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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
615649b8-6d81-49c3-8808-451262801356 | 2025-04-11T04:50:34 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network connection from 219.211.8.77 to 90.120.24.76 No additional info | {
"geo_location": "Palau",
"device_hash": "5c13669e8112d5b04c6a3d04cee0a5d7b887c842e3cd04bddd079cc750b0adfb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.1)",
"session_id": "8cbb17d9-d5cc-4b5e-ad2b-779d9d05ce76",
"risk_score": 42.61,
"confidence": 0.68
} | null | connection | null | null | null | No additional info | Network connection from 219.211.8.77 to 90.120.24.76 No additional info | null | null | null | null | 219.211.8.77 | 90.120.24.76 | null | null | null | null | null | null | null | null | null | null | HTTP | 9,426 | null | null | null |
dde764dd-61ff-43a5-8c4d-fa515969ebef | 2025-05-25T11:01:12 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth success for cstewart via biometric from 27.133.69.187 MITRE Technique: T1190 | Associated Threat Actor: DarkSide | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Macao",
"device_hash": "382637cb1568f1a3e1f7c9a10162ce03",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0 rv:5.0; shs-CA) AppleWebKit/534.38.2 (KHTML, like Gecko) Version/4.0.2 Safari/534.38.2",
"session_id": "16c3da0c-145e-45ae-8bcc-4c5a72db82eb",
"risk_score": 57.49,
"conf... | cstewart | success | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: DarkSide | Unconventional IOC: Unusual DNS TXT records | Auth success for cstewart via biometric from 27.133.69.187 MITRE Technique: T1190 | Associated Threat Actor: DarkSide | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 27.133.69.187 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 4c:e0:b1:ae:7b:2e |
cc3cbf6c-d2c7-4f62-b3dd-5fb4a322e8ca | 2025-05-26T10:33:21 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine RDP traffic from 12.76.125.164:144 to 209.254.115.165:34407 No additional info | {
"geo_location": "Mali",
"device_hash": "9ec5ec79eeb81f65c766f67883f2b255",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2; rv:1.9.5.20) Gecko/7238-03-30 06:06:15 Firefox/3.6.19",
"session_id": "de614cbf-b1cd-41e7-8a0b-68d6bd520a1d",
"risk_score": 41.52,
"confidence": 0.55
} | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 12.76.125.164:144 to 209.254.115.165:34407 No additional info | null | null | null | null | 12.76.125.164 | 209.254.115.165 | null | null | null | null | null | null | null | null | 144 | 34,407 | RDP | 882,614 | 2,412 | null | null |
68cfbbbc-d061-4eb3-9473-13646a195c55 | 2025-02-17T03:05:13 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical sensor_spoofing No additional info noise=category/explore | {
"geo_location": "Cape Verde",
"device_hash": "598c9b69faca793d99125326ffb539fd9b0a9e8b",
"user_agent": "Opera/8.87.(X11; Linux i686; the-NP) Presto/2.9.183 Version/12.00",
"session_id": "c8b73bbb-64fd-489c-ac40-1b8695ad4b34",
"risk_score": 58.23,
"confidence": 0.37
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | null | Medical | iot-341145e4 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22c3c227-732f-484a-967f-ab32793cbea1 | 2025-06-25T21:02:15 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by qclark No additional info | {
"geo_location": "Tonga",
"device_hash": "d55db50d4449f3322461a88f8e0764e1ae701b66",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; se-NO) AppleWebKit/531.49.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.49.5",
"session_id": "42380959-fbcc-41cc-90b0-742e23b4961b",
"risk_... | qclark | fine_tuning | null | null | null | No additional info | AI system fine_tuning by qclark No additional info | {
"baseline_deviation": 2.54,
"entropy": 2.19,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-72533130 | 49d898296bd67405faf0423fcc2404de | 8c6079b7b1135bd79baa6fb581be034d789526c4e0c1981cda8f4caeaeed7eb0 | null | null | null | null | null | null | null |
00b6aacb-04af-40d0-9be3-12f1bef53926 | 2025-03-01T07:48:45 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny TCP traffic from 54.115.249.64:112 to 165.101.4.13:458 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "3205ee11ec3ead69935d0dd22fb88e9d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "be867f0c-b11a-4a24-a7a3-39010a06f46f",
"risk_score": 21.07,
"confidence": 0.69
} | null | deny | null | null | null | No additional info | Firewall deny TCP traffic from 54.115.249.64:112 to 165.101.4.13:458 No additional info | null | null | null | null | 54.115.249.64 | 165.101.4.13 | null | null | null | null | null | null | null | null | 112 | 458 | TCP | 225,622 | 3,359 | null | null |
5112b7e3-5880-44c2-95d6-31382b8b3adb | 2029-12-16T02:38:20 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Medical sensor_spoofing MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "b0be185fb54fc109fd548c4e42bf1aadf9d68cd3",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6467-04-09 18:19:34 Firefox/3.8",
"session_id": "512d67fc-b7ea-4e1d-b0d9-522cc8d55ef2",
"risk_score": 100,
"confidence": 0.35
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | IoT device Medical sensor_spoofing MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | null | Medical | iot-202af446 | 8.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
77b61813-1715-4cd1-9662-db702864a9c4 | 2025-03-18T13:14:29 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system model_access by eric84 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "2538a497d6ae5c05f74bb9268974d8540ecf8560",
"user_agent": "Opera/9.47.(X11; Linux x86_64; fur-IT) Presto/2.9.165 Version/12.00",
"session_id": "a0c43e59-f234-4819-887c-ec0e4aff2dcb",
"risk_score": 93.49,
"confidence": 0.79
} | eric84 | model_access | null | null | null | No additional info | AI system model_access by eric84 No additional info | {
"baseline_deviation": 1.75,
"entropy": 7.44,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-9335edc7 | 1ca58fa603c45a5a078310f40428ef8b9f9f6750 | cf24256ed4b3de1960d6a74627603f5ebca498dd | null | null | null | null | null | null | null |
e915f857-4e43-4730-a6e8-45c1c8caa6cd | 2025-03-06T17:40:42 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera battery_drain MITRE Technique: T1574.002 noise=explore | {
"geo_location": "Congo",
"device_hash": "2ebcd8c4a95abd45651e3bf5a497e20ee2c9aca469302dba2a7a1e1b42cc46b1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_7; rv:1.9.3.20) Gecko/2188-03-14 14:51:15 Firefox/6.0",
"session_id": "16683652-ac9c-4827-9d7b-617c6fe56158",
"risk_score": 76.13,
"conf... | null | battery_drain | null | null | null | MITRE Technique: T1574.002 | IoT device Camera battery_drain MITRE Technique: T1574.002 | null | Camera | iot-571510e1 | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2cb21fa7-c3e5-4df2-924a-e62eb1480a68 | 2025-05-19T14:01:06 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 110.220.5.117 to 153.200.158.16 MITRE Technique: T1071.001 | {
"geo_location": "Tokelau",
"device_hash": "8ee44808a501d835ba34190ad54f45be15d7e4e89825195d6ceef3b1750c8935",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/12.4q7623.0 Mobile/40F929 Safari/531.0",
"session_id": "baea4dd8-615b-4cf1-86f5-ac0972fa... | null | protocol_anomaly | null | null | null | MITRE Technique: T1071.001 | Network protocol_anomaly from 110.220.5.117 to 153.200.158.16 MITRE Technique: T1071.001 | null | null | null | null | 110.220.5.117 | 153.200.158.16 | null | null | null | null | null | null | null | null | null | null | TCP | 107,797 | null | null | null |
231e20de-8d36-4b41-942c-e5f4deae18b0 | 2025-04-16T05:13:36 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Micronesia",
"device_hash": "016dbfaa401d04a6229331e16871c448a074d714a35031adbc4ba85a25b4faf8",
"user_agent": "Opera/9.46.(Windows NT 5.2; tk-TM) Presto/2.9.169 Version/11.00",
"session_id": "eb73ccd6-5130-4b4d-bcbf-044e7db5b732",
"risk_score": 43.76,
"confidence": 0.82
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-f911401a | 9.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65318e0f-2c56-4966-b88d-f4962ffe9a4d | 2025-05-25T05:15:09 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in GCP by ian30 No additional info | {
"geo_location": "Anguilla",
"device_hash": "2ed3db147eff297b3b7fbaae30bcb776a9cc20fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.0)",
"session_id": "bc189ca7-cc5b-422a-ba57-186b37841bbb",
"risk_score": 25.08,
"confidence": 0.97
} | ian30 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by ian30 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-19cb966c | null | null | null | null | null | null | null | null | null | null |
a1a1e996-378c-4947-852e-fb9e2c226172 | 2025-04-15T00:50:41 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: DDoS detected from 56.236.244.17 targeting N/A MITRE Technique: T1574.002 noise=benefit|our|want | {
"geo_location": "North Macedonia",
"device_hash": "9b2bf3aa169e802f14a88dd580dcdcae7293cff6118e49fa47d1f253eff02558",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.31.7 (KHTML, like Gecko) Version/5.0.3 Safari/532.31.7",
"session_id": "393ae2b4-bf35-4636-abad-fa1ab32fb543",
"risk_... | null | null | null | null | null | MITRE Technique: T1574.002 | Elastic SIEM Alert: DDoS detected from 56.236.244.17 targeting N/A MITRE Technique: T1574.002 | null | null | null | null | 56.236.244.17 | N/A | DDoS | SIG-8658 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
12f67108-8877-46af-a8f6-b13ee373707a | 2025-04-29T05:54:48 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth success for alironald via MFA from 10.64.199.50 No additional info | {
"geo_location": "Ecuador",
"device_hash": "8919fe7dcfe38084f33c131ba759a4713ac820c2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/54.0.868.0 Safari/533.1",
"session_id": "e3707b7e-1b65-4aaa-9167-04eab3cb3c12",
"risk_score": 100,
"confidence": 0.46
} | alironald | success | null | null | null | No additional info | Auth success for alironald via MFA from 10.64.199.50 No additional info | {
"baseline_deviation": 1.95,
"entropy": 4.6,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.64.199.50 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | ad:22:9a:93:38:7d |
62761044-3a94-4103-98e1-965a2b063758 | 2022-07-18T15:19:49 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for christianbyrd via SAML from 10.230.181.239 No additional info | {
"geo_location": "Mali",
"device_hash": "5242ff27d9772e2ee483c8e3a2ac6815e6c78505",
"user_agent": "Mozilla/5.0 (Android 3.0; Mobile; rv:43.0) Gecko/43.0 Firefox/43.0",
"session_id": "df54edb8-a1bd-437a-9e15-f39b70a8e817",
"risk_score": 48.82,
"confidence": 0.5
} | christianbyrd | timeout | null | null | null | No additional info | Auth timeout for christianbyrd via SAML from 10.230.181.239 No additional info | null | null | null | null | 10.230.181.239 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 34:e2:ca:f7:33:b7 |
dc43a693-79f8-4b44-a8ac-c2acad0565bb | 2025-01-25T05:11:05 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /computer/ready.numbers by mark16 No additional info | {
"geo_location": "Aruba",
"device_hash": "ba09bd2a9b3728956e2cdeedcca8e701",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.0)",
"session_id": "147da81c-9359-4a6f-9f51-f4e48ae3e9e0",
"risk_score": 26.34,
"confidence": 0.41
} | mark16 | persistence_mechanism | /computer/ready.numbers | 4,316 | powershell.exe | No additional info | Endpoint persistence_mechanism /computer/ready.numbers by mark16 No additional info | {
"baseline_deviation": 1.24,
"entropy": 2.25,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e2e66a2-5594-44ce-bfde-fb57814387ca | 2025-07-08T10:50:40 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat battery_drain MITRE Technique: T1059.005 | {
"geo_location": "Sweden",
"device_hash": "c9e54d2e579de247f02f0d839f635fd8625f576df6e86b185ceaeb63170a1553",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/4.0)",
"session_id": "3097cd28-447c-4875-8504-0670850ed6c4",
"risk_score": 52.06,
"confidence": 0.3
} | null | battery_drain | null | null | null | MITRE Technique: T1059.005 | IoT device Thermostat battery_drain MITRE Technique: T1059.005 | null | Thermostat | iot-bbe3d11a | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7ddd2c6b-254a-4484-b223-8d1fd36c99ba | 2025-05-21T11:47:04 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation MITRE Technique: T1078.004 | {
"geo_location": "Vanuatu",
"device_hash": "afeadfa0d27f0a0b71509c94cced8e4eef666e9b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.1)",
"session_id": "ccb51ff2-8ff0-4679-8df5-0e46f17fb33e",
"risk_score": 52.05,
"confidence": 0.11
} | null | protocol_violation | null | null | null | MITRE Technique: T1078.004 | IoT device HVAC protocol_violation MITRE Technique: T1078.004 | null | HVAC | iot-06d5a4f2 | 3.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f98b8d42-b2a3-4808-a50a-74a81fb22601 | 2025-03-03T17:03:21 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network connection from 15.209.233.70 to 59.191.78.123 No additional info | {
"geo_location": "Spain",
"device_hash": "ac80a006175e665361667f0523fbcc8c22d505e8",
"user_agent": "Opera/8.84.(X11; Linux x86_64; ne-NP) Presto/2.9.176 Version/11.00",
"session_id": "f038275e-6b92-42c7-aacf-b25cff796a5b",
"risk_score": 39.16,
"confidence": 0.53
} | null | connection | null | null | null | No additional info | Network connection from 15.209.233.70 to 59.191.78.123 No additional info | null | null | null | null | 15.209.233.70 | 59.191.78.123 | null | null | null | null | null | null | null | null | null | null | HTTPS | 213,711 | null | null | null |
9b3fecc0-3bd8-45cf-9c16-63900cb3f8e3 | 2025-01-16T13:15:18 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by jennifermendoza No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "fe63366865bd6e4a31124e461b9043f7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; fa-IR) AppleWebKit/531.49.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.49.4",
"session_id": "33e5413a-1ccf-4392-afcf-ffed886b5061",
... | jennifermendoza | model_inversion | null | null | null | No additional info | AI system model_inversion by jennifermendoza No additional info | {
"baseline_deviation": 1.31,
"entropy": 5.78,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-0b89007c | ebe0a41f26d5cabd0669f8f04ffcd7e8 | 0759f7418dad6481274d8ab38d426b1b | null | null | null | null | null | null | null |
78c1b683-1594-43ff-9b07-93487c833791 | 2025-03-07T12:50:06 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by muellerkelli No additional info | {
"geo_location": "Suriname",
"device_hash": "2d0ece4725349f942b47adcb938a54d4d2326aa55b6a8145dfdb075afd187d8e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.24.6 (KHTML, like Gecko) Version/5.0.3 Safari/533.24.6",
"session_id": "39d4f878-b696-4650-9405-79f20d882782",
"risk_score":... | muellerkelli | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by muellerkelli No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e7670022 | d26fa9dedaa4aa99948a241272c01afff76b4ee886a5a4f786bd6e9fe31e8be6 | 6c61825e0e8f6ec39d73fc2fafe2346b | null | null | null | null | null | null | null |
375c0a8b-d5e8-4a9e-8b18-0d7e923fb7ee | 2025-03-30T21:57:28 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by carlhiggins No additional info | {
"geo_location": "North Macedonia",
"device_hash": "a828af29d24c0edee5ab9230f35abbd5245691b3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/41.0.871.0 Safari/536.2",
"session_id": "e9748f82-ff3c-464f-93f1-e5ce70001a01",
"risk_score": 50.76,
"confidence": 0.55
... | carlhiggins | fine_tuning | null | null | null | No additional info | AI system fine_tuning by carlhiggins No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d6eca4e2 | 5602d630400d215fb83dcdca520095ed2eb69e07 | 5211d20a9270e0e476f20e873c2d81d490d840b7 | null | null | null | null | null | null | null |
e30eb4b9-d0c7-48d0-80e3-899f8fafdb2f | 2025-05-17T16:21:29 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only ICMP traffic from 36.23.187.53:649 to 211.151.202.93:9 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "3cdb7ee39de86515560e6bd18f41f64ff17d4ebb",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/37.0.826.0 Safari/534.0",
"session_id": "14fb2add-0d86-4b08-ab5f-2cacb89a4510",
"risk_score": 9.99,
"confidence": 0.58
... | null | log-only | null | null | null | No additional info | Firewall log-only ICMP traffic from 36.23.187.53:649 to 211.151.202.93:9 No additional info | {
"baseline_deviation": 2.83,
"entropy": 6.7,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 36.23.187.53 | 211.151.202.93 | null | null | null | null | null | null | null | null | 649 | 9 | ICMP | 123,869 | 2,066 | null | null |
437f2638-f825-4e10-9d90-cdaec7880211 | 2025-02-03T02:05:41 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in OCI by aaroncain No additional info noise=D4112B80 | {
"geo_location": "Nicaragua",
"device_hash": "5728950f078439ca59f7d67bd4b4f0b0",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/28.0.811.0 Safari/536.0",
"session_id": "af330cd4-0be5-4ecf-9872-25f2fc5a26c8",
"risk_score": 69.34,
"confidence": 0.76
} | aaroncain | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by aaroncain No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a06839be | null | null | null | null | null | null | null | null | null | null |
dc4cc434-41f5-4172-ab43-413af75d490f | 2025-03-01T12:15:24 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 149.83.185.180 to 31.249.84.44 Associated Threat Actor: Leafminer | {
"geo_location": "Brunei Darussalam",
"device_hash": "8bbb1397a88e174b31eab71376ff693281a8d5470a28a950aac516d068d0bcf4",
"user_agent": "Opera/9.52.(X11; Linux x86_64; gd-GB) Presto/2.9.183 Version/12.00",
"session_id": "66572fd3-ecbd-4233-a819-9b9459ba7ab8",
"risk_score": 30.1,
"confidence": 0.52
} | null | data_exfiltration | null | null | null | Associated Threat Actor: Leafminer | Network data_exfiltration from 149.83.185.180 to 31.249.84.44 Associated Threat Actor: Leafminer | null | null | null | null | 149.83.185.180 | 31.249.84.44 | null | null | null | null | null | null | null | null | null | null | UDP | 881,959 | null | null | null |
5b2eb1b4-97a0-4374-9847-6621eca70c55 | 2025-04-11T16:23:32 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in AWS by davenportkatherine MITRE Technique: T1053.005 | {
"geo_location": "China",
"device_hash": "699f1a0504459bdddfd3f209ce458251",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_5 rv:3.0; bhb-IN) AppleWebKit/533.21.7 (KHTML, like Gecko) Version/5.1 Safari/533.21.7",
"session_id": "1cd5f0f8-8820-4b81-83f6-55b8f425394d",
"risk_score": 24.6,
"confidenc... | davenportkatherine | lambda_execution | null | null | null | MITRE Technique: T1053.005 | Cloud lambda_execution in AWS by davenportkatherine MITRE Technique: T1053.005 | {
"baseline_deviation": 1.79,
"entropy": 3.06,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | AWS | res-38179f41 | null | null | null | null | null | null | null | null | null | null |
c3d1535c-8ee6-4c2b-815e-9c78b49bf98b | 2025-04-16T11:56:40 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /middle/rule.ods by anthony29 No additional info noise=affect|individual|glass | {
"geo_location": "Guadeloupe",
"device_hash": "302147ee271d13198c486ae3642fcc60",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9; rv:1.9.4.20) Gecko/7689-12-05 05:07:21 Firefox/7.0",
"session_id": "36047665-3fc5-4a3d-927a-47c20321e39b",
"risk_score": 36.47,
"confidence": 0.83
} | anthony29 | powershell_exec | /middle/rule.ods | 1,386 | explorer.exe | No additional info | Endpoint powershell_exec /middle/rule.ods by anthony29 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
769fc726-fef1-4644-9e52-b859aef684d1 | 2025-03-14T12:56:37 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: Fileless Attack detected from 92.186.166.83 targeting N/A No additional info | {
"geo_location": "United States of America",
"device_hash": "83e2f7c478b7fe48290ec802065c227f83a3fd61",
"user_agent": "Opera/9.52.(X11; Linux x86_64; tt-RU) Presto/2.9.173 Version/10.00",
"session_id": "67ca9610-0649-408a-8784-46038b061984",
"risk_score": 45.82,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Snort Alert: Fileless Attack detected from 92.186.166.83 targeting N/A No additional info | null | null | null | null | 92.186.166.83 | N/A | Fileless Attack | SIG-7104 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a799023a-530f-4510-a5f9-e742d00c569c | 2025-02-11T17:02:37 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec good by morrowcarla MITRE Technique: T1110.003 | {
"geo_location": "China",
"device_hash": "7762c6a188d57b4f504e5105cad381b57e2842af",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/47.0.894.0 Safari/532.0",
"session_id": "36702632-4c54-4c78-b647-12e59d56bde6",
"risk_score": 26.76,
"confidence": 0.06
} | morrowcarla | powershell_exec | good | 7,554 | explorer.exe | MITRE Technique: T1110.003 | Endpoint powershell_exec good by morrowcarla MITRE Technique: T1110.003 | {
"baseline_deviation": 2.56,
"entropy": 2.83,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42ac530f-92b1-4421-b07d-5f6c31b5be43 | 2025-02-24T00:50:07 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by udiaz No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "a926640a86865adbaf97429c4148f6026726f93414a3fbaa0b45020020788051",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "17618dd9-864b-475a-9c2b-ef4235f66782",
"risk_score": 21.84,
"confidence": 0.84
} | udiaz | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by udiaz No additional info | {
"baseline_deviation": 1.42,
"entropy": 5.33,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-a7f2c5de | null | null | null | null | null | null | null | null | null | null |
1131cdf2-8982-44c6-bd72-cee95ec8599a | 2025-02-01T08:09:31 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Tokelau",
"device_hash": "1eebeca10e3850cdea24847ce5baf39e04ae099af48c06fb6215e4799a668777",
"user_agent": "Mozilla/5.0 (Linux; Android 12.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/63.0.890.0 Safari/536.1",
"session_id": "a0910637-097a-4a11-913c-7caecae0b623",
"risk_score": 47.38,
"... | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | {
"baseline_deviation": 1.35,
"entropy": 3.79,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Thermostat | iot-71c7a74c | 3.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
69c032ca-e270-469a-9915-33afdeaa0ba4 | 2025-01-31T07:17:58 | 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 66.67.251.56 targeting 71.189.59.94 MITRE Technique: T1574.002 | {
"geo_location": "Andorra",
"device_hash": "b1ede46559dd9b6c7ea73f21ac2d1f18b4562a2b",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/31.0.838.0 Safari/534.1",
"session_id": "9ab07efc-fc0f-41d4-a826-0a801a807e47",
"risk_score": 58.33,
"confidence": 0.44
} | null | null | null | null | null | MITRE Technique: T1574.002 | Microsoft Sentinel Alert: ICS Attack detected from 66.67.251.56 targeting 71.189.59.94 MITRE Technique: T1574.002 | null | null | null | null | 66.67.251.56 | 71.189.59.94 | ICS Attack | SIG-2744 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
018badae-3d08-4904-bc1d-a61fcbdc36d4 | 2028-01-30T02:51:44 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 77.113.25.186 to 210.152.189.123 Associated Threat Actor: Wizard Spider noise=SGVyLg== | {
"geo_location": "Sierra Leone",
"device_hash": "c2dbd06121f2c6b18ee477ec9c2a6b7a",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/58.0.815.0 Safari/534.1",
"session_id": "9c217b0e-ffd7-4f07-be02-1bd5ccbdbc93",
"risk_score": 91.8,
"confidence": 1
} | null | connection | null | null | null | Associated Threat Actor: Wizard Spider | Network connection from 77.113.25.186 to 210.152.189.123 Associated Threat Actor: Wizard Spider | null | null | null | null | 77.113.25.186 | 210.152.189.123 | null | null | null | null | null | null | null | null | null | null | ICMP | 382,747 | null | null | null |
c05032b9-cd3b-4d81-bb8f-348e6221a8e1 | 2025-06-28T01:44:59 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth locked for jacksonnicole via biometric from 222.45.114.49 MITRE Technique: T1486 | {
"geo_location": "Madagascar",
"device_hash": "c6a6bdbe3620d5ddd65504ee93514652",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.0)",
"session_id": "717f00a5-1158-4621-9fa2-5480ae36ae3c",
"risk_score": 100,
"confidence": 0.44
} | jacksonnicole | locked | null | null | null | MITRE Technique: T1486 | Auth locked for jacksonnicole via biometric from 222.45.114.49 MITRE Technique: T1486 | {
"baseline_deviation": 1.15,
"entropy": 4.28,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 222.45.114.49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 0f:79:c9:84:49:09 |
0d34aeed-4584-4175-8734-ff34d075764c | 2025-05-17T06:32:43 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for jamescannon via passwordless from 54.86.173.14 No additional info | {
"geo_location": "North Korea",
"device_hash": "115d0e5e65bad13b667e2e770b3e738be2db8b5895e39c34026491028439dbea",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; ms-MY; rv:1.9.1.20) Gecko/4932-12-03 04:09:59 Firefox/3.8",
"session_id": "c0e186a5-24f5-4f27-b3ed-a61cd74afaf7",
"risk_score": 35.57,
"confidence":... | jamescannon | bypass | null | null | null | No additional info | Auth bypass for jamescannon via passwordless from 54.86.173.14 No additional info | null | null | null | null | 54.86.173.14 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | b5:5e:47:04:41:f7 |
455890c8-a94a-48cb-b67e-b8c79157f17f | 2025-04-25T17:12:49 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth challenge for emcneil via OAuth from 27.144.226.9 MITRE Technique: T1566.001 | {
"geo_location": "France",
"device_hash": "fd4072cc3ba5239176f9be45ed6f8e0d36f09a25c24493ef0b74b202c2e76df7",
"user_agent": "Opera/8.31.(Windows NT 4.0; brx-IN) Presto/2.9.162 Version/12.00",
"session_id": "6de788d6-c38c-4328-8e1d-49bd11c617f3",
"risk_score": 56.05,
"confidence": 0.35
} | emcneil | challenge | null | null | null | MITRE Technique: T1566.001 | Auth challenge for emcneil via OAuth from 27.144.226.9 MITRE Technique: T1566.001 | null | null | null | null | 27.144.226.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 9a:e0:17:63:df:1f |
f492bcf2-e042-4835-8c56-dcda99786976 | 2025-02-28T19:29:38 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start year by amandamiller No additional info noise=UHJlc2lkZW50Lg== | {
"geo_location": "Finland",
"device_hash": "5a98f9a6a78dac95489bd07223c20717d52153fef48a0b92a392e93bf63d00f1",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8700-04-23 08:05:19 Firefox/14.0",
"session_id": "5cade0a8-5519-4d08-8496-7a328d0bcd84",
"risk_score": 56.57,
"confidence": 0.19
} | amandamiller | process_start | year | 9,431 | powershell.exe | No additional info | Endpoint process_start year by amandamiller No additional info | {
"baseline_deviation": 2.41,
"entropy": 5.06,
"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 |
8c824b5d-7a7b-4f77-bcf1-ca245dde9cb6 | 2025-03-23T21:21:07 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 65.107.53.221:435 to 214.63.44.118:116 Associated Threat Actor: Leafminer noise=579894D0 | {
"geo_location": "Sierra Leone",
"device_hash": "07a03f5e5197f1636c1cb66521b33458",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; de-LU) AppleWebKit/534.31.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.31.2",
"session_id": "dd2eeef3-6e12-475c-a494-6493ba8bfd53",
"risk_s... | null | log-only | null | null | null | Associated Threat Actor: Leafminer | Firewall log-only HTTP traffic from 65.107.53.221:435 to 214.63.44.118:116 Associated Threat Actor: Leafminer | null | null | null | null | 65.107.53.221 | 214.63.44.118 | null | null | null | null | null | null | null | null | 435 | 116 | HTTP | 624,834 | 339 | null | null |
bea9880e-45e6-4d79-996c-fa8fcf40d01b | 2025-04-16T19:50:20 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network beaconing from 191.29.57.217 to 211.72.90.228 No additional info noise=U3VkZGVubHku | {
"geo_location": "Ireland",
"device_hash": "3454f8fe3e055f7eb57c80a2efcf4ea53754f97b",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; ja-JP; rv:1.9.1.20) Gecko/3212-08-13 18:49:44 Firefox/10.0",
"session_id": "f3a77177-c8a3-471e-b237-59aef345b049",
"risk_score": 42.87,
"confidence": 0.67
} | null | beaconing | null | null | null | No additional info | Network beaconing from 191.29.57.217 to 211.72.90.228 No additional info | null | null | null | null | 191.29.57.217 | 211.72.90.228 | null | null | null | null | null | null | null | null | null | null | UDP | 110,964 | null | null | null |
83b698ab-4a87-4725-b04f-9a43a08733b3 | 2025-03-18T10:10:37 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by shannon99 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "0f0ba78b55a825c16e0d7184705ad99fc1b178c7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "14376271-2a5b-41c9-8237-5f6615c60b90",
"risk_score": 49.67,
"confidence": 0.05
} | shannon99 | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by shannon99 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-bd765865 | null | null | null | null | null | null | null | null | null | null |
84dd3435-1452-4f69-a84c-c1da52850beb | 2025-02-01T19:55:53 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for kenneth50 via passwordless from 10.86.6.176 No additional info | {
"geo_location": "Burundi",
"device_hash": "003b428b16756edffdf0a2aa4c8621fc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/23.0.800.0 Mobile/29I080 Safari/535.2",
"session_id": "9c3b2532-060b-4e0a-b2b9-58daa62ba758",
"risk_score": 86.38,
"... | kenneth50 | timeout | null | null | null | No additional info | Auth timeout for kenneth50 via passwordless from 10.86.6.176 No additional info | null | null | null | null | 10.86.6.176 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 72:77:99:5a:84:ae |
1192ec0b-d90c-472d-bc21-04a846274e0d | 2025-04-06T13:33:50 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task development by timothy14 No additional info | {
"geo_location": "Latvia",
"device_hash": "81514237467d8f9def1f8335add05f7a566e7ee5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; it-IT) AppleWebKit/532.10.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.10.1",
"session_id": "c1208e9d-932c-415f-933a-bf3862b02870",
"risk... | timothy14 | scheduled_task | development | 6,424 | powershell.exe | No additional info | Endpoint scheduled_task development by timothy14 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f815efc-495c-4b48-ae0a-c23b77b63a17 | 2025-04-10T02:08:24 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by williamsmichael No additional info | {
"geo_location": "Spain",
"device_hash": "5f01bd871358db994d66cfeac402157aaf52ed52",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/28.0.865.0 Safari/532.1",
"session_id": "05fb148e-2b59-4e84-89a8-504723b5ff26",
"risk_score": 38.41,
"confidence": 0.5
} | williamsmichael | fine_tuning | null | null | null | No additional info | AI system fine_tuning by williamsmichael No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a083dc91 | ac3b25c921c727aea2151d7b1963ac9a39a4e300 | 623ef0686b0e5af4e97622c3bfed5a18 | null | null | null | null | null | null | null |
a5c765df-6b2b-4e98-95a8-9edbb79c4855 | 2025-04-05T17:06:22 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /hour/it.mp3 by angela77 No additional info | {
"geo_location": "Russia",
"device_hash": "3f6d481dd56e26c810be48243c355b9e",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/34.0.825.0 Safari/534.1",
"session_id": "dd7c2488-8a7b-445c-b03f-9f5571bed30f",
"risk_score": 29.16,
"confidence": 0.65
} | angela77 | registry_change | /hour/it.mp3 | 7,728 | svchost.exe | No additional info | Endpoint registry_change /hour/it.mp3 by angela77 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2bbd1bbb-3868-4494-8e53-e9751d431e4c | 2025-05-18T02:35:22 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat battery_drain No additional info noise=experience|situation|night | {
"geo_location": "Jamaica",
"device_hash": "228c1bb9fe1ad0720ab84db114752003a15d3ef5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/29.0.886.0 Safari/534.0",
"session_id": "f46a5bd7-6cc9-49df-873b-e028155164af",
"risk_score": 53.38,
"confidence": 0.39
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-072053d3 | 9.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c53583fb-14e9-4737-adf8-ae3316bb6982 | 2025-05-06T21:54:01 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth success for kayla82 via passwordless from 161.85.173.116 No additional info | {
"geo_location": "Netherlands",
"device_hash": "8600fa4d0490fca6b9ea05a66e7308dc",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_2; rv:1.9.6.20) Gecko/8075-05-29 12:59:02 Firefox/3.6.12",
"session_id": "376c9850-ab3d-4cba-af91-d5b3358d9f36",
"risk_score": 66.49,
"confidence": 0.39
} | kayla82 | success | null | null | null | No additional info | Auth success for kayla82 via passwordless from 161.85.173.116 No additional info | null | null | null | null | 161.85.173.116 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | cf:c1:4b:9f:a0:ec |
a99e51f0-bd12-445a-829a-3626af1ec753 | 2025-03-29T03:39:03 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTPS traffic from 8.239.2.114:13 to 78.35.249.226:30256 MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Saint Lucia",
"device_hash": "67c6e5e58520862cf2c7259ffa331df3ec1c8a9817e214c6fc49ce2644cf6c5b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/10.8z9570.0 Mobile/16C967 Safari/534.0",
"session_id": "c51bb8c3-3512-45f6-9d16-9ffc06... | null | log-only | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | Firewall log-only HTTPS traffic from 8.239.2.114:13 to 78.35.249.226:30256 MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | null | null | null | null | 8.239.2.114 | 78.35.249.226 | null | null | null | null | null | null | null | null | 13 | 30,256 | HTTPS | 350,340 | 1,987 | null | null |
663900cc-4a89-49f1-9429-dcdcdffdd8ed | 2025-03-09T14:41:22 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Credential Stuffing detected from 187.189.246.194 targeting 90.202.250.86 No additional info | {
"geo_location": "Taiwan",
"device_hash": "6ca7a4efa67b6edc187a4d844d0d99e5ee80391c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.0)",
"session_id": "7f5b6141-8a97-443b-b7d1-c50137b29c52",
"risk_score": 57.31,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Suricata Alert: Credential Stuffing detected from 187.189.246.194 targeting 90.202.250.86 No additional info | null | null | null | null | 187.189.246.194 | 90.202.250.86 | Credential Stuffing | SIG-3885 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d0b4e677-de6a-4ea3-8a8c-b8cd36dbbcec | 2025-05-03T22:47:30 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SSH traffic from 152.124.128.42:33974 to 145.76.161.179:1005 MITRE Technique: T1059.001 | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "e852e7eccfaf7c24bf3189be700ddf2214d3e9cd7f6bff788f675dbbd1698939",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/26.0.895.0 Mobile/46M472 Safari/531.1",
"session_id": "c9c7a... | null | allow | null | null | null | MITRE Technique: T1059.001 | Firewall allow SSH traffic from 152.124.128.42:33974 to 145.76.161.179:1005 MITRE Technique: T1059.001 | null | null | null | null | 152.124.128.42 | 145.76.161.179 | null | null | null | null | null | null | null | null | 33,974 | 1,005 | SSH | 715,217 | 1,092 | null | null |
426cede1-22e1-41f4-82bf-4c02b4e8b94a | 2025-05-03T02:41:19 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: Credential Stuffing detected from 26.120.11.249 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "bb9c8601c07e9399e8e1c499c0897e9498c72c08a8edeb43a16499584a0f6aa0",
"user_agent": "Opera/8.24.(Windows NT 5.2; mai-IN) Presto/2.9.174 Version/11.00",
"session_id": "17555c28-3cf6-47cf-a8ca-fdde1752107e",
"risk_score": 63.52,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1059.001 | Microsoft Sentinel Alert: Credential Stuffing detected from 26.120.11.249 targeting N/A MITRE Technique: T1059.001 | null | null | null | null | 26.120.11.249 | N/A | Credential Stuffing | SIG-6174 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
882a8ead-b309-4d40-9281-adc09ce005ac | 2025-02-18T13:47:19 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in AWS by nicole82 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "5ad2b6990f3f79790d2c28448d673ab400f582b2",
"user_agent": "Opera/9.63.(X11; Linux i686; mt-MT) Presto/2.9.172 Version/11.00",
"session_id": "fe5b4952-0994-4a83-ac43-0c422c07e853",
"risk_score": 21.78,
"confidence": 0.93
} | nicole82 | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by nicole82 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-44811e0e | null | null | null | null | null | null | null | null | null | null |
9e374aab-2cb0-448f-8aca-ca8025a27726 | 2027-08-02T18:33:01 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth timeout for xwilliams via SAML from 169.173.196.164 Associated Threat Actor: Kimsuky | {
"geo_location": "New Zealand",
"device_hash": "437ab24cb0697d06822ae9e61ce7e9ef",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_9 rv:4.0; wa-BE) AppleWebKit/531.16.5 (KHTML, like Gecko) Version/5.0.5 Safari/531.16.5",
"session_id": "779901e9-2cfe-46e8-a0fa-c049df0b3bd5",
"risk_score": 57.39,
... | xwilliams | timeout | null | null | null | Associated Threat Actor: Kimsuky | Auth timeout for xwilliams via SAML from 169.173.196.164 Associated Threat Actor: Kimsuky | null | null | null | null | 169.173.196.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 92:f4:6a:6a:00:26 |
72fd3f17-65d5-4804-a21a-25f6dcf51dab | 2025-02-10T06:27:33 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 79.33.229.99 to 211.214.248.14 MITRE Technique: T1059.001 | Associated Threat Actor: Conti noise=technology|young|trade | {
"geo_location": "Tanzania",
"device_hash": "67c54c3f9e36743328e572b70e4185c5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/51.0.880.0 Safari/532.0",
"session_id": "c5e099aa-043b-4425-a2a5-3947c0e5bc16",
"risk_score": 44.51,
"confidence": 0.06
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Conti | Network protocol_anomaly from 79.33.229.99 to 211.214.248.14 MITRE Technique: T1059.001 | Associated Threat Actor: Conti | null | null | null | null | 79.33.229.99 | 211.214.248.14 | null | null | null | null | null | null | null | null | null | null | ICMP | 33,287 | null | null | null |
14e8b79d-9112-42f5-a4a5-b11f2b8dac4f | 2025-06-03T08:39:52 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start or by sheila93 Associated Threat Actor: Cobalt Group noise=0886FD31 | {
"geo_location": "Jordan",
"device_hash": "5dcaff8a82bca16f9d604915e01bd705100cd63e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.1)",
"session_id": "caff7d91-5e61-4eed-b148-087fca3bc362",
"risk_score": 64.76,
"confidence": 0.84
} | sheila93 | process_start | or | 3,971 | cmd.exe | Associated Threat Actor: Cobalt Group | Endpoint process_start or by sheila93 Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26cedefd-a78c-4951-83cd-9d9eb7ff176a | 2025-02-21T17:58:27 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine ICMP traffic from 203.78.174.110:935 to 43.62.157.134:415 MITRE Technique: T1078.004 | Geo anomaly: Impossible travel detected noise=TGFzdC4= | {
"geo_location": "Ecuador",
"device_hash": "f969a7a413dce6d08f8fc6e0c32da49ff23e899e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/16.4d7249.0 Mobile/27T082 Safari/534.0",
"session_id": "cfc4578a-dbb6-4db6-a5c4-501d7a89cfe4",
"risk_score": 5... | null | quarantine | null | null | null | MITRE Technique: T1078.004 | Geo anomaly: Impossible travel detected | Firewall quarantine ICMP traffic from 203.78.174.110:935 to 43.62.157.134:415 MITRE Technique: T1078.004 | Geo anomaly: Impossible travel detected | null | null | null | null | 203.78.174.110 | 43.62.157.134 | null | null | null | null | null | null | null | null | 935 | 415 | ICMP | 124,970 | 1,862 | null | null |
69d3b702-2554-4e8e-89db-888d181db6b5 | 2025-04-07T21:12:34 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by chelsea44 MITRE Technique: T1071.001 | {
"geo_location": "Ireland",
"device_hash": "7c677a0a3e5daf92e7115a65079ecdea",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.2) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/50.0.852.0 Safari/534.0",
"session_id": "5eb60b07-e278-4cbc-9af8-94b9bc6686c3",
"risk_score": 20.83,
"confidence": 0.67
} | chelsea44 | shadow_it | null | null | null | MITRE Technique: T1071.001 | Cloud shadow_it in Azure by chelsea44 MITRE Technique: T1071.001 | {
"baseline_deviation": 2.79,
"entropy": 7.85,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Azure | res-c20bd1b1 | null | null | null | null | null | null | null | null | null | null |
d8152e09-4fd6-483f-93f6-0277461b587a | 2025-02-01T10:11:46 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Sensor firmware_update Associated Threat Actor: APT38 | {
"geo_location": "Latvia",
"device_hash": "96904185dae070d1ae59487c567a16253ea885aca9052a04acc85a3b19c97f06",
"user_agent": "Opera/9.24.(X11; Linux x86_64; om-KE) Presto/2.9.169 Version/12.00",
"session_id": "13afdf74-764b-4e46-99ae-53b262f0c3b8",
"risk_score": 32.88,
"confidence": 0.98
} | null | firmware_update | null | null | null | Associated Threat Actor: APT38 | IoT device Sensor firmware_update Associated Threat Actor: APT38 | null | Sensor | iot-0e24011c | 4.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
88a1f156-d392-4058-8353-69d41af97a80 | 2025-05-07T14:28:23 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTP traffic from 94.5.154.208:998 to 196.119.69.154:28 No additional info | {
"geo_location": "Indonesia",
"device_hash": "d59466835d24415d342461d75069881d74c15735",
"user_agent": "Opera/9.87.(Windows 98; Win 9x 4.90; ur-IN) Presto/2.9.172 Version/12.00",
"session_id": "37260718-d0ef-4679-bb7a-986480dccd8e",
"risk_score": 51.01,
"confidence": 0.34
} | null | log-only | null | null | null | No additional info | Firewall log-only HTTP traffic from 94.5.154.208:998 to 196.119.69.154:28 No additional info | {
"baseline_deviation": 0.56,
"entropy": 7.19,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 94.5.154.208 | 196.119.69.154 | null | null | null | null | null | null | null | null | 998 | 28 | HTTP | 627,139 | 1,824 | null | null |
050f23d6-2b15-480b-9dfa-c81db9e8754f | 2025-06-12T01:50:41 | cloud | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in Alibaba by amyryan MITRE Technique: T1486 | {
"geo_location": "Spain",
"device_hash": "7c22d1117072cc367db772951d86ec36",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_7 rv:6.0; ro-RO) AppleWebKit/531.39.1 (KHTML, like Gecko) Version/5.0.3 Safari/531.39.1",
"session_id": "840006f4-fd56-4afa-a556-6f09a0ba9814",
"risk_score": 28.91,
"conf... | amyryan | permission_escalation | null | null | null | MITRE Technique: T1486 | Cloud permission_escalation in Alibaba by amyryan MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | Alibaba | res-3dce1ed8 | null | null | null | null | null | null | null | null | null | null |
ea0b834e-d6f3-446c-941e-6f7ef2170665 | 2025-03-21T02:17:02 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper MITRE Technique: T1078.004 | {
"geo_location": "Aruba",
"device_hash": "a39b95b74ca989ddf6b85f4fe8867b0711d882e8",
"user_agent": "Opera/9.85.(Windows NT 5.2; mhr-RU) Presto/2.9.176 Version/11.00",
"session_id": "901d08b2-fa1b-4a51-823b-ebd1740c6aa7",
"risk_score": 46.57,
"confidence": 0.34
} | null | physical_tamper | null | null | null | MITRE Technique: T1078.004 | IoT device Thermostat physical_tamper MITRE Technique: T1078.004 | {
"baseline_deviation": 2.85,
"entropy": 5.75,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Thermostat | iot-e6380d8d | 1.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d6d73c59-e703-4c7d-8eb9-7db4f8f847ba | 2025-04-22T08:38:00 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 146.133.21.56 to 141.82.0.167 Associated Threat Actor: BlueNoroff | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "a6150b692aac1949477c6b1933fd462ea3917b41",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/56.0.813.0 Safari/532.1",
"session_id": "73cb079e-f0c3-4d3b-9590-f1646a7252bd",
"risk_score": 48.88... | null | beaconing | null | null | null | Associated Threat Actor: BlueNoroff | Network beaconing from 146.133.21.56 to 141.82.0.167 Associated Threat Actor: BlueNoroff | null | null | null | null | 146.133.21.56 | 141.82.0.167 | null | null | null | null | null | null | null | null | null | null | HTTP | 112,465 | null | null | null |
ecd2b395-6318-4220-954e-d50ee7a41f4b | 2025-06-05T06:06:13 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: Cloud API Abuse detected from 120.7.241.232 targeting 206.206.78.240 No additional info | {
"geo_location": "Bahrain",
"device_hash": "6d3aacf869deb53a77868fd29cd7aa03",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.1)",
"session_id": "364cbe51-0ba9-4389-825e-cce564a5c4c0",
"risk_score": 67.28,
"confidence": 0.86
} | null | null | null | null | null | No additional info | Snort Alert: Cloud API Abuse detected from 120.7.241.232 targeting 206.206.78.240 No additional info | null | null | null | null | 120.7.241.232 | 206.206.78.240 | Cloud API Abuse | SIG-1591 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d82076fd-b148-470a-b9bb-55791358555d | 2025-05-12T04:23:28 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: Domain Fronting detected from 123.223.182.192 targeting 73.236.183.203 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "da4ed45f48c64ee6d6cb1d61109cf5ba542e09a227702f521f0b352c81779f8c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_9; rv:1.9.6.20) Gecko/2750-04-03 07:05:53 Firefox/3.6.18",
"session_id": "761cccc9-4966-4e31-b083-7e3b1c903dbe",
"risk_score": 44.11,... | null | null | null | null | null | No additional info | LogRhythm Alert: Domain Fronting detected from 123.223.182.192 targeting 73.236.183.203 No additional info | null | null | null | null | 123.223.182.192 | 73.236.183.203 | Domain Fronting | SIG-2843 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
132d25c5-e745-469c-88ae-477e4fd3d4a2 | 2025-06-16T01:33:03 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth success for colliergregory via MFA from 125.165.107.167 MITRE Technique: T1486 | {
"geo_location": "Micronesia",
"device_hash": "55264b189581fc9469c695b64e261ee7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.16.5 (KHTML, like Gecko) Version/5.0.5 Safari/531.16.5",
"session_id": "1119acc7-4345-4566-b873-ff7c3f8c8f72",
"risk_score": 38.1,
"confidence": 0.13
} | colliergregory | success | null | null | null | MITRE Technique: T1486 | Auth success for colliergregory via MFA from 125.165.107.167 MITRE Technique: T1486 | null | null | null | null | 125.165.107.167 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 0c:fc:4e:a7:de:f1 |
ad56104d-efd6-4725-b080-fa455469067b | 2025-05-21T14:04:57 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in GCP by fieldslindsey MITRE Technique: T1078.004 | {
"geo_location": "Israel",
"device_hash": "2093ee37c3b23111f1805093eb6e9ec3",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/25.0.821.0 Safari/535.0",
"session_id": "8d39cb53-e733-4979-b2bc-72f04b087e90",
"risk_score": 26.07,
"confidence": 0.9
} | fieldslindsey | permission_escalation | null | null | null | MITRE Technique: T1078.004 | Cloud permission_escalation in GCP by fieldslindsey MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | GCP | res-9758bbec | null | null | null | null | null | null | null | null | null | null |
d3801795-6e6a-4237-a813-fa610ddfc6b7 | 2025-04-14T16:45:29 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall deny HTTPS traffic from 174.119.228.183:916 to 214.55.111.10:188 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "6655834acea292156d6436080e8f32b1ba2bf442fab464055c985148be8a8e3b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/30.0.849.0 Safari/536.1",
"session_id": "9ace0f5a-92a4-4025-91de-5f71fc0d8e... | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 174.119.228.183:916 to 214.55.111.10:188 No additional info | null | null | null | null | 174.119.228.183 | 214.55.111.10 | null | null | null | null | null | null | null | null | 916 | 188 | HTTPS | 648,655 | 3,234 | null | null |
2bc64d0d-8f19-4787-8a71-072f7d24284d | 2025-02-27T23:44:49 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "ac9e3c4a821157cb1743cc861e58243a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/35.0.826.0 Safari/532.2",
"session_id": "a76702a0-10ad-4a4c-8f2d-535761e0d334",
"risk_score": 57.19,
"confidence": 0.31
} | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-7354d305 | 3.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ab25554a-1d91-4083-9fb6-327e917ffb5b | 2025-07-05T14:07:58 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for koconnor via password from 144.160.211.5 MITRE Technique: T1059.005 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Niger",
"device_hash": "fd8bcc34c41680b32a68ef4c8a848cbb7d6faa50",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_3; rv:1.9.3.20) Gecko/4580-09-30 21:26:44 Firefox/3.6.12",
"session_id": "25bdc566-ef9a-4621-af88-1dac68f075b2",
"risk_score": 54.62,
"confidence": 0.74
} | koconnor | success | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: Cobalt Group | Auth success for koconnor via password from 144.160.211.5 MITRE Technique: T1059.005 | Associated Threat Actor: Cobalt Group | null | null | null | null | 144.160.211.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 5e:c4:e3:0e:f6:46 |
7e640d9b-d7da-48f6-b521-003072e16536 | 2025-02-12T04:12:06 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /position/treatment.csv by yrodriguez Fileless execution detected | {
"geo_location": "Cambodia",
"device_hash": "032cb7b82ad8482829f6df5ba4fe51c10a83e3939cbfee203da78d3c5e6ebf38",
"user_agent": "Opera/8.68.(Windows NT 6.0; nso-ZA) Presto/2.9.183 Version/11.00",
"session_id": "e3da12ec-0628-454b-82c0-08876f1345c3",
"risk_score": 28.48,
"confidence": 0.31
} | yrodriguez | driver_load | /position/treatment.csv | 7,590 | explorer.exe | Fileless execution detected | Endpoint driver_load /position/treatment.csv by yrodriguez Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec0c5be3-e506-4379-92b9-cb3c882a8fc2 | 2025-04-13T03:21:22 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for keithgarcia via SAML from 155.62.68.219 Associated Threat Actor: APT29 | {
"geo_location": "Germany",
"device_hash": "43987e3c95a6fb94e3a952c05657b1e5bab34e37",
"user_agent": "Opera/9.91.(Windows NT 5.1; mr-IN) Presto/2.9.170 Version/12.00",
"session_id": "5a5adb8e-c695-4af9-a4fd-2fd87cc96bb6",
"risk_score": 4.59,
"confidence": 0.44
} | keithgarcia | locked | null | null | null | Associated Threat Actor: APT29 | Auth locked for keithgarcia via SAML from 155.62.68.219 Associated Threat Actor: APT29 | {
"baseline_deviation": 0.82,
"entropy": 5.56,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 155.62.68.219 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | cd:1b:e5:28:54:e0 |
0e1640ed-e49e-4b2e-84e8-22c1407abbe3 | 2025-06-09T11:21:01 | firewall | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 47.215.236.24:793 to 44.156.42.0:281 Unconventional IOC: GPU memory artifacts noise=C8C3D505 | {
"geo_location": "Christmas Island",
"device_hash": "20b44956953bee84842633a92c3edc9abfc2fdf7",
"user_agent": "Opera/8.10.(Windows 98; ps-AF) Presto/2.9.172 Version/11.00",
"session_id": "fc2b1b92-e3b5-475d-9986-7d8792bcf6bb",
"risk_score": 31.59,
"confidence": 0.59
} | null | deny | null | null | null | Unconventional IOC: GPU memory artifacts | Firewall deny HTTPS traffic from 47.215.236.24:793 to 44.156.42.0:281 Unconventional IOC: GPU memory artifacts | null | null | null | null | 47.215.236.24 | 44.156.42.0 | null | null | null | null | null | null | null | null | 793 | 281 | HTTPS | 807,118 | 743 | null | null |
2307560a-92e9-4398-845c-75442a1333b0 | 2025-04-18T05:54:57 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 195.232.68.151 to 28.128.71.101 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "6275d15d661aaf229792f2277ea9777f",
"user_agent": "Opera/9.69.(Windows NT 6.1; hr-HR) Presto/2.9.169 Version/10.00",
"session_id": "02c12b7c-099e-4e72-8155-ea5aecfc5ed6",
"risk_score": 31.84,
"confidence": 0.12
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 195.232.68.151 to 28.128.71.101 No additional info | null | null | null | null | 195.232.68.151 | 28.128.71.101 | null | null | null | null | null | null | null | null | null | null | TCP | 136,481 | null | null | null |
59e91bd0-ad8d-4058-84a2-d6f05e793c58 | 2025-06-26T00:52:53 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by jgarcia Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Christmas Island",
"device_hash": "087502af5e9da9e686ed9d6ad9673cb14d53dae0c5cb6537faf1ac84866d95af",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_9 rv:5.0; et-EE) AppleWebKit/533.34.3 (KHTML, like Gecko) Version/5.0.3 Safari/533.34.3",
"session_id": "9684395c-92fa-4f94-999a-58... | jgarcia | prompt_injection | null | null | null | Unconventional IOC: Thermal sensor anomalies | AI system prompt_injection by jgarcia Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | model-c33d5023 | 3d5fd878d92736da4df1ef10f395d0ab | f39988b5e41cb985c3f75905caaf7da6 | null | null | null | null | null | null | null |
ce9aa96a-2a92-4086-9560-6aee06b5083a | 2025-03-05T17:02:33 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task his by courtney01 MITRE Technique: T1059.005 | {
"geo_location": "Armenia",
"device_hash": "e6b5ec336de28218042597e6d0e89dff",
"user_agent": "Opera/8.75.(X11; Linux x86_64; fa-IR) Presto/2.9.180 Version/11.00",
"session_id": "30174055-d34b-4a01-b4eb-3d9145ee5b58",
"risk_score": 32.48,
"confidence": 0.89
} | courtney01 | scheduled_task | his | 6,524 | powershell.exe | MITRE Technique: T1059.005 | Endpoint scheduled_task his by courtney01 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 |
e830e12a-b7cc-49c5-aef5-9a0af8f59f16 | 2025-04-01T15:08:45 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in OCI by davidcarpenter No additional info | {
"geo_location": "Russia",
"device_hash": "748a04fe054180de963d52de544e5f3795addcb1eb0f273fdbb12408d600d24a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_3 rv:4.0; unm-US) AppleWebKit/531.2.2 (KHTML, like Gecko) Version/4.1 Safari/531.2.2",
"session_id": "af9879d3-2035-4cc7-8d95-6bddb808e382",
... | davidcarpenter | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by davidcarpenter No additional info | null | null | null | null | null | null | null | null | null | OCI | res-2b89443d | null | null | null | null | null | null | null | null | null | null |
d95e83d4-addd-4181-8590-4b01188e3236 | 2025-03-12T02:15:54 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in AWS by robert80 MITRE Technique: T1190 | {
"geo_location": "Wallis and Futuna",
"device_hash": "d698487ce30856c492ef4ed3c15470bc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; tt-RU) AppleWebKit/532.35.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6532.35.2",
"session_id": "5dcea143-4e39-4e98-bc2a-242dd1ba672e",
"r... | robert80 | permission_escalation | null | null | null | MITRE Technique: T1190 | Cloud permission_escalation in AWS by robert80 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | AWS | res-319256d3 | null | null | null | null | null | null | null | null | null | null |
4bec3c4b-8d1c-43ef-802d-d25e1802ac57 | 2025-04-08T15:55:32 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism financial by vanessa81 No additional info noise=VGVuLg== | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "54b93785b62cf5107830b10b40219f0a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_4 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/63.0.824.0 Mobile/04X302 Safari/536.2",
"session_id": "5a86e5ff-8dc3-4983-9c96-2b23fb97... | vanessa81 | persistence_mechanism | financial | 9,135 | svchost.exe | No additional info | Endpoint persistence_mechanism financial by vanessa81 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e418f69-79ff-45fe-8bbb-c121f77e8c8d | 2025-06-08T22:29:59 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by xshelton No additional info noise=posts/tags | {
"geo_location": "Dominican Republic",
"device_hash": "bdeeb21bd28bb842a95e7fbe101cda5580dcf618a47643f40010031ceceb9553",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/14.9o1365.0 Mobile/81V512 Safari/536.1",
"session_id": "361f66c1-47c2-40b... | xshelton | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by xshelton No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1101c759 | 05cc26bf0b5ef009b126b7d904df3dfe14aac795fe121ffba0ef27204a8da171 | b7f997f5cb5e200f0ceb8ab1b503f8917bfce54f | null | null | null | null | null | null | null |
910773ad-0156-4f2c-9345-cc619a769f1e | 2025-03-16T06:02:06 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system model_inversion by larry74 MITRE Technique: T1078.004 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "5ee4a611360cd31ed7cce8e83f81a6d7",
"user_agent": "Opera/9.28.(X11; Linux i686; ts-ZA) Presto/2.9.178 Version/11.00",
"session_id": "b45dccb1-f95c-4190-9fbd-46b5f0102dbd",
"risk_score": 60.82,
"confidence": 0.33
} | larry74 | model_inversion | null | null | null | MITRE Technique: T1078.004 | AI system model_inversion by larry74 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-964748b1 | adde26687439a5ecba8a780a1f1f15ad219b4aec | 0c4f3f6c545f3781dc96b326cc6234267cf27513 | null | null | null | null | null | null | null |
3260fb93-110d-49c6-9183-7e0f25b6bcbc | 2025-02-07T08:56:52 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access prepare by lcampbell No additional info | {
"geo_location": "Finland",
"device_hash": "bb7bdc4ecd510876b888c222412ff29d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/5.0)",
"session_id": "7bbb280a-0411-4d2c-9bbb-b650ac7b6350",
"risk_score": 82.19,
"confidence": 0.11
} | lcampbell | file_access | prepare | 1,525 | cmd.exe | No additional info | Endpoint file_access prepare by lcampbell No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6390ff31-fe7c-4976-8cbc-3585dd50948b | 2025-07-01T22:26:05 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by bobbyholmes No additional info noise=tag/main/main | {
"geo_location": "Mongolia",
"device_hash": "5cc04ba7c6f161ec52fc2c46d45e4f9ed5049668",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/56.0.803.0 Safari/533.2",
"session_id": "382f8ea5-8f25-4796-8053-60204ec34bce",
"risk_score": 61.28,
"confidence": 0.07
} | bobbyholmes | api_abuse | null | null | null | No additional info | AI system api_abuse by bobbyholmes No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d5127393 | c1f4c6631fd6be99839b3b3269eca9fb | 6d20f40452d52a805c1f4c4896a622ee | null | null | null | null | null | null | null |
58681dca-2ad7-47b7-8038-fd7d7fa3de4e | 2025-01-28T21:09:53 | 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 223.51.103.80 to 152.95.241.43 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "c41ceb7b7caa402e8f76389e9de1a75b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/11.7r7604.0 Mobile/46G793 Safari/532.0",
"session_id": "1b7901b3-682b-4d60-af00-84a0e05799ef",
"r... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 223.51.103.80 to 152.95.241.43 No additional info | null | null | null | null | 223.51.103.80 | 152.95.241.43 | null | null | null | null | null | null | null | null | null | null | UDP | 964,448 | null | null | null |
b3b3a8c5-76e4-464c-b9f5-c0188f53db85 | 2025-06-28T02:33:03 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by johnmeza No additional info | {
"geo_location": "Iran",
"device_hash": "959efa7ada02f4811586a3eaa8d0a6247a523d1135a4d6b462ceef54d0f81722",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:62.0) Gecko/62.0 Firefox/62.0",
"session_id": "ff3fb1d5-ac44-485a-b433-f7fd5c8c9c9b",
"risk_score": 74.8,
"confidence": 0.01
} | johnmeza | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by johnmeza No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6f8cf486 | 0cc3270c11579f5f296568f39ce21b1c8c80ff03 | 4c068a61d1df82977525420fd6aeb3bf | null | null | null | null | null | null | null |
cf37a4a0-92a1-4de2-8505-db0de74398e8 | 2025-02-13T19:24:12 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network covert_channel from 82.236.77.63 to 98.182.82.175 No additional info noise=81E0895F | {
"geo_location": "Comoros",
"device_hash": "e31b0e18d7265aa96b3659d8fdc15fa7c6d8f191",
"user_agent": "Opera/8.33.(X11; Linux x86_64; ka-GE) Presto/2.9.182 Version/11.00",
"session_id": "0ea01e4f-2086-409f-8295-3da10f869a45",
"risk_score": 49.23,
"confidence": 0.01
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 82.236.77.63 to 98.182.82.175 No additional info | null | null | null | null | 82.236.77.63 | 98.182.82.175 | null | null | null | null | null | null | null | null | null | null | HTTP | 531,994 | null | null | null |
56e9fffa-b424-4777-93f0-ebb0800a8023 | 2025-04-23T11:24:30 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for lnelson via OAuth from 90.136.121.230 No additional info | {
"geo_location": "Nauru",
"device_hash": "9f21ed459b7223c4a2248c44c33675b8",
"user_agent": "Opera/8.35.(X11; Linux x86_64; mn-MN) Presto/2.9.164 Version/11.00",
"session_id": "4cb1f3ae-49ba-4619-a92c-c116d953c09e",
"risk_score": 89.5,
"confidence": 0.97
} | lnelson | failed | null | null | null | No additional info | Auth failed for lnelson via OAuth from 90.136.121.230 No additional info | null | null | null | null | 90.136.121.230 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 74:28:67:61:e1:7a |
2173d965-7b4e-4195-87ff-dba8435b05db | 2025-02-02T19:08:04 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 42.57.176.232 to 180.157.24.184 MITRE Technique: T1110.003 | {
"geo_location": "Gambia",
"device_hash": "ff8852f505485104649ef9d5a8676b9a",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/43.0.877.0 Safari/531.1",
"session_id": "5d299571-8092-45e3-b317-6379db9e6704",
"risk_score": 62.6,
"confidence": 0.05
} | null | covert_channel | null | null | null | MITRE Technique: T1110.003 | Network covert_channel from 42.57.176.232 to 180.157.24.184 MITRE Technique: T1110.003 | null | null | null | null | 42.57.176.232 | 180.157.24.184 | null | null | null | null | null | null | null | null | null | null | HTTP | 382,107 | null | null | null |
1f9b33a3-18eb-4d1e-a590-40dca5efed16 | 2025-01-30T15:29:39 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: AI Model Poisoning detected from 71.78.76.181 targeting 48.24.160.236 No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "566315d562d686d5d1e1a85f30e271af",
"user_agent": "Opera/8.82.(X11; Linux i686; mk-MK) Presto/2.9.186 Version/12.00",
"session_id": "edf132e0-3961-4180-9d64-08ae77c955bf",
"risk_score": 62.66,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Tanium Alert: AI Model Poisoning detected from 71.78.76.181 targeting 48.24.160.236 No additional info | null | null | null | null | 71.78.76.181 | 48.24.160.236 | AI Model Poisoning | SIG-5196 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
1c10a7e7-7e51-46b7-9232-e39f974128b3 | 2024-05-27T16:06:55 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Chile",
"device_hash": "43514e111b9d5bdf331cf13f76aadea5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "ef17fd86-688f-430c-9cc2-b0dc06335a02",
"risk_score": 99.88,
"confidence": 0.1
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-7722224c | 2.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a5f7a316-c9c4-4791-bd52-923ebd943688 | 2025-04-10T01:19:06 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: DDoS detected from 72.234.57.77 targeting N/A MITRE Technique: T1574.002 | {
"geo_location": "Sri Lanka",
"device_hash": "cf6ded7c804c7f1d763a53341fa4ff7f453196d8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "80f3c0d5-be62-4f24-9f2f-b006163e0b3a",
"risk_score": 30.62,
"confidence": 0.35
} | null | null | null | null | null | MITRE Technique: T1574.002 | Microsoft Sentinel Alert: DDoS detected from 72.234.57.77 targeting N/A MITRE Technique: T1574.002 | null | null | null | null | 72.234.57.77 | N/A | DDoS | SIG-3845 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
2257e2f4-682c-451e-8d71-b4293f7c9a53 | 2025-01-15T20:51:34 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Zero-Day Exploit detected from 126.75.59.52 targeting 94.156.65.119 MITRE Technique: T1574.002 | {
"geo_location": "Saint Lucia",
"device_hash": "e2d9020bce7788109b4e26c69f42f3fcd91bba048846fa451467f65f15aab8ba",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.0)",
"session_id": "23927380-a055-4b41-9807-91e41f6f0b50",
"risk_score": 61.89,
"confidence": 0.75
} | null | null | null | null | null | MITRE Technique: T1574.002 | LogRhythm Alert: Zero-Day Exploit detected from 126.75.59.52 targeting 94.156.65.119 MITRE Technique: T1574.002 | null | null | null | null | 126.75.59.52 | 94.156.65.119 | Zero-Day Exploit | SIG-9135 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
1dd8ca4c-3c6c-4fe1-a158-6c32b4c54ba6 | 2025-03-03T03:44:35 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access /reach/floor.avi by michael50 Associated Threat Actor: Kimsuky | {
"geo_location": "Sierra Leone",
"device_hash": "ac69c6f416a0d6b0b813e30affd9c07b854040eead6b7ab1ef38d33095cb2208",
"user_agent": "Opera/9.79.(X11; Linux i686; sa-IN) Presto/2.9.185 Version/10.00",
"session_id": "30f7fd44-2e96-40ff-a1f6-31cdc8b575e0",
"risk_score": 49.61,
"confidence": 0.55
} | michael50 | file_access | /reach/floor.avi | 244 | explorer.exe | Associated Threat Actor: Kimsuky | Endpoint file_access /reach/floor.avi by michael50 Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
be2aba05-f1ed-445e-b108-d59693c48a11 | 2025-03-23T21:54:52 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /why/you.odp by chambersjenna MITRE Technique: T1218.011 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "9117486bc2683ff964cea2dcdf2ae09d00cc01491c097f55cd2e08f09829ddc6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_6 rv:4.0; it-CH) AppleWebKit/532.49.3 (KHTML, like Gecko) Version/5.0 Safari/532.49.3",
"session_id": "16a... | chambersjenna | process_start | /why/you.odp | 9,937 | svchost.exe | MITRE Technique: T1218.011 | Endpoint process_start /why/you.odp by chambersjenna MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4df08c23-f8c6-460e-af93-bb9e9b96599c | 2025-07-09T10:41:57 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by greggmartinez No additional info | {
"geo_location": "Ukraine",
"device_hash": "d8f763e7e44439b98b90ba0ce5add0e7",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/20.0.883.0 Mobile/91K550 Safari/531.2",
"session_id": "852f6abb-b159-4f60-9836-a748699f9101",
"risk_score": 57.31,
"c... | greggmartinez | model_inversion | null | null | null | No additional info | AI system model_inversion by greggmartinez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c95fec3d | 8e87aef811ae560ec6dc2792811c43ea1290ae99 | 9ec3d26336491d1cd85d4bc89ca775f327e28b9c | null | null | null | null | null | null | null |
605765f6-2f42-46c3-8cf7-35b1e16bfaeb | 2025-01-25T03:42:56 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /prevent/eat.xlsx by adamspatricia No additional info | {
"geo_location": "China",
"device_hash": "da09f6916a7e821e436c3a796afc7ab1",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/40.0.874.0 Safari/532.2",
"session_id": "8f1dd2e2-f5dd-42ce-acb8-3d466249bc6d",
"risk_score": 61.09,
"confidence": 0.35
} | adamspatricia | process_stop | /prevent/eat.xlsx | 7,654 | cmd.exe | No additional info | Endpoint process_stop /prevent/eat.xlsx by adamspatricia No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
08061643-e69b-4bed-87bf-e3581cddb064 | 2025-04-18T16:12:24 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in Azure by william03 MITRE Technique: T1486 | {
"geo_location": "Rwanda",
"device_hash": "12c7a4dbfe2e6b4d7427b54200e9fa6c",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ht-HT; rv:1.9.0.20) Gecko/4103-08-06 10:25:54 Firefox/7.0",
"session_id": "e6820f83-9db9-4550-82fd-76d3689d8598",
"risk_score": 25.93,
"confidence": 0.67
} | william03 | shadow_it | null | null | null | MITRE Technique: T1486 | Cloud shadow_it in Azure by william03 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | Azure | res-1e20d96f | null | null | null | null | null | null | null | null | null | null |
f4dcc0a1-9142-43f8-839b-01ea173d6e07 | 2025-06-12T04:58:48 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: ICS Attack detected from 211.26.57.40 targeting 49.87.34.244 No additional info | {
"geo_location": "Bahamas",
"device_hash": "742eebda44a80cf18547c21bbf6360ab61ede804",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.15.3 (KHTML, like Gecko) Version/4.0.2 Safari/531.15.3",
"session_id": "4f9ca622-847b-4666-939a-db524811e75c",
"risk_score": 47.32,
"confidence": 1
} | null | null | null | null | null | No additional info | Splunk Alert: ICS Attack detected from 211.26.57.40 targeting 49.87.34.244 No additional info | null | null | null | null | 211.26.57.40 | 49.87.34.244 | ICS Attack | SIG-7917 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
443ce211-cd76-4b58-8e86-6bf1cc7a165a | 2025-02-28T13:53:18 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 171.161.133.238 to 20.53.24.150 Associated Threat Actor: TA505 | {
"geo_location": "China",
"device_hash": "61a44a46141af2bcaf8316d420d8d656",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/47.0.863.0 Mobile/56Y913 Safari/534.0",
"session_id": "a273ed22-e34d-427f-a316-196e31f80725",
"risk_score": 51.52,
... | null | data_exfiltration | null | null | null | Associated Threat Actor: TA505 | Network data_exfiltration from 171.161.133.238 to 20.53.24.150 Associated Threat Actor: TA505 | null | null | null | null | 171.161.133.238 | 20.53.24.150 | null | null | null | null | null | null | null | null | null | null | HTTP | 6,809 | null | null | null |
365dc0e9-ff3d-4f41-8a29-3bf2cbf9b895 | 2025-01-24T07:39:41 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection institution by shawnchavez Associated Threat Actor: Kimsuky | Living-off-the-land technique detected | {
"geo_location": "Saudi Arabia",
"device_hash": "0de8619428aaba816c837c8d2f221059",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/31.0.864.0 Mobile/22F469 Safari/532.1",
"session_id": "fd696019-35cf-4af6-86a9-6d1c72e90c65",
"risk_score": 2... | shawnchavez | memory_injection | institution | 4,935 | explorer.exe | Associated Threat Actor: Kimsuky | Living-off-the-land technique detected | Endpoint memory_injection institution by shawnchavez Associated Threat Actor: Kimsuky | 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 |
c27a0601-8cac-4482-a41e-00bd5f874770 | 2025-03-10T17:31:04 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by rachelhopkins MITRE Technique: T1566.001 | {
"geo_location": "Mayotte",
"device_hash": "f2f61cf72c608a290fb79b55ca84112a1dcac03f3fd09e3f7cbb7390adcfa38c",
"user_agent": "Opera/9.44.(Windows NT 5.2; sat-IN) Presto/2.9.180 Version/12.00",
"session_id": "1fe1c75a-a228-4a61-9eb2-66a1de58958c",
"risk_score": 54.96,
"confidence": 0.88
} | rachelhopkins | membership_inference | null | null | null | MITRE Technique: T1566.001 | AI system membership_inference by rachelhopkins MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-b27d3ddf | a82628e8c583f3e2a9907f6c0567b3cd | ad406de05b91136f97564e9741808cd2637ee921 | null | null | null | null | null | null | null |
b8689fd4-8f0c-4958-a24f-86f76ad0f1d6 | 2025-05-16T05:14:21 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for angelsnow via OAuth from 113.250.60.117 MITRE Technique: T1566.001 noise=RXllIGNvdmVyLg== | {
"geo_location": "India",
"device_hash": "950d7fe28bf5d36ae7be93fc2647a0d8adf1b0f501e4937d0d64f576d45d905d",
"user_agent": "Opera/8.64.(X11; Linux i686; the-NP) Presto/2.9.174 Version/12.00",
"session_id": "57c23d45-f01c-4c73-978d-b628fb9bcb8c",
"risk_score": 52.58,
"confidence": 0.89
} | angelsnow | timeout | null | null | null | MITRE Technique: T1566.001 | Auth timeout for angelsnow via OAuth from 113.250.60.117 MITRE Technique: T1566.001 | null | null | null | null | 113.250.60.117 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 10:9c:bc:94:6e:01 |
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