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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
30912c0c-af75-4264-9a08-f7486956a945 | 2025-06-18T20:41:54 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only NTP traffic from 124.225.173.122:671 to 42.108.1.91:214 MITRE Technique: T1059.005 | {
"geo_location": "Eritrea",
"device_hash": "08a3b92d03b1b65a1463838a748b0938",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_2 rv:6.0; oc-FR) AppleWebKit/535.40.4 (KHTML, like Gecko) Version/4.0 Safari/535.40.4",
"session_id": "7a1aa277-5321-48c2-ba20-17ce1ac6464c",
"risk_score": 45.41,
"co... | null | log-only | null | null | null | MITRE Technique: T1059.005 | Firewall log-only NTP traffic from 124.225.173.122:671 to 42.108.1.91:214 MITRE Technique: T1059.005 | null | null | null | null | 124.225.173.122 | 42.108.1.91 | null | null | null | null | null | null | null | null | 671 | 214 | NTP | 19,068 | 448 | null | null |
cff79841-6755-4b78-9c25-6f19278aacb0 | 2025-03-26T20:06:18 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC command_injection No additional info noise=app | {
"geo_location": "United Arab Emirates",
"device_hash": "99249f427e7774043845cdd413e171c91a55f7dd42f65ed5e46dc9bcb4f8f85b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/14.0.837.0 Mobile/46A275 Safari/532.0",
"session_id": "c85e3bd7-fd56-4a... | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-202c0e82 | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
975488b0-24ca-4e91-bbc4-f5f0a4bcf89f | 2025-05-22T01:32:13 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Cambodia",
"device_hash": "8993d084b0f147082c558b80d4f92db7",
"user_agent": "Opera/9.46.(X11; Linux i686; ky-KG) Presto/2.9.182 Version/12.00",
"session_id": "9dbaf64b-5e58-4e54-be9b-56f317f73371",
"risk_score": 44.7,
"confidence": 0.82
} | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-470ef154 | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
414507c0-6ffe-4753-906e-be2c5601fc37 | 2025-04-24T17:04:21 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "China",
"device_hash": "1fc55a8b550534ad07ac59d2933098dc2cd063d2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.30.1 (KHTML, like Gecko) Version/5.0.3 Safari/532.30.1",
"session_id": "903c0d6c-85ef-4d1b-a056-14d6fed726f8",
"risk_score": 64.87,
"confidence": 0.4... | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-8dd67483 | 5.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cccf0c2-1220-49de-85b9-66327da2cd02 | 2025-03-13T12:39:48 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by michaelbraun Associated Threat Actor: Scattered Spider | {
"geo_location": "Morocco",
"device_hash": "5a0e39daf9d2da023cab255814e7e0c9d3073930",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.23.2 (KHTML, like Gecko) Version/4.0.1 Safari/535.23.2",
"session_id": "65e4ff1e-ac57-4d3c-a3db-9c53ea887993",
"risk_score": 55.76,
"confidence": 0.78
} | michaelbraun | membership_inference | null | null | null | Associated Threat Actor: Scattered Spider | AI system membership_inference by michaelbraun Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | null | null | model-ac24f9cc | 37ed0ed785f12d2d0e62465e3cfaca65a1a43a48 | f53ea78308ec9afd76bc1a19700cb46a037aa5f3 | null | null | null | null | null | null | null |
1940b0d5-2000-43f5-b1bb-7d820830f8b4 | 2025-07-02T18:44:43 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: Brute Force detected from 137.74.149.13 targeting 13.34.156.69 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "067ad41ad988a30f4fecc3c6115f83ebd277077c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.1)",
"session_id": "12b398a1-77d1-4f2f-95d6-6c7d62e75639",
"risk_score": 41.86,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Wazuh Alert: Brute Force detected from 137.74.149.13 targeting 13.34.156.69 No additional info | null | null | null | null | 137.74.149.13 | 13.34.156.69 | Brute Force | SIG-9311 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
3e86a601-b428-499e-89db-b03be1c4a83a | 2025-02-16T13:15:01 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 120.237.112.76 to 70.90.84.76 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "b1b7b2d00f8cf48db17eeadbc9bbd4339e754e60c69be4a10c57e62e2aabe486",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/59.0.833.0 Safari/533.2",
"session_id": "d8e61d5e-0b50-4cf5-a4f6-ccc2993abaf9",
"risk_score": 20.32,
"con... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 120.237.112.76 to 70.90.84.76 No additional info | null | null | null | null | 120.237.112.76 | 70.90.84.76 | null | null | null | null | null | null | null | null | null | null | HTTP | 412,801 | null | null | null |
007739cd-1aca-49fd-82b4-d581a9f1d23c | 2025-05-15T03:52:49 | iot | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Algeria",
"device_hash": "3b15f38bc86ca2a2be98bd66d5e94c1a21600a12bd1603661fe11f2c74b5db8a",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/59.0.847.0 Safari/532.0",
"session_id": "5431fcae-6f48-44c0-bb6d-f0b53a0ba15e",
"risk_score": 72.03,
"c... | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-912eafe7 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4e102848-063a-47f1-a928-c21eef91cc53 | 2025-02-10T01:03:28 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: XSS detected from 204.122.71.206 targeting N/A MITRE Technique: T1218.011 | {
"geo_location": "Iran",
"device_hash": "f18707684ad5e5e8837b10b617c1c109",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4424-07-06 04:10:50 Firefox/14.0",
"session_id": "24d5a5eb-03b0-4566-bb57-2d3379c6805f",
"risk_score": 42.74,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1218.011 | QRadar Alert: XSS detected from 204.122.71.206 targeting N/A MITRE Technique: T1218.011 | null | null | null | null | 204.122.71.206 | N/A | XSS | SIG-5237 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f59ea1de-020d-46e2-b56d-ca0b02cabee4 | 2025-03-16T09:54:33 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 216.13.131.221 to 214.111.201.3 MITRE Technique: T1110.003 | {
"geo_location": "Venezuela",
"device_hash": "9804b3c9c8ef366f5ec4879e0d77d4d3f0e64a74e076a2af45523f7366b7d269",
"user_agent": "Opera/9.66.(X11; Linux i686; fa-IR) Presto/2.9.186 Version/10.00",
"session_id": "bfb7748b-d94f-4a5b-b5f6-f8c4caf5410f",
"risk_score": 100,
"confidence": 0.12
} | null | disconnection | null | null | null | MITRE Technique: T1110.003 | Network disconnection from 216.13.131.221 to 214.111.201.3 MITRE Technique: T1110.003 | null | null | null | null | 216.13.131.221 | 214.111.201.3 | null | null | null | null | null | null | null | null | null | null | HTTP | 903,509 | null | null | null |
3912ddb2-7c6a-4765-b594-93a246c6332d | 2025-02-03T21:42:22 | 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 noise=98FD5CB0 | {
"geo_location": "Chile",
"device_hash": "7188f17d76c36f9e104f966b7f1402527b1317ba2f07ef62c643604746dc1344",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.37.7 (KHTML, like Gecko) Version/5.0.2 Safari/534.37.7",
"session_id": "61aef692-b3db-4f03-bd11-3c27687f348c",
"risk_score": 72.... | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-24d5f1de | 5.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43d7ff37-f80c-4334-88d7-4314b968753b | 2025-05-12T16:59:41 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 188.77.3.168 to 172.123.101.69 MITRE Technique: T1071.001 | {
"geo_location": "Bolivia",
"device_hash": "503099651d5c16743df8d85412d498ad2273a88ef994ec95958bb597c695f92d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_9) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/55.0.889.0 Safari/532.2",
"session_id": "a90d98f9-cb44-4442-a7d6-ef1c4a82ee3c",
"risk_score":... | null | beaconing | null | null | null | MITRE Technique: T1071.001 | Network beaconing from 188.77.3.168 to 172.123.101.69 MITRE Technique: T1071.001 | null | null | null | null | 188.77.3.168 | 172.123.101.69 | null | null | null | null | null | null | null | null | null | null | HTTP | 342,177 | null | null | null |
18e4d245-50c7-4b25-b1c6-4aac4c691a71 | 2025-04-10T06:25:39 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by duane81 No additional info | {
"geo_location": "Honduras",
"device_hash": "145c8632a9b9c0b3b8b8287e7f7099b8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_1; rv:1.9.3.20) Gecko/6978-09-07 00:52:09 Firefox/3.6.9",
"session_id": "6b49726b-60d6-46a8-9b13-df187389b01e",
"risk_score": 23.71,
"confidence": 0.53
} | duane81 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by duane81 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4888b9aa | 7304f23ea2dda878cccc41199cad410d8450d6d5 | 7d0bfd03ad097727c0587a9780199fba | null | null | null | null | null | null | null |
10fac3d6-ecdf-4c0c-a375-8d4ed19bba35 | 2025-01-17T15:05:10 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTP traffic from 35.204.186.166:231 to 102.113.80.212:136 MITRE Technique: T1078.004 noise=TGFuZC4= | {
"geo_location": "Bulgaria",
"device_hash": "f951b74ed71bbf297d8da10acf81d75a85bbd16e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_5 rv:3.0; ja-JP) AppleWebKit/532.5.4 (KHTML, like Gecko) Version/5.0.5 Safari/532.5.4",
"session_id": "8c8bcae4-e960-475f-a8c2-ab564cdf3d78",
"risk_score": 57.7,
... | null | log-only | null | null | null | MITRE Technique: T1078.004 | Firewall log-only HTTP traffic from 35.204.186.166:231 to 102.113.80.212:136 MITRE Technique: T1078.004 | null | null | null | null | 35.204.186.166 | 102.113.80.212 | null | null | null | null | null | null | null | null | 231 | 136 | HTTP | 117,735 | 3,537 | null | null |
b1e59477-5a13-4f9b-9f0b-7c250e4e4dea | 2025-04-11T17:27:36 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity MITRE Technique: T1547.001 noise=1AC38FFB | {
"geo_location": "Gibraltar",
"device_hash": "2caa71db43b4c2ba74ecf011633aba413d1132e6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_0 rv:5.0; xh-ZA) AppleWebKit/532.6.1 (KHTML, like Gecko) Version/4.0.2 Safari/532.6.1",
"session_id": "2db634ec-1b06-4af8-91c0-70231d248a1c",
"risk_score": 55.63,... | null | unusual_activity | null | null | null | MITRE Technique: T1547.001 | IoT device Medical unusual_activity MITRE Technique: T1547.001 | null | Medical | iot-8c77880a | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b5148941-7e20-4f34-b506-d4be7e66bf67 | 2025-05-13T01:50:55 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: Fileless Attack detected from 186.30.85.55 targeting N/A Associated Threat Actor: Cobalt Group | {
"geo_location": "Philippines",
"device_hash": "e2e77d0b93732a2e6a12a3e03eee69208fc0976cb37444b09d3f7f7cc410d1ff",
"user_agent": "Mozilla/5.0 (Android 12; Mobile; rv:44.0) Gecko/44.0 Firefox/44.0",
"session_id": "f5c7fffc-b8ce-486e-b33e-c7325f3b3602",
"risk_score": 30.77,
"confidence": 0.74
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | Wazuh Alert: Fileless Attack detected from 186.30.85.55 targeting N/A Associated Threat Actor: Cobalt Group | null | null | null | null | 186.30.85.55 | N/A | Fileless Attack | SIG-1434 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
8e93607d-5ffa-42b0-b674-36feb53fc8d6 | 2023-08-15T19:05:38 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /different/along.wav by rileybrett MITRE Technique: T1110.003 | {
"geo_location": "Pakistan",
"device_hash": "859143c849127de321a96ebd0514dd7db05d7d56",
"user_agent": "Opera/9.34.(X11; Linux i686; yue-HK) Presto/2.9.164 Version/11.00",
"session_id": "539c83c8-0fa4-48e9-b306-add221e9dc66",
"risk_score": 9.34,
"confidence": 0.9
} | rileybrett | service_install | /different/along.wav | 3,735 | cmd.exe | MITRE Technique: T1110.003 | Endpoint service_install /different/along.wav by rileybrett MITRE Technique: T1110.003 | {
"baseline_deviation": 0.92,
"entropy": 5.43,
"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 |
0261aaa3-4a52-4a4d-b2f7-a3b16953113e | 2025-05-18T20:20:29 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for jharvey via MFA from 10.221.172.53 No additional info | {
"geo_location": "China",
"device_hash": "bb75fe744c5de2c715c22251e33b6e20",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/47.0.898.0 Safari/533.0",
"session_id": "9cb755ca-0281-4b8c-ac33-12813cdc8f2f",
"risk_score": 78.7,
"confidence": 0.8
} | jharvey | failed | null | null | null | No additional info | Auth failed for jharvey via MFA from 10.221.172.53 No additional info | {
"baseline_deviation": 2.12,
"entropy": 2.27,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.221.172.53 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 71:80:e0:65:7a:cf |
b83eced5-6e27-4872-9a4b-f1bce2d8cb14 | 2025-05-20T07:34:35 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: DNS Tunneling detected from 51.202.25.135 targeting N/A MITRE Technique: T1059.005 | {
"geo_location": "Mauritania",
"device_hash": "a62406af5bd64170d8204e1d008a0f1bd5948b3b",
"user_agent": "Opera/8.15.(Windows NT 5.0; ve-ZA) Presto/2.9.161 Version/11.00",
"session_id": "5c0fc344-cd12-4fe3-8554-c0f1809957a7",
"risk_score": 59.67,
"confidence": 0.53
} | null | null | null | null | null | MITRE Technique: T1059.005 | Trellix Alert: DNS Tunneling detected from 51.202.25.135 targeting N/A MITRE Technique: T1059.005 | {
"baseline_deviation": 2.81,
"entropy": 5.08,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 51.202.25.135 | N/A | DNS Tunneling | SIG-9415 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
43b5b7da-cf03-4b18-bdd0-0fb3c03f7723 | 2025-04-21T20:33:33 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by sophiataylor MITRE Technique: T1566.001 | {
"geo_location": "Zimbabwe",
"device_hash": "0b39c934d3249f0b4bbd0bc728c70429cc701368",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6824-01-17 20:19:34 Firefox/4.0",
"session_id": "6a2ee2b9-3403-4a0d-9f78-2169aee1f591",
"risk_score": 65.72,
"confidence": 0.72
} | sophiataylor | model_inversion | null | null | null | MITRE Technique: T1566.001 | AI system model_inversion by sophiataylor MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-30e1435c | 49c1849a41f637f6c2225df6925dc71c | 274b6f255a8b673dd213dbbfe2acb57bceabe984 | null | null | null | null | null | null | null |
d3f7a787-2af9-4019-b887-5210fe33c87b | 2025-05-26T19:43:42 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network disconnection from 166.178.98.20 to 99.73.210.191 No additional info | {
"geo_location": "New Zealand",
"device_hash": "cf880b687eb067e488e142f6b5b71716",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/3146-05-12 10:50:24 Firefox/6.0",
"session_id": "5c04ec78-2add-407d-a44a-b33b7da0f27d",
"risk_score": 8.84,
"confidence": 0.02
} | null | disconnection | null | null | null | No additional info | Network disconnection from 166.178.98.20 to 99.73.210.191 No additional info | null | null | null | null | 166.178.98.20 | 99.73.210.191 | null | null | null | null | null | null | null | null | null | null | HTTPS | 956,588 | null | null | null |
3359ada1-a046-4660-ad2e-e20372fa6719 | 2025-03-31T15:26:37 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTP traffic from 90.124.114.165:37015 to 223.171.197.94:396 MITRE Technique: T1059.001 | {
"geo_location": "Tajikistan",
"device_hash": "cd46a67b0e4bf363eef5ffecbfd06469",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bg-BG) AppleWebKit/531.48.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.48.3",
"session_id": "e260a634-59a4-4838-ac77-43c9008fd5dd",
"risk_sco... | null | quarantine | null | null | null | MITRE Technique: T1059.001 | Firewall quarantine HTTP traffic from 90.124.114.165:37015 to 223.171.197.94:396 MITRE Technique: T1059.001 | null | null | null | null | 90.124.114.165 | 223.171.197.94 | null | null | null | null | null | null | null | null | 37,015 | 396 | HTTP | 742,420 | 1,681 | null | null |
3fe4dda7-8038-4e27-b336-f8870e53d761 | 2025-06-08T19:05:53 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Grenada",
"device_hash": "971c1a6e2a9de6e92b4de07b76e5b44f5ac076060e26c2c7843d7a3c3a1e1857",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/5.0)",
"session_id": "e0561ca2-58dc-4d52-a8fd-54f80fabc657",
"risk_score": 44.72,
"confidence": 0.69
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-9d6db3c0 | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c04c9749-0322-49dc-980d-adfccd3731e1 | 2025-05-08T10:07:53 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by michaelrhodes No additional info | {
"geo_location": "North Macedonia",
"device_hash": "d05809de1f1c16f166485e8d5401c3a3664e6147",
"user_agent": "Opera/8.81.(Windows NT 6.1; ja-JP) Presto/2.9.187 Version/10.00",
"session_id": "668b73c4-eac8-4cdf-8bad-3e4382717121",
"risk_score": 14.64,
"confidence": 0.15
} | michaelrhodes | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by michaelrhodes No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-f084c7e0 | null | null | null | null | null | null | null | null | null | null |
6c27fba3-1507-4cae-b932-43100d50b359 | 2025-04-25T13:51:30 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SSH traffic from 210.185.15.100:911 to 56.229.155.144:1 No additional info noise=posts | {
"geo_location": "Samoa",
"device_hash": "19eb42d35d0c74f22effa193ce6fc963131e090c",
"user_agent": "Mozilla/5.0 (Android 3.2.4; Mobile; rv:13.0) Gecko/13.0 Firefox/13.0",
"session_id": "3837dada-ebf2-4ddf-bc5a-9fa5ea7c5630",
"risk_score": 55.48,
"confidence": 0.32
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 210.185.15.100:911 to 56.229.155.144:1 No additional info | null | null | null | null | 210.185.15.100 | 56.229.155.144 | null | null | null | null | null | null | null | null | 911 | 1 | SSH | 993,007 | 3,251 | null | null |
98c4d86d-2c7f-4ef6-96fd-83d6e4abd74d | 2025-03-01T01:53:08 | 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 kirkkiara No additional info | {
"geo_location": "Sudan",
"device_hash": "f6428c885b363c0f7b55620ae2b9ede6dd9a34dbb9f7f0f2dc89489b47988312",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_9 rv:5.0; gv-GB) AppleWebKit/531.11.6 (KHTML, like Gecko) Version/5.0.5 Safari/531.11.6",
"session_id": "5b6b8cd9-252f-44b5-8cf6-cb98ea6ecb... | kirkkiara | membership_inference | null | null | null | No additional info | AI system membership_inference by kirkkiara No additional info | null | null | null | null | null | null | null | null | null | null | null | model-583054c8 | 6858c1ec6cd24582c7438dfe3c15ee2408f4aadc | b2191b8385e5bec7906b403dd7a74061784f99e4 | null | null | null | null | null | null | null |
04e84624-c50a-4c3b-8a05-5fb7b8765d74 | 2025-04-22T08:17:25 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 166.165.210.191 to 149.157.16.29 MITRE Technique: T1059.005 | {
"geo_location": "Russia",
"device_hash": "9851954591d5dbe9913f886d8feac450196ce90a",
"user_agent": "Opera/8.51.(X11; Linux i686; kk-KZ) Presto/2.9.161 Version/10.00",
"session_id": "4f6da88a-9754-474b-aab7-8a755ccc866c",
"risk_score": 75.77,
"confidence": 0.94
} | null | disconnection | null | null | null | MITRE Technique: T1059.005 | Network disconnection from 166.165.210.191 to 149.157.16.29 MITRE Technique: T1059.005 | null | null | null | null | 166.165.210.191 | 149.157.16.29 | null | null | null | null | null | null | null | null | null | null | ICMP | 595,158 | null | null | null |
426cd0f4-9c74-48c3-9432-4dc23c8fecc9 | 2025-02-24T01:13:16 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in OCI by timothyshort MITRE Technique: T1486 | {
"geo_location": "Hong Kong",
"device_hash": "485e6658d6499ca4aabd623ea49bb8092542beca24245e0167e06ba4f6a97c43",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.0)",
"session_id": "6b94bca0-77f0-495f-a1e4-648d50f4138d",
"risk_score": 69.13,
"confidence": 0.83
} | timothyshort | instance_creation | null | null | null | MITRE Technique: T1486 | Cloud instance_creation in OCI by timothyshort MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | OCI | res-98bbb4ed | null | null | null | null | null | null | null | null | null | null |
e19f0410-50c8-4508-8614-b850f2067e49 | 2025-03-08T14:15:50 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by donna78 MITRE Technique: T1110.003 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Malaysia",
"device_hash": "c1d215162555056af724cebb5a6dc7f54ea7b3c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.0)",
"session_id": "3b248776-c52e-4097-b5ba-15be043d44b3",
"risk_score": 41.09,
"confidence": 0.93
} | donna78 | instance_creation | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: Bios timestamp anomalies | Cloud instance_creation in Azure by donna78 MITRE Technique: T1110.003 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | Azure | res-0c2ce561 | null | null | null | null | null | null | null | null | null | null |
692150f8-ce6d-4185-ba91-aad40dae48d7 | 2025-07-01T09:11:38 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Gabon",
"device_hash": "9b9eeda66ed220672c0a9ceb372c4854",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_8) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/40.0.800.0 Safari/536.2",
"session_id": "bf56cf33-3109-4458-a9e2-ea7536171a52",
"risk_score": 93.94,
"confidence": 0.85
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-f974e785 | 8.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b06eefce-c948-423d-a647-7776baaea9a5 | 2025-03-30T04:03:57 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by harrissandra No additional info | {
"geo_location": "United States of America",
"device_hash": "3fb1ab766f4884fa61f25104a1c922f7671f95cf329a04c3bb0d669502e60385",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.0)",
"session_id": "6d96b647-c26a-493e-a97a-e0126ecb3c66",
"risk_score": 65.58,
"confidence": 0.45
} | harrissandra | membership_inference | null | null | null | No additional info | AI system membership_inference by harrissandra No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b0d2ecbb | a88c464181624ebddfddae7be3812d11 | 93e2d3ac84eb3e2b8ba81c663294e49bf980ffac | null | null | null | null | null | null | null |
d6a88b46-94fc-4756-9be6-12238402e503 | 2025-02-04T06:43:49 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Port Scan detected from 196.219.35.65 targeting 3.91.235.86 No additional info | {
"geo_location": "Kuwait",
"device_hash": "3c7d01e271248f18e407c22ac5ed7d0bb4928587",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/46.0.816.0 Mobile/12X257 Safari/532.2",
"session_id": "f803ab1e-ba47-4110-a293-9c02ada01db5",
"risk_score": ... | null | null | null | null | null | No additional info | Snort Alert: Port Scan detected from 196.219.35.65 targeting 3.91.235.86 No additional info | null | null | null | null | 196.219.35.65 | 3.91.235.86 | Port Scan | SIG-6124 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
3774972c-7e95-4ef6-9c6b-6f5ed4f7f70d | 2025-02-17T22:29:49 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for randall64 via SAML from 190.248.110.40 MITRE Technique: T1204.002 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Georgia",
"device_hash": "e053e46ae151b5ed851eca152fde27d1c77545d3",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; ti-ER; rv:1.9.2.20) Gecko/7978-10-12 10:45:01 Firefox/14.0",
"session_id": "e54d7585-22de-46d0-8830-b5ddc5969fc9",
"risk_score": 29.97,
"confidence": 0.19
} | randall64 | challenge | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: ACPI table modifications | Auth challenge for randall64 via SAML from 190.248.110.40 MITRE Technique: T1204.002 | Unconventional IOC: ACPI table modifications | null | null | null | null | 190.248.110.40 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | b4:44:cc:62:78:bc |
c295d452-b71a-49ea-9bc2-76fe26f9a423 | 2025-03-10T09:06:20 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by julia04 No additional info | {
"geo_location": "Montenegro",
"device_hash": "59b81bad049051acee635666e7713bba5ba9763d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mni-IN) AppleWebKit/531.22.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.22.3",
"session_id": "624b39fc-96dc-4e8c-9b41-c402d27b378f",
... | julia04 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by julia04 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-aabcf87f | ceeb4f8f5851d935ef97c510ae43997e4ebeede61ea1ac49d42bd417461bc612 | 393e3f6e22c1fbf0361fe51bc1cf622fe42f4b4d902faad5f51c57576fe02ee3 | null | null | null | null | null | null | null |
2e7ed434-59fd-4d7b-8c7d-ddf8a8204afa | 2025-02-02T09:36:03 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for trevoreaton via biometric from 155.134.19.175 No additional info noise=V29yayBodWdlLg== | {
"geo_location": "Spain",
"device_hash": "7b1f8501634fb52f7ba0556360ddb073",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.0)",
"session_id": "4f6c4f4b-bfd4-4b96-ad54-6c198c6b5f20",
"risk_score": 67.96,
"confidence": 0.4
} | trevoreaton | failed | null | null | null | No additional info | Auth failed for trevoreaton via biometric from 155.134.19.175 No additional info | null | null | null | null | 155.134.19.175 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 2c:8c:f3:02:14:f6 |
510da45e-51cc-43a5-ae37-32bf9c987fa7 | 2025-06-03T08:27:01 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network connection from 22.100.207.162 to 89.60.53.185 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "bc6afa761cf7eedb51fdcc2f1623b09772c907153cb40a646fc31a15e988156b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.1)",
"session_id": "016fd219-d4d4-410b-87b8-af80433cb86f",
"risk_score": 62.25,
"confidence": 0.09
} | null | connection | null | null | null | No additional info | Network connection from 22.100.207.162 to 89.60.53.185 No additional info | null | null | null | null | 22.100.207.162 | 89.60.53.185 | null | null | null | null | null | null | null | null | null | null | HTTPS | 130,624 | null | null | null |
d68162d8-2b4b-4179-90b0-017bb7c2c5c4 | 2025-03-26T03:34:13 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for lchambers via OAuth from 10.44.95.164 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "2babfa1952a56699944bcbbb437e83f7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.0)",
"session_id": "32601409-16d4-42e2-8dd3-c30642bbf1c4",
"risk_score": 35.22,
"confidence": 0.74
} | lchambers | locked | null | null | null | No additional info | Auth locked for lchambers via OAuth from 10.44.95.164 No additional info | {
"baseline_deviation": 1.19,
"entropy": 2.72,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.44.95.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 78:61:e3:6c:c6:10 |
1325d2c1-6691-4df7-8024-ab977006d368 | 2025-01-31T18:53:07 | cloud | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Alibaba by kelsey24 MITRE Technique: T1543.003 | {
"geo_location": "Djibouti",
"device_hash": "11c0f8bcb77520c35214dcbe45de647d67e88283569e6339b15618d1afd4cd8d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_4 rv:4.0; ps-AF) AppleWebKit/531.33.1 (KHTML, like Gecko) Version/4.0.2 Safari/531.33.1",
"session_id": "830c3bb6-a305-46e0-9d1f-ddf8fee... | kelsey24 | crypto_mining | null | null | null | MITRE Technique: T1543.003 | Cloud crypto_mining in Alibaba by kelsey24 MITRE Technique: T1543.003 | {
"baseline_deviation": 1.73,
"entropy": 3.83,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Alibaba | res-4fbe044f | null | null | null | null | null | null | null | null | null | null |
fc3b8fb4-3f34-45a3-bc61-22d6d61d7eeb | 2025-06-21T00:40:56 | network | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|low| desc=Network beaconing from 223.68.86.196 to 10.36.153.231 No additional info noise=SnVzdC4= | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "d4ddf5467424fbb7c4b606066184d4de40aebe3eaab1740bf6cbb78488327991",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/5.0)",
"session_id": "09782072-917c-4d54-a74c-1cf3c5085493",
"risk_score": 55.22,
"confidence": 0.58
} | null | beaconing | null | null | null | No additional info | Network beaconing from 223.68.86.196 to 10.36.153.231 No additional info | null | null | null | null | 223.68.86.196 | 10.36.153.231 | null | null | null | null | null | null | null | null | null | null | HTTP | 342,752 | null | null | null |
6f5f9190-e09d-4fb9-8a43-47384eb1c2d0 | 2025-03-13T00:05:11 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1053.005 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Palau",
"device_hash": "8802e0f4c299b40ed714b102cd8527f390183ba4",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_6) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/61.0.868.0 Safari/532.0",
"session_id": "1802b0ce-2c89-4b9e-acc7-941b64e993fc",
"risk_score": 51.96,
"confidence":... | null | sensor_spoofing | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: UEFI variable tampering | IoT device Medical sensor_spoofing MITRE Technique: T1053.005 | Unconventional IOC: UEFI variable tampering | null | Medical | iot-6d2f95cf | 5.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26e0e5f0-2aed-41f0-a0e4-02a2974db686 | 2025-07-08T12:52:51 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 140.123.152.213 to 10.178.58.229 No additional info noise=29A2C134 | {
"geo_location": "Liechtenstein",
"device_hash": "f1645e505e439ecc480ccaadac308e0b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/4424-04-22 03:26:36 Firefox/3.6.19",
"session_id": "afd8089e-88b2-453a-a404-4b3d6200cc2a",
"risk_score": 56.38,
"confidence": 0.75
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 140.123.152.213 to 10.178.58.229 No additional info | null | null | null | null | 140.123.152.213 | 10.178.58.229 | null | null | null | null | null | null | null | null | null | null | HTTP | 385,429 | null | null | null |
9ca454d7-b99f-46c5-9511-e9cfae10d38c | 2025-03-17T21:10:45 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for nmartin via SAML from 74.21.243.59 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "3c78cc77490c4157d7b38a46fc15b6f941cc881dab54be54cb320276c2520a76",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; bo-CN) AppleWebKit/533.1.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.1.6",
"session_id": "c1ac3e... | nmartin | locked | null | null | null | No additional info | Auth locked for nmartin via SAML from 74.21.243.59 No additional info | null | null | null | null | 74.21.243.59 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 89:98:bf:4c:e3:15 |
a5793f08-1539-46ef-be03-e8ef4edaafe7 | 2025-04-07T15:28:04 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Azure by gomezkathy Associated Threat Actor: Equation Group | {
"geo_location": "Iceland",
"device_hash": "84b6610ddcae5bd905cc4dd25696a863ba93d921",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_2 rv:2.0; sr-RS) AppleWebKit/532.36.3 (KHTML, like Gecko) Version/5.0.4 Safari/532.36.3",
"session_id": "fb889986-9259-4857-b35f-2f5dbf3fdb57",
"risk_score": 31.8,
... | gomezkathy | api_abuse | null | null | null | Associated Threat Actor: Equation Group | Cloud api_abuse in Azure by gomezkathy Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | Azure | res-ed555296 | null | null | null | null | null | null | null | null | null | null |
a2f899df-9bfc-46c5-bc7a-ee781e2625c6 | 2025-02-19T11:58:34 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth challenge for walter75 via MFA from 59.59.93.33 MITRE Technique: T1486 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "5bd30110210cf3cd07c25e1f5c44e38ccd0fcb2b",
"user_agent": "Opera/9.53.(X11; Linux i686; it-CH) Presto/2.9.164 Version/10.00",
"session_id": "a933ab47-e9ea-42dd-aee5-0df9d138b7bb",
"risk_score": 38.94,
"confidence": 0.39
} | walter75 | challenge | null | null | null | MITRE Technique: T1486 | Auth challenge for walter75 via MFA from 59.59.93.33 MITRE Technique: T1486 | null | null | null | null | 59.59.93.33 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | bd:5e:39:a4:81:be |
184b2d98-c74d-4aa9-9945-bf85ae96d30d | 2025-02-18T12:47:37 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth challenge for colestephen via password from 10.78.18.11 No additional info | {
"geo_location": "Isle of Man",
"device_hash": "476ebf566a02d7ba79fda3321054d00e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ss-ZA) AppleWebKit/533.49.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6533.49.5",
"session_id": "529ca4ee-5b7c-4ce6-aabb-1cda834451bf",
"risk_sc... | colestephen | challenge | null | null | null | No additional info | Auth challenge for colestephen via password from 10.78.18.11 No additional info | null | null | null | null | 10.78.18.11 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 33:86:dc:f3:36:56 |
09f02aa5-b1ea-4ac7-96e3-2bae39d38653 | 2025-02-07T05:44:31 | ids_alert | Microsoft Sentinel v1.0.0 | emergency | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Microsoft Sentinel Alert: ICS Attack detected from 217.121.83.238 targeting N/A No additional info noise=search/app/tags | {
"geo_location": "Mongolia",
"device_hash": "5c24ddb155b4c0fcde66685b55b283850474dfbb7888e3d5fd2690793cf0a08d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ff-SN) AppleWebKit/531.46.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.46.3",
"session_id": "559a99f8-a10f-4db9-b... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: ICS Attack detected from 217.121.83.238 targeting N/A No additional info | null | null | null | null | 217.121.83.238 | N/A | ICS Attack | SIG-8110 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
32c51e78-1b95-485a-9777-bb42adb4486c | 2025-01-20T23:22:13 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for christopher30 via OAuth from 156.75.249.198 No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "ea66bd54876e39d041fce4a9f44cd357",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "4eeae490-2556-463e-9b8c-3daeb7a8b949",
"risk_score": 69.8,
"confidence": 0.2
} | christopher30 | locked | null | null | null | No additional info | Auth locked for christopher30 via OAuth from 156.75.249.198 No additional info | null | null | null | null | 156.75.249.198 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 12:07:c2:b6:5d:1b |
2b2eb665-b485-4ba8-9c3a-a132e0b18ce4 | 2025-02-09T07:37:11 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for heatherswanson via SAML from 99.74.193.154 No additional info | {
"geo_location": "Eritrea",
"device_hash": "4bc6bfd28d2c01c8dc124ab2fb8df913e716488ca43b974bd0b19d0c0e3e2862",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/36.0.838.0 Mobile/90V498 Safari/532.1",
"session_id": "76809812-3d95-4d5d-b7f0-ac5aa31f8ff... | heatherswanson | failed | null | null | null | No additional info | Auth failed for heatherswanson via SAML from 99.74.193.154 No additional info | null | null | null | null | 99.74.193.154 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 87:bd:4b:3a:26:19 |
7390853e-cb4c-48bc-bbba-32ea26240605 | 2025-02-15T08:43:32 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by maria11 No additional info | {
"geo_location": "China",
"device_hash": "9428a24b16d3cb314d67b1cdcf96920f51cac59f",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5650-04-24 08:49:28 Firefox/3.6.2",
"session_id": "5e8ea70f-3708-4e8e-8654-8b54fb40360b",
"risk_score": 46.63,
"confidence": 0.03
} | maria11 | model_inversion | null | null | null | No additional info | AI system model_inversion by maria11 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-51572538 | 2f1dfd778da8358d8198e8fe8902e3bdafbe1faf | a73254739a03a85bac687a11e0387bec81c1f9243511006d1d858b12a6abb3d0 | null | null | null | null | null | null | null |
0aec3282-e264-4115-a0ec-0949481f3f54 | 2025-03-18T08:17:07 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect UDP traffic from 187.207.112.152:290 to 188.78.4.117:49 No additional info | {
"geo_location": "Comoros",
"device_hash": "13d4b545a9a86c2d16591792c24b748bfc59fc1f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/3.0)",
"session_id": "d5c4dbd1-9d46-41f9-8c49-cbb61a654136",
"risk_score": 59.36,
"confidence": 0.66
} | null | inspect | null | null | null | No additional info | Firewall inspect UDP traffic from 187.207.112.152:290 to 188.78.4.117:49 No additional info | null | null | null | null | 187.207.112.152 | 188.78.4.117 | null | null | null | null | null | null | null | null | 290 | 49 | UDP | 722,546 | 799 | null | null |
af69334e-7f35-4b72-b96a-a8ab162d82ba | 2025-04-05T10:11:56 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by robert28 Associated Threat Actor: Equation Group | {
"geo_location": "Suriname",
"device_hash": "714b98454720b96a89b464ae7a57cea0",
"user_agent": "Opera/8.96.(X11; Linux i686; ce-RU) Presto/2.9.176 Version/11.00",
"session_id": "221d54f8-405f-44a4-b8d3-fc64fc59d926",
"risk_score": 81.4,
"confidence": 0.09
} | robert28 | lambda_execution | null | null | null | Associated Threat Actor: Equation Group | Cloud lambda_execution in Azure by robert28 Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | Azure | res-6354bd2c | null | null | null | null | null | null | null | null | null | null |
0eb7d518-511a-41ae-9936-951751ec1343 | 2025-04-04T23:36:36 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth locked for kedwards via SAML from 56.196.85.35 Credential stuffing pattern detected | {
"geo_location": "Rwanda",
"device_hash": "8ca566e53324eecbab8a7a2f6c1e56b8",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/26.0.866.0 Safari/533.2",
"session_id": "75f13fe1-2aa8-4c1c-b45e-87f0d1b7750f",
"risk_score": 33.35,
"confidence": 0.55
} | kedwards | locked | null | null | null | Credential stuffing pattern detected | Auth locked for kedwards via SAML from 56.196.85.35 Credential stuffing pattern detected | null | null | null | null | 56.196.85.35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | e4:a2:5c:72:e5:25 |
c18dc6d6-73ea-43f1-9113-a6e16b083db2 | 2025-07-10T12:47:25 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Namibia",
"device_hash": "a49d59f4c37cc7e4286da75e3985a3e6f130ec65cc4d73c419e7f22b688240f0",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/46.0.830.0 Safari/531.2",
"session_id": "f9926b4d-342d-43a5-90cd-3aa025c01484",
"risk_score": 43.22,
"c... | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | {
"baseline_deviation": 1.53,
"entropy": 7.88,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Sensor | iot-76fa5139 | 9.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27e10c43-fc76-4b32-aa94-a91b4ff876ec | 2025-01-28T10:22:00 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall drop HTTP traffic from 115.11.238.152:194 to 157.44.10.99:935 No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "4e7ae61f9833fc84b8662cf0920a99bb8cae48b8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; et-EE) AppleWebKit/534.48.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6534.48.3",
"session_id": "4f7d00ed-4286-49eb-87a4-f5f468d29c3b",... | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 115.11.238.152:194 to 157.44.10.99:935 No additional info | null | null | null | null | 115.11.238.152 | 157.44.10.99 | null | null | null | null | null | null | null | null | 194 | 935 | HTTP | 782,079 | 1,249 | null | null |
a70e7dca-186f-4ca8-8254-9601269cd3db | 2025-07-07T17:16:57 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 88.190.112.224 to 26.130.132.78 MITRE Technique: T1078.004 | {
"geo_location": "Timor-Leste",
"device_hash": "a023f1bcc98c5989e7e36ecb16c1df5fdf57835d",
"user_agent": "Opera/8.66.(Windows NT 5.1; pa-IN) Presto/2.9.160 Version/10.00",
"session_id": "635f8d62-399e-4328-8e4c-a50b78fb5e27",
"risk_score": 69.55,
"confidence": 0.73
} | null | covert_channel | null | null | null | MITRE Technique: T1078.004 | Network covert_channel from 88.190.112.224 to 26.130.132.78 MITRE Technique: T1078.004 | null | null | null | null | 88.190.112.224 | 26.130.132.78 | null | null | null | null | null | null | null | null | null | null | UDP | 699,901 | null | null | null |
54edf29a-c8f7-455d-9b35-b74b6f56276a | 2025-02-15T12:53:21 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task across by mperry Associated Threat Actor: Mustang Panda | Unconventional IOC: TPM attestation failures | {
"geo_location": "Cuba",
"device_hash": "83d2d44295e65409ae69fd62c0e2f85f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_8; rv:1.9.5.20) Gecko/5886-09-01 15:26:35 Firefox/3.6.5",
"session_id": "74ef0d25-acca-49cb-9884-d05e6eb11721",
"risk_score": 26.03,
"confidence": 0.52
} | mperry | scheduled_task | across | 9,706 | svchost.exe | Associated Threat Actor: Mustang Panda | Unconventional IOC: TPM attestation failures | Endpoint scheduled_task across by mperry Associated Threat Actor: Mustang Panda | Unconventional IOC: TPM attestation failures | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1cc6d327-4883-4f83-9c7a-5ddc5376bf93 | 2025-03-04T11:54:20 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera protocol_violation Associated Threat Actor: APT34 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "6bc07d720a0803374bbd6c495103e5c600bb8efe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "1d9ff53b-1274-413f-815d-ecbf62d4ee9c",
"risk_score": 69.94,
"confidence": 0.93
} | null | protocol_violation | null | null | null | Associated Threat Actor: APT34 | IoT device Camera protocol_violation Associated Threat Actor: APT34 | null | Camera | iot-6f505946 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d3106f7f-b554-4ac0-aa3d-4ad5a77813c4 | 2025-01-22T05:26:13 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access describe by webbcatherine No additional info | {
"geo_location": "Iraq",
"device_hash": "4c19cd386834bd9045fe3541a037551dacecccef",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.1)",
"session_id": "f0236439-202b-439a-89ef-2d38572988e9",
"risk_score": 45.88,
"confidence": 0.12
} | webbcatherine | file_access | describe | 3,614 | explorer.exe | No additional info | Endpoint file_access describe by webbcatherine No additional info | {
"baseline_deviation": 0.61,
"entropy": 3.99,
"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 |
79fc4e2f-b0cc-49e1-884a-b5ca430b5758 | 2025-02-13T11:23:15 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by tknox No additional info | {
"geo_location": "North Korea",
"device_hash": "33b0b2c47cae2360c82f336b82b3783a259f9e43201f0f4e0f1ba9ec13bd77c4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9; rv:1.9.3.20) Gecko/5192-08-20 05:25:25 Firefox/6.0",
"session_id": "e85d2d2b-87e4-4082-a6aa-28539be00f2c",
"risk_score": 54.83,
"co... | tknox | fine_tuning | null | null | null | No additional info | AI system fine_tuning by tknox No additional info | {
"baseline_deviation": 2,
"entropy": 6.29,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-d57962c5 | 5eb346a5743662890112f35e5e92dfec6da4f0e9 | 0d5f234201d918e9b5aa2eac5e3b4ec6 | null | null | null | null | null | null | null |
62dfc895-2d77-4561-93d9-52ef6793ba9e | 2025-03-03T13:08:49 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth challenge for rodriguezvictoria via password from 63.130.171.13 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "0a6849a1ed5f264902a1bef334a71c28",
"user_agent": "Mozilla/5.0 (Linux; Android 1.6) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/16.0.839.0 Safari/536.0",
"session_id": "06b5ad2e-7276-4adc-a667-d58eeee48854",
"risk_score": 54.16,
"confidence": ... | rodriguezvictoria | challenge | null | null | null | No additional info | Auth challenge for rodriguezvictoria via password from 63.130.171.13 No additional info | null | null | null | null | 63.130.171.13 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 7d:74:78:a4:56:f4 |
97126214-b478-408c-baa4-ff7fb0aee6d9 | 2025-07-01T10:40:31 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth locked for gconway via key from 141.243.75.223 MITRE Technique: T1078.004 | {
"geo_location": "Nicaragua",
"device_hash": "9266e328c6204d00f9f314adbbf4004f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_6; rv:1.9.4.20) Gecko/9643-09-16 17:01:32 Firefox/3.6.7",
"session_id": "42d0cbdf-c952-4a8a-892f-ac8234118855",
"risk_score": 22.6,
"confidence": 0.35
} | gconway | locked | null | null | null | MITRE Technique: T1078.004 | Auth locked for gconway via key from 141.243.75.223 MITRE Technique: T1078.004 | null | null | null | null | 141.243.75.223 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | f9:e3:b4:61:6e:b1 |
08d6621c-d4e1-40c4-a6d7-ff08009be938 | 2025-02-11T07:43:41 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Haiti",
"device_hash": "e4fd89ef794ae1978b879111b9f33bba",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_8) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/60.0.835.0 Safari/531.0",
"session_id": "540c6eb2-77e7-4932-a7e6-73e6eba77757",
"risk_score": 47.12,
"confidence": 0.27
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-580bfcff | 6.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c86fa77b-45d4-455f-8ba1-fcbd0b60eb95 | 2025-01-31T23:36:50 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Azure by shill No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "b478438d5517ced0942be88adb574c3b99997095",
"user_agent": "Opera/9.75.(Windows NT 5.1; dv-MV) Presto/2.9.190 Version/11.00",
"session_id": "6acf20d3-5fea-4bcd-9fb7-19209b6a3fbe",
"risk_score": 60.44,
"confidence": 0.27
} | shill | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by shill No additional info | null | null | null | null | null | null | null | null | null | Azure | res-e5c50f46 | null | null | null | null | null | null | null | null | null | null |
b3d3c1f3-6dbd-4c99-8ad7-3405196cdb66 | 2025-07-05T16:09:38 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Macao",
"device_hash": "63abbe1d79ca2b589b9aebce647f3be4bb0b9e5251a4f1a55e7905156a2675a2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.12.7 (KHTML, like Gecko) Version/5.0 Safari/532.12.7",
"session_id": "a824b396-8688-47fc-9520-35dbb3a8458c",
"risk_score": 29.6,... | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-b2736327 | 4.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0a1d7eb8-cd7c-487a-8d63-37c2090b853a | 2025-02-04T09:42:27 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in GCP by shelby80 No additional info | {
"geo_location": "Barbados",
"device_hash": "35797c0b6c8e30c3408c73003a9be03d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.0)",
"session_id": "0c33aaa6-b546-4f43-a2a4-8bc1036f55fe",
"risk_score": 66.22,
"confidence": 0.32
} | shelby80 | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by shelby80 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-4bcbac17 | null | null | null | null | null | null | null | null | null | null |
c2061338-44f9-42ee-9e09-50dd9957e670 | 2025-06-14T03:32:01 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task offer by greenerin Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Serbia",
"device_hash": "58afa1e86d5cc5e3c736c5efa0fdd0e6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; fy-DE) AppleWebKit/531.23.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.23.6",
"session_id": "d6631d45-5006-468e-be34-223ecbd808e7",
"risk_score":... | greenerin | scheduled_task | offer | 7,708 | cmd.exe | Unconventional IOC: Unusual DNS TXT records | Endpoint scheduled_task offer by greenerin Unconventional IOC: Unusual DNS TXT records | {
"baseline_deviation": 1.95,
"entropy": 7.76,
"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 |
9df0c707-0801-440b-b14d-58a9fdd1fd78 | 2025-03-07T23:04:50 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change east by taylorstephanie MITRE Technique: T1059.005 noise=tag | {
"geo_location": "Namibia",
"device_hash": "0d1d087621122a2e86d391d9b690fb9207be1a6f",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/17.0.864.0 Safari/531.2",
"session_id": "ad0c9a24-3c16-4873-8b2e-26061a7a124e",
"risk_score": 55.77,
"confidence": 0.02
} | taylorstephanie | registry_change | east | 3,423 | explorer.exe | MITRE Technique: T1059.005 | Endpoint registry_change east by taylorstephanie 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 |
80e607aa-5f3b-44b9-aee1-241ce9e11fa5 | 2025-02-20T01:07:27 | iot | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor command_injection No additional info noise=75C8588C | {
"geo_location": "Poland",
"device_hash": "8e85726dbfe478ae3f41f9e50cb4047d",
"user_agent": "Opera/8.67.(Windows NT 6.0; lo-LA) Presto/2.9.181 Version/11.00",
"session_id": "8456e98f-2148-42a7-985d-9c58d6ab9b8b",
"risk_score": 42.37,
"confidence": 0.36
} | null | command_injection | null | null | null | No additional info | IoT device Sensor command_injection No additional info | {
"baseline_deviation": 1.32,
"entropy": 6.83,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Sensor | iot-757cc794 | 5.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d020bc21-0434-4ec3-bc5c-1d0a8d2b8778 | 2025-04-16T04:48:59 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by coopermichael No additional info noise=3FB99C84 | {
"geo_location": "Uzbekistan",
"device_hash": "56789761717068d258d27e9baf53f8ef47e96f51116cf25864421a177177fd97",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "c1483cd8-d3b7-462a-a03e-43cab22496c4",
"risk_score": 31.61,
"confidence": 0.73
} | coopermichael | adversarial_input | null | null | null | No additional info | AI system adversarial_input by coopermichael No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fcdaa95a | 4b654a87ca5d10aa441e918b65e264495482e656ca5139598111531d29c63096 | d95f697653327bbef0a8325dc5d37282b8c97b21882a849ffa91acb44719c2c3 | null | null | null | null | null | null | null |
f509b772-c817-403e-b4a7-3934162500f5 | 2025-04-05T12:25:57 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network beaconing from 84.210.254.201 to 5.204.107.110 No additional info | {
"geo_location": "Taiwan",
"device_hash": "afddadd5038eee5e1759a2f79c75fe2cec071693b73b705baca5cf8f390c3038",
"user_agent": "Opera/8.44.(Windows NT 11.0; apn-IN) Presto/2.9.162 Version/10.00",
"session_id": "400fcb55-ac14-4861-8c87-99c9d1802645",
"risk_score": 19.92,
"confidence": 0.38
} | null | beaconing | null | null | null | No additional info | Network beaconing from 84.210.254.201 to 5.204.107.110 No additional info | null | null | null | null | 84.210.254.201 | 5.204.107.110 | null | null | null | null | null | null | null | null | null | null | HTTPS | 118,410 | null | null | null |
9f79b3d6-9f05-4268-9349-5d146b68abfa | 2025-05-25T22:03:53 | 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: Domain Fronting detected from 186.164.236.120 targeting N/A MITRE Technique: T1053.005 noise=U2VyaWVzLg== | {
"geo_location": "Korea",
"device_hash": "f47892bd9e66ba4c01c9a6a80bb0d392d6c9fe84",
"user_agent": "Mozilla/5.0 (Windows 95; sw-TZ; rv:1.9.2.20) Gecko/6478-02-02 19:56:35 Firefox/3.6.1",
"session_id": "22d8968a-0319-4037-8227-fdda1be9fd83",
"risk_score": 33.8,
"confidence": 0.35
} | null | null | null | null | null | MITRE Technique: T1053.005 | Carbon Black Alert: Domain Fronting detected from 186.164.236.120 targeting N/A MITRE Technique: T1053.005 | null | null | null | null | 186.164.236.120 | N/A | Domain Fronting | SIG-1140 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
f28845ac-36df-496d-a5bb-8ec26556e5b8 | 2025-04-14T15:04:13 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Alibaba by courtneygutierrez No additional info | {
"geo_location": "Iran",
"device_hash": "92460799ad375f6bcc6229f2b564570f0610432b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_8 rv:2.0; yue-HK) AppleWebKit/534.37.3 (KHTML, like Gecko) Version/4.1 Safari/534.37.3",
"session_id": "b6ad0171-7481-4df5-9434-8c35eaeb3faf",
"risk_score": 50.51,
... | courtneygutierrez | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by courtneygutierrez No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-ccee3948 | null | null | null | null | null | null | null | null | null | null |
4e79afd4-efd7-4ee5-8910-4290aa936507 | 2025-03-04T08:24:34 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 203.236.208.170 to 10.121.27.155 No additional info | {
"geo_location": "Montenegro",
"device_hash": "8b7c28bee0e4ca0da05d06c6ed86091bee6f3cb1c0f82d6c87b056b094661a5f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4564-01-25 21:58:19 Firefox/3.6.3",
"session_id": "99b19c9d-de11-4d02-b542-fbfc73d4c646",
"risk_score": 42.21,
"confidence": 0.... | null | connection | null | null | null | No additional info | Network connection from 203.236.208.170 to 10.121.27.155 No additional info | {
"baseline_deviation": 1.01,
"entropy": 5.92,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 203.236.208.170 | 10.121.27.155 | null | null | null | null | null | null | null | null | null | null | UDP | 745,969 | null | null | null |
57e40bb6-e567-4e81-9124-5a258bceea85 | 2025-01-13T07:07:52 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /model/mean.pages by wayne52 No additional info | {
"geo_location": "Iran",
"device_hash": "34ea86096487a531d85662109a38faaf986a1ec1",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/9036-08-05 19:44:06 Firefox/5.0",
"session_id": "2dc71543-5371-4d3a-9af0-f5b08895d3b3",
"risk_score": 54.82,
"confidence": 0.98
} | wayne52 | process_stop | /model/mean.pages | 9,549 | svchost.exe | No additional info | Endpoint process_stop /model/mean.pages by wayne52 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8edd05a9-a30f-4541-adb0-e413884a68ec | 2025-04-08T20:51:03 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by mindy13 No additional info | {
"geo_location": "Tunisia",
"device_hash": "77d6950bb6f9dc736caccc07ed505753a4ac8fa1",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/25.0.819.0 Safari/534.0",
"session_id": "434e4782-8196-4824-9d49-9ea592cd9e23",
"risk_score": 32.36,
"confidence": ... | mindy13 | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by mindy13 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-430897c3 | null | null | null | null | null | null | null | null | null | null |
199d4ec1-94ae-47c4-9820-c96665c01378 | 2025-02-23T07:49:17 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in OCI by testrada No additional info noise=RGVjaXNpb24u | {
"geo_location": "Cook Islands",
"device_hash": "4dd54bba045b9ede724374260afb75b0822a04ac",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/54.0.851.0 Mobile/93V633 Safari/535.1",
"session_id": "e43aea0a-fd50-44a6-ac62-33bd1daf48ac",
"risk_s... | testrada | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by testrada No additional info | null | null | null | null | null | null | null | null | null | OCI | res-33a44953 | null | null | null | null | null | null | null | null | null | null |
f81cb15b-815d-4c40-acdc-0be4186cd2de | 2025-05-25T23:43:34 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Tuvalu",
"device_hash": "9d0e35f2892a4cef79dc62fc88582a9f73451de9",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_7 rv:5.0; tg-TJ) AppleWebKit/533.44.2 (KHTML, like Gecko) Version/5.1 Safari/533.44.2",
"session_id": "12c89c0e-046a-42b9-a2ca-c48b2b72cccf",
"risk_score": 64.9... | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-272d8dbf | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b53dcc62-f5b8-4474-bd2b-9e2ad79ad00b | 2025-04-05T03:28:52 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load above by tjimenez MITRE Technique: T1134.001 | {
"geo_location": "Guadeloupe",
"device_hash": "c025f107f39687b73eef2d62ae8631da7f24a81780ef872e98cfbc19c7393488",
"user_agent": "Opera/8.84.(Windows 98; Win 9x 4.90; kk-KZ) Presto/2.9.174 Version/11.00",
"session_id": "2d6dad2a-cdf4-4615-b452-7866107d44b0",
"risk_score": 14.43,
"confidence": 0.34
} | tjimenez | driver_load | above | 2,513 | svchost.exe | MITRE Technique: T1134.001 | Endpoint driver_load above by tjimenez MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b81cd67f-2e8d-4944-9d61-c86770221172 | 2025-04-16T23:05:53 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for alyssawiley via key from 107.182.22.204 MITRE Technique: T1543.003 | {
"geo_location": "Afghanistan",
"device_hash": "f0aa2021e1e0992ad3ed2996ddcfa3dab45b5d12",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/30.0.832.0 Mobile/24N430 Safari/531.1",
"session_id": "688be9fc-db96-4f41-80d0-50c963c52080",
"risk_scor... | alyssawiley | timeout | null | null | null | MITRE Technique: T1543.003 | Auth timeout for alyssawiley via key from 107.182.22.204 MITRE Technique: T1543.003 | null | null | null | null | 107.182.22.204 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ac:1e:aa:e3:be:d6 |
46d4d873-0a0e-478b-a837-5c5f3e9d6050 | 2025-07-03T14:09:07 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only NTP traffic from 12.13.231.132:524 to 165.77.29.79:562 No additional info | {
"geo_location": "Thailand",
"device_hash": "0c39310611b87095581db002a95c0b02",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.0)",
"session_id": "d00f1790-ae6e-409a-8848-bfc2bd6d7dac",
"risk_score": 65.41,
"confidence": 0.57
} | null | log-only | null | null | null | No additional info | Firewall log-only NTP traffic from 12.13.231.132:524 to 165.77.29.79:562 No additional info | null | null | null | null | 12.13.231.132 | 165.77.29.79 | null | null | null | null | null | null | null | null | 524 | 562 | NTP | 970,854 | 253 | null | null |
5de4c5fc-b2af-47e6-ade9-0930eee7eca0 | 2025-05-13T12:43:41 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection set by georgekevin Associated Threat Actor: APT35 | {
"geo_location": "French Guiana",
"device_hash": "f77cadc4c30f5cacf804b0faac475be0",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; tl-PH; rv:1.9.2.20) Gecko/5347-05-30 03:10:26 Firefox/3.8",
"session_id": "0968582d-b0ce-4269-8eef-a080e527f30b",
"risk_score": 39.24,
"confidence": 0.68
} | georgekevin | memory_injection | set | 2,795 | powershell.exe | Associated Threat Actor: APT35 | Endpoint memory_injection set by georgekevin 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 |
a1c90726-698d-4bfb-b747-ba146634392e | 2025-06-29T03:13:35 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for nbanks via biometric from 9.53.155.29 MITRE Technique: T1053.005 | Associated Threat Actor: Mustang Panda noise=29963CF1 | {
"geo_location": "Bahamas",
"device_hash": "da380916f69c00780ee72dd8a0e5c53a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.0)",
"session_id": "a67c8148-d98e-4130-8cbb-02b277b0aff0",
"risk_score": 74.06,
"confidence": 0.68
} | nbanks | failed | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: Mustang Panda | Auth failed for nbanks via biometric from 9.53.155.29 MITRE Technique: T1053.005 | Associated Threat Actor: Mustang Panda | null | null | null | null | 9.53.155.29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | b1:d6:f9:75:54:fe |
83c84e4c-afc2-47d0-9831-ed103a0dc151 | 2025-05-28T14:28:29 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /member/as.png by cynthia74 Associated Threat Actor: Lazarus Group | {
"geo_location": "Paraguay",
"device_hash": "944eed965f3b921e28456daa4361ddf7b4e0295c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.1)",
"session_id": "74aed9af-9c04-4579-8fdd-c63f97b23e6e",
"risk_score": 25.22,
"confidence": 0.22
} | cynthia74 | persistence_mechanism | /member/as.png | 5,319 | cmd.exe | Associated Threat Actor: Lazarus Group | Endpoint persistence_mechanism /member/as.png by cynthia74 Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a9203df-ec81-4c96-8cf7-3aea668c9f6b | 2025-05-01T12:53:00 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by garciamatthew MITRE Technique: T1071.001 | {
"geo_location": "Kazakhstan",
"device_hash": "7c1148f174868ebe088812552d22fc7ab6663c85b34b1e78b236d678dff45016",
"user_agent": "Opera/8.77.(Windows 98; Win 9x 4.90; om-ET) Presto/2.9.165 Version/11.00",
"session_id": "eb14e7c3-2c53-452c-bb43-da269e62c5c4",
"risk_score": 57.27,
"confidence": 0.73
} | garciamatthew | adversarial_input | null | null | null | MITRE Technique: T1071.001 | AI system adversarial_input by garciamatthew MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-a97e3a2e | e1ac396d860c62e7b3b96c7f52f68d0d7da5c15a | e8def29305ed88cc68200a46ef9a6629 | null | null | null | null | null | null | null |
7ac1e44d-aff4-435d-962b-dbbb3482ba79 | 2025-03-05T09:22:12 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1134.001 | {
"geo_location": "China",
"device_hash": "bded14ebef725155ebf66e144b53e466",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.0)",
"session_id": "88449807-a1fd-4e89-a227-f22d8887ff09",
"risk_score": 64.62,
"confidence": 0.06
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1134.001 | IoT device Thermostat sensor_spoofing MITRE Technique: T1134.001 | null | Thermostat | iot-54c11246 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a5953c4c-3dbf-45fb-b396-b8c02bcf1bb4 | 2025-03-16T12:33:54 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SMB traffic from 113.169.226.254:926 to 158.18.247.239:924 MITRE Technique: T1574.002 | {
"geo_location": "Macao",
"device_hash": "7af0e6091e780f4631c5f81d0ce2dbbd",
"user_agent": "Opera/9.37.(Windows NT 6.2; cy-GB) Presto/2.9.175 Version/10.00",
"session_id": "680c5fa9-6ce2-4461-984a-b88c81e62268",
"risk_score": 45.41,
"confidence": 0.66
} | null | inspect | null | null | null | MITRE Technique: T1574.002 | Firewall inspect SMB traffic from 113.169.226.254:926 to 158.18.247.239:924 MITRE Technique: T1574.002 | null | null | null | null | 113.169.226.254 | 158.18.247.239 | null | null | null | null | null | null | null | null | 926 | 924 | SMB | 145,738 | 2,047 | null | null |
41943b1d-b510-43d9-9d98-4cc0d8ebd616 | 2025-02-16T08:27:40 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall allow NTP traffic from 7.192.12.138:974 to 188.93.144.245:636 No additional info noise=app/category/list | {
"geo_location": "Guatemala",
"device_hash": "c3e80b1e24b73e67b5506e7d922f4dd9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.1)",
"session_id": "28330d9e-ea13-4e87-b13b-b963fa0d1102",
"risk_score": 30.45,
"confidence": 0.06
} | null | allow | null | null | null | No additional info | Firewall allow NTP traffic from 7.192.12.138:974 to 188.93.144.245:636 No additional info | null | null | null | null | 7.192.12.138 | 188.93.144.245 | null | null | null | null | null | null | null | null | 974 | 636 | NTP | 654,057 | 269 | null | null |
f6405770-8d22-4038-94a3-2f1f27022c88 | 2025-07-09T06:19:39 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Ethiopia",
"device_hash": "1131244c67078f882be188b4dc91592e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "5afc943e-ad0d-4121-a351-aea5e86ae0b4",
"risk_score": 28.73,
"confidence": 0.48
} | null | battery_drain | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | null | Sensor | iot-64cd35d8 | 5.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c1920e79-4230-4370-94d0-58bec357bf35 | 2025-05-26T15:28:13 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update MITRE Technique: T1134.001 | {
"geo_location": "Jamaica",
"device_hash": "8d9eda4376b95731c553bf0874379de42218f709b1932bd880d737e33a0db72e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.21.2 (KHTML, like Gecko) Version/4.1 Safari/531.21.2",
"session_id": "974f08c2-6bc8-4caa-b996-81a73c5ee983",
"risk_score": 65.68,
... | null | firmware_update | null | null | null | MITRE Technique: T1134.001 | IoT device Sensor firmware_update MITRE Technique: T1134.001 | null | Sensor | iot-bad9faf2 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
84190196-4cd1-43bb-8105-409d7b574570 | 2025-02-17T08:00:23 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow DNS traffic from 115.131.211.140:656 to 220.142.174.39:51202 No additional info noise=QmVnaW4u | {
"geo_location": "Mayotte",
"device_hash": "f0848cd7506522c752fd7818d0c9a9f7492c9cdfc83508fbe014295685670bd8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.1)",
"session_id": "4f3c7738-8a76-42bc-ab7a-94c87db47033",
"risk_score": 74.35,
"confidence": 0.6
} | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 115.131.211.140:656 to 220.142.174.39:51202 No additional info | {
"baseline_deviation": 1.35,
"entropy": 6.15,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 115.131.211.140 | 220.142.174.39 | null | null | null | null | null | null | null | null | 656 | 51,202 | DNS | 811,575 | 102 | null | null |
e364ac55-ce8b-4462-bb3b-ad1dc6a10553 | 2025-03-06T21:39:33 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by caroljones No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "a2806ae2dd495a9beca8a8bb3aab2a34b12f25ac8cfdf68631ecfe4ce7482182",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_4 rv:4.0; ik-CA) AppleWebKit/533.20.5 (KHTML, like Gecko) Version/4.0.3 Safari/533.20.5",
"session_id": "823dc834-a416-4e7c-827f-c66f497... | caroljones | adversarial_input | null | null | null | No additional info | AI system adversarial_input by caroljones No additional info | null | null | null | null | null | null | null | null | null | null | null | model-dce28df3 | 3365e6b279b42d124129dad34c6d9aa1b4c9d291 | 8d20bde1446793eebf91c27244e278f9 | null | null | null | null | null | null | null |
7f6256ce-3a96-46e4-97fa-0fb89a9dd16e | 2025-06-13T10:14:00 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by josephlambert No additional info | {
"geo_location": "Isle of Man",
"device_hash": "641b3350e129d1b6ec9ef5af74b3fab62e9d2ac44947065c5d6c05e7e83a1224",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_4 rv:6.0; sw-TZ) AppleWebKit/534.2.3 (KHTML, like Gecko) Version/5.1 Safari/534.2.3",
"session_id": "9e7c8451-bb48-4b5e-920c-231372597c... | josephlambert | adversarial_input | null | null | null | No additional info | AI system adversarial_input by josephlambert No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7335fa0b | d4e137e8a32817611e6e1bb6ee9deb74e26d1affbbcbe63b72daf64201d36d55 | ab1757bef15f2c9ffc3d214874571643887a4a2296149a6d8758b7a119869727 | null | null | null | null | null | null | null |
0e2e0a51-cebe-4fb4-9e15-df31b2edd321 | 2025-04-15T13:28:50 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /student/final.png by amanda77 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "7747a8dda52e413bdfb72cf5b99a42c67c42cfda",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/9.9y8252.0 Mobile/51J386 Safari/531.2",
"session_id": "2b90874e-65d7-4999-b34b-96fa65e9e1ff",
... | amanda77 | memory_injection | /student/final.png | 3,917 | cmd.exe | No additional info | Endpoint memory_injection /student/final.png by amanda77 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6db4018-e6c2-476a-82cd-81c6d8ac0c7a | 2022-11-02T04:25:58 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 190.236.17.190 to 81.219.49.162 No additional info noise=blog/categories/category | {
"geo_location": "Micronesia",
"device_hash": "e1eb2956f79ba095d8d9755df01560c6d8c1be034861dc26c6d0f5166ef5edd7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.1)",
"session_id": "099a936e-ca82-4379-8472-e59d7c19ff53",
"risk_score": 38.12,
"confidence": 0.04
} | null | disconnection | null | null | null | No additional info | Network disconnection from 190.236.17.190 to 81.219.49.162 No additional info | null | null | null | null | 190.236.17.190 | 81.219.49.162 | null | null | null | null | null | null | null | null | null | null | ICMP | 716,260 | null | null | null |
67d0b03b-9353-4ca8-bb3f-2b0fefa29478 | 2025-03-11T17:03:39 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec whole by stricklandchristopher MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | {
"geo_location": "India",
"device_hash": "7943ab0d428a2c95405b904a887dee2205a096ecee45303368e06a1fa9fb3ddb",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/47.0.893.0 Safari/533.0",
"session_id": "312811b8-af53-4df7-b039-24883b920714",
"risk_score": 35.53,
"confid... | stricklandchristopher | powershell_exec | whole | 3,173 | svchost.exe | MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | Endpoint powershell_exec whole by stricklandchristopher MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c8bbe556-4e35-4356-96e4-9e2cef44005d | 2025-03-15T16:12:09 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /pretty/Mr.js by davidallen Living-off-the-land technique detected | {
"geo_location": "Czech Republic",
"device_hash": "a4c50b71acfba4ed744e9832582474dca97c6a33",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/36.0.833.0 Safari/533.0",
"session_id": "cd176a22-c380-4e8d-893c-15a2e6f25e88",
"risk_score": 50.84,
"confid... | davidallen | persistence_mechanism | /pretty/Mr.js | 9,365 | powershell.exe | Living-off-the-land technique detected | Endpoint persistence_mechanism /pretty/Mr.js by davidallen 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 |
038d5fb1-f246-4fec-aa13-6980f4e16636 | 2025-06-25T03:37:51 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SSH traffic from 10.233.162.154:333 to 10.61.222.25:413 No additional info | {
"geo_location": "Micronesia",
"device_hash": "a9f8f783f5b385da40ac9458b4dcaba5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.21.3 (KHTML, like Gecko) Version/4.0 Safari/532.21.3",
"session_id": "bdafb2f3-ba91-4718-ada2-03ff208ce0a5",
"risk_score": 49.67,
"confidence": 0.76
} | null | drop | null | null | null | No additional info | Firewall drop SSH traffic from 10.233.162.154:333 to 10.61.222.25:413 No additional info | null | null | null | null | 10.233.162.154 | 10.61.222.25 | null | null | null | null | null | null | null | null | 333 | 413 | SSH | 297,468 | 3,082 | null | null |
94f7391d-6438-4cfb-94ee-74bc22842f87 | 2029-02-11T09:24:33 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper No additional info noise=B3CF2AF2 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "3d70e6634295e7220ff4b37a9dafd52d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; tcy-IN) AppleWebKit/535.7.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.7.1",
"session_id": "d62617f7-c9f2-4d3e-b518-51d1e453563... | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | {
"baseline_deviation": 1.87,
"entropy": 5.57,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-65aec732 | 10.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a0f9de40-9705-4f3e-9a42-0b508ba0454d | 2025-01-16T03:42:50 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTPS traffic from 91.41.189.175:472 to 10.136.60.236:870 No additional info | {
"geo_location": "Germany",
"device_hash": "b8559537e5c0e76bea0b3a34f5f79c50",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/36.0.802.0 Safari/536.0",
"session_id": "52222ec0-4858-4fc0-b8bc-9d888333a478",
"risk_score": 47.14,
"confidence": 0.59
} | null | log-only | null | null | null | No additional info | Firewall log-only HTTPS traffic from 91.41.189.175:472 to 10.136.60.236:870 No additional info | null | null | null | null | 91.41.189.175 | 10.136.60.236 | null | null | null | null | null | null | null | null | 472 | 870 | HTTPS | 149,691 | 1,597 | null | null |
901041f4-b397-41b8-a6e5-2606a6264327 | 2030-02-28T10:52:15 | cloud | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in AWS by ronald80 MITRE Technique: T1486 | {
"geo_location": "Niger",
"device_hash": "4704e47d697dce73cc563dfa5592c68c9e938644",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/16.0.846.0 Safari/535.1",
"session_id": "6700e967-3341-4f12-a737-51ae5764f064",
"risk_score": 59.06,
"confidence": 0.06
} | ronald80 | crypto_mining | null | null | null | MITRE Technique: T1486 | Cloud crypto_mining in AWS by ronald80 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | AWS | res-a5e51b6f | null | null | null | null | null | null | null | null | null | null |
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