408b062d-638a-4889-acbe-840d1... | null | null | null | null | null | No additional info | AI system training_data_poisoning by ofowler No additional info | training_data_poisoning | null | null | ofowler | null | null | null | null | null | null | null | null | null | null | null | null | model-a265e5e0 | 3ba380ecddcf15e1912c6ffa50862dfe | 12d2fb3e272cea4bbdb3f7b90ad0d6502e1ccf0a | null | null |
4e971cec-b799-4e54-96da-d8eda6f1a968 | 2025-02-28T16:47:06 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by elizabethbutler No additional info | {
"geo_location": "Mongolia",
"device_hash": "945c6fb2c425d0875996e1efd33d5ff380501d877de2f662d576f577d8f13690",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/44.0.860.0 Safari/533.1",
"session_id": "9eddee50-1687-4dcc-a1a6-6fc2d98a12a5",
"risk_score": 33.76,
"c... | null | null | null | null | null | No additional info | AI system fine_tuning by elizabethbutler No additional info | fine_tuning | null | null | elizabethbutler | null | null | null | null | null | null | null | null | null | null | null | null | model-c61ca966 | b4199e5eb52120fce47beecbe26b064b40e1a8a3 | 8caaa57ab4773fbdfe93e79f528a12d7c513d29c138c7e787b90eeb8425f9418 | null | null |
403a007f-a823-4cf9-9769-835db6e71956 | 2025-06-18T10:14:45 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 45.48.132.41 to 10.109.160.189 No additional info | {
"geo_location": "Slovenia",
"device_hash": "58dd0cfedc0f83c4179396e9c6564fc763fa11a371468ba488aea00353edf1dd",
"user_agent": "Opera/8.16.(X11; Linux i686; nso-ZA) Presto/2.9.164 Version/10.00",
"session_id": "4c9b24a9-d85f-487d-b6e8-389bdcbb02b3",
"risk_score": 51.91,
"confidence": 0.97
} | 45.48.132.41 | 10.109.160.189 | null | null | null | No additional info | Network protocol_anomaly from 45.48.132.41 to 10.109.160.189 No additional info | protocol_anomaly | 428,895 | UDP | null | null | null | null | {
"baseline_deviation": 0.55,
"entropy": 7.33,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
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