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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
a790ce02-5172-461b-8210-c5b2a4c2185a | 2025-03-08T04:16:04 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall log-only RDP traffic from 138.200.35.191:691 to 153.54.192.33:438 No additional info | {
"geo_location": "Reunion",
"device_hash": "82ced9aef0ae824a601557eb9c72ea1f92b66c14",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.41.5 (KHTML, like Gecko) Version/4.0.2 Safari/535.41.5",
"session_id": "a90e96cd-60b4-4387-9fbe-2ca0beb03cb7",
"risk_score": 40.51,
"confidence": 0.... | null | log-only | null | null | null | No additional info | Firewall log-only RDP traffic from 138.200.35.191:691 to 153.54.192.33:438 No additional info | null | null | null | null | 138.200.35.191 | 153.54.192.33 | null | null | null | null | null | null | null | null | 691 | 438 | RDP | 855,890 | 1,876 | null | null |
049d1f24-0905-4e78-bf6f-8458ceb07a81 | 2025-04-04T09:02:21 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system membership_inference by sarahmoore Training data poisoning attempt noise=posts/list | {
"geo_location": "China",
"device_hash": "89652dc49e204439266c705a60aed21ff1b291bd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; be-BY) AppleWebKit/534.11.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6534.11.7",
"session_id": "b84f960a-ee1e-45aa-98d8-5fe5bacfdeef",
"risk_... | sarahmoore | membership_inference | null | null | null | Training data poisoning attempt | AI system membership_inference by sarahmoore Training data poisoning attempt | null | null | null | null | null | null | null | null | null | null | null | model-2db41a2e | d582fee5eb7ebf673477f6fdffeef7d0e88b8e03 | 2a05b960223a8d96bd714ecd6c236394 | null | null | null | null | null | null | null |
a84cf5fc-99c4-4a2d-8026-8d79799ded99 | 2025-03-15T22:41:35 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Fileless Attack detected from 70.53.181.120 targeting 202.48.212.133 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "9558b01401f3891edf84c9237c43d55428157b60",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; nr-ZA; rv:1.9.1.20) Gecko/4833-12-28 10:11:13 Firefox/11.0",
"session_id": "7586db54-a4cd-4785-9a37-bba9b2e2e68c",
"risk_score": 44.1,
"confidence": 0.55
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Fileless Attack detected from 70.53.181.120 targeting 202.48.212.133 No additional info | null | null | null | null | 70.53.181.120 | 202.48.212.133 | Fileless Attack | SIG-6938 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
f133e4a7-9de4-4f76-9fb0-7d98b4f901fb | 2025-03-25T07:28:32 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /instead/point.odp by bkelly No additional info | {
"geo_location": "Montserrat",
"device_hash": "9a2f5aec1d4dd7b3533d1c4e7ae9a6f15edebd64f3906df56b3a1048765789c4",
"user_agent": "Mozilla/5.0 (Android 3.2.3; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "48cf7708-d02a-4f5a-84a7-c8453294b37b",
"risk_score": 56.42,
"confidence": 0.85
} | bkelly | persistence_mechanism | /instead/point.odp | 1,029 | explorer.exe | No additional info | Endpoint persistence_mechanism /instead/point.odp by bkelly No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d14823fc-c7a7-4bac-9efd-4f699a6080c8 | 2025-04-24T15:14:26 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 29.93.189.14:192 to 139.221.70.147:33594 Associated Threat Actor: APT35 noise=two|firm|type | {
"geo_location": "Lesotho",
"device_hash": "ae8dab52d1b6851d96bde2ea61e8a017ea621b6c79a183ad86640b194d2b38bc",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/50.0.868.0 Safari/531.1",
"session_id": "467a8f60-b0b9-4b70-b613-8e2670f78bf4",
"risk_score": 41.73,
"conf... | null | log-only | null | null | null | Associated Threat Actor: APT35 | Firewall log-only HTTP traffic from 29.93.189.14:192 to 139.221.70.147:33594 Associated Threat Actor: APT35 | {
"baseline_deviation": 2.23,
"entropy": 7.25,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 29.93.189.14 | 139.221.70.147 | null | null | null | null | null | null | null | null | 192 | 33,594 | HTTP | 853,374 | 2,240 | null | null |
3d6f85dd-91a7-4693-a99e-c514515087c2 | 2027-07-19T09:31:38 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny RDP traffic from 10.197.188.179:939 to 195.220.161.165:6844 MITRE Technique: T1078.004 | {
"geo_location": "Thailand",
"device_hash": "d74b6f6acbba5b0bd5b39889a277a593e7da5db5",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7111-11-04 12:32:33 Firefox/14.0",
"session_id": "0ccea669-9b4e-4e02-9dd0-f43587e474f5",
"risk_score": 37.29,
"confidence": 0.66
} | null | deny | null | null | null | MITRE Technique: T1078.004 | Firewall deny RDP traffic from 10.197.188.179:939 to 195.220.161.165:6844 MITRE Technique: T1078.004 | null | null | null | null | 10.197.188.179 | 195.220.161.165 | null | null | null | null | null | null | null | null | 939 | 6,844 | RDP | 24,513 | 1,830 | null | null |
729163a2-0ff4-4095-90ca-ba7a0b16e2f0 | 2025-02-10T16:56:08 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall inspect ICMP traffic from 118.131.114.70:273 to 10.87.244.87:980 MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer | {
"geo_location": "Nigeria",
"device_hash": "d102d96ca669c06506ab6dc7d4995bbfc8bdad86",
"user_agent": "Opera/8.95.(X11; Linux x86_64; gez-ER) Presto/2.9.174 Version/12.00",
"session_id": "67518b3c-ff01-4f5c-99c7-02e94097e56c",
"risk_score": 43.1,
"confidence": 0.75
} | null | inspect | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer | Firewall inspect ICMP traffic from 118.131.114.70:273 to 10.87.244.87:980 MITRE Technique: T1059.005 | Associated Threat Actor: Leafminer | null | null | null | null | 118.131.114.70 | 10.87.244.87 | null | null | null | null | null | null | null | null | 273 | 980 | ICMP | 883,531 | 450 | null | null |
8bbfc639-2d66-4bce-bfe6-3f3eb4d9fe69 | 2025-07-02T19:46:25 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 52.30.114.97 to 134.68.39.105 MITRE Technique: T1071.001 | Associated Threat Actor: Sandworm Team | {
"geo_location": "Sao Tome and Principe",
"device_hash": "1114ed5d7475670e42163cdaa16b090c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/5.1)",
"session_id": "37e8fafb-850f-49f2-af51-b7a7d5230812",
"risk_score": 63.52,
"confidence": 0.53
} | null | data_exfiltration | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Sandworm Team | Network data_exfiltration from 52.30.114.97 to 134.68.39.105 MITRE Technique: T1071.001 | Associated Threat Actor: Sandworm Team | {
"baseline_deviation": 1.28,
"entropy": 2.81,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 52.30.114.97 | 134.68.39.105 | null | null | null | null | null | null | null | null | null | null | ICMP | 172,427 | null | null | null |
1cf2fdf6-bce2-4057-83cb-5e481654d689 | 2025-03-25T06:57:03 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat sensor_spoofing Associated Threat Actor: APT38 | Unconventional IOC: Thermal sensor anomalies noise=Q3JpbWUu | {
"geo_location": "Azerbaijan",
"device_hash": "c64c16e87add6675c27992aeb0c842d98a1c4a4d",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.4) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/42.0.832.0 Safari/533.1",
"session_id": "94ebfa8b-efeb-49c7-8d66-507b74a6c878",
"risk_score": 41.06,
"confidence": 0.41
} | null | sensor_spoofing | null | null | null | Associated Threat Actor: APT38 | Unconventional IOC: Thermal sensor anomalies | IoT device Thermostat sensor_spoofing Associated Threat Actor: APT38 | Unconventional IOC: Thermal sensor anomalies | null | Thermostat | iot-e255a184 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2fb52f5b-abb1-45c1-9f6a-1ed9234aa69a | 2025-03-08T10:39:21 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny TCP traffic from 93.219.22.102:31 to 61.211.72.33:486 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "7211acc29454ec3f604d76fe7557dbf58fca417d",
"user_agent": "Opera/8.83.(Windows 95; nan-TW) Presto/2.9.164 Version/12.00",
"session_id": "ab5e1876-3eba-4c4c-b85b-707c7c3943e5",
"risk_score": 91.96,
"confidence": 0.78
} | null | deny | null | null | null | No additional info | Firewall deny TCP traffic from 93.219.22.102:31 to 61.211.72.33:486 No additional info | null | null | null | null | 93.219.22.102 | 61.211.72.33 | null | null | null | null | null | null | null | null | 31 | 486 | TCP | 915,981 | 1,291 | null | null |
509792df-4e54-409c-9407-49d0327ee099 | 2025-05-01T00:24:22 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Medical command_injection MITRE Technique: T1218.011 | {
"geo_location": "Norway",
"device_hash": "8d0993a1bec1af1ba4cdab67bf6b7917",
"user_agent": "Opera/9.47.(Windows NT 5.0; ne-NP) Presto/2.9.163 Version/12.00",
"session_id": "492b9d79-0ce0-4408-aa1e-da9f9d3d4391",
"risk_score": 53.15,
"confidence": 0.57
} | null | command_injection | null | null | null | MITRE Technique: T1218.011 | IoT device Medical command_injection MITRE Technique: T1218.011 | null | Medical | iot-dcbe836f | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bfa0bbf1-7ff4-492d-af5c-f053858c6aa2 | 2025-04-19T01:58:17 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth success for ronniejones via key from 10.16.170.1 No additional info | {
"geo_location": "Qatar",
"device_hash": "d295b06f3b2de96bc23101a540be06198127948d6c6d94e99c0720a43aed4335",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.1)",
"session_id": "cb3bec3b-0266-4711-8d23-9cdd48c97f75",
"risk_score": 57.41,
"confidence": 0.4
} | ronniejones | success | null | null | null | No additional info | Auth success for ronniejones via key from 10.16.170.1 No additional info | null | null | null | null | 10.16.170.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 85:2f:83:49:ca:7e |
e69a00d7-bbe5-4d0d-b5d2-2fc3c096da5a | 2025-01-19T02:02:12 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by gsimmons MITRE Technique: T1204.002 | {
"geo_location": "Argentina",
"device_hash": "dd21ba3246876f736bec74e2965936321d2b9a5b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "c191c6c7-b185-475e-b692-7d5eca53e613",
"risk_score": 66.86,
"confidence": 0.94
} | gsimmons | membership_inference | null | null | null | MITRE Technique: T1204.002 | AI system membership_inference by gsimmons MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-5f47027f | 2ab54b444772243e506b4509900a9cc8 | f6224058584d2d0fdc6af42cdcb4e5bde5f032f3 | null | null | null | null | null | null | null |
45246ae7-2116-4048-94d2-78acc6ee5125 | 2025-02-10T12:12:38 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by georgegonzalez Associated Threat Actor: APT37 | {
"geo_location": "United States Virgin Islands",
"device_hash": "aca0b142cb743271181ba62e0769c0dd2264e4a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.0)",
"session_id": "210338af-09c8-4267-b274-a375888d11c3",
"risk_score": 11.34,
"confidence": 0.13
} | georgegonzalez | api_abuse | null | null | null | Associated Threat Actor: APT37 | AI system api_abuse by georgegonzalez Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | null | null | model-bd656aa2 | 367b8199a1b0794982db57f1dc74d51f04c7d94b | 825e7eae0c3cf5d3131961e4caef818de1da436c | null | null | null | null | null | null | null |
d44e69fa-c370-4374-bc5b-ff82f6cc5838 | 2025-04-20T08:04:46 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth success for jeffreyrusso via password from 75.234.41.88 No additional info | {
"geo_location": "Oman",
"device_hash": "7a7f87a6b85323e7fdf853190c859cbcf844800a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; crh-UA) AppleWebKit/533.3.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.3.2",
"session_id": "d34ec08e-c39c-4228-b098-7eb4a4541292",
"risk_sc... | jeffreyrusso | success | null | null | null | No additional info | Auth success for jeffreyrusso via password from 75.234.41.88 No additional info | null | null | null | null | 75.234.41.88 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 42:4e:b2:3a:7b:91 |
43d715b3-613f-483f-87af-675c6e55ccd3 | 2025-06-11T08:36:07 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /rock/trade.xlsx by sandovalbrittany No additional info noise=UmVzdWx0Lg== | {
"geo_location": "Belarus",
"device_hash": "9762256cbea42c29b8e847958987d94e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "361d59a7-04c2-4bc4-ac16-f28835678725",
"risk_score": 28.71,
"confidence": 0.31
} | sandovalbrittany | process_stop | /rock/trade.xlsx | 8,948 | cmd.exe | No additional info | Endpoint process_stop /rock/trade.xlsx by sandovalbrittany No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4ec7216-acb1-476d-bfcd-14ba181fbd6e | 2025-01-26T15:02:35 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by heatherwilson No additional info | {
"geo_location": "Cuba",
"device_hash": "75ef9968a009dfcb8da384d78f5beb11441de1a7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/22.0.899.0 Safari/532.1",
"session_id": "83c12c94-3782-44e6-abbe-6590abafa639",
"risk_score": 56.27,
"confidence": 0.9
} | heatherwilson | fine_tuning | null | null | null | No additional info | AI system fine_tuning by heatherwilson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6f5fb9df | 5a12d6073aadc13d290371c2abbd55b46558aab2d3eb5f908329edb7ec6a4494 | 948413c3a71ff12db181fa84095c751f4c646de1 | null | null | null | null | null | null | null |
c27ae6b4-1556-4ced-be8a-f37c0370bbfb | 2025-06-26T23:37:36 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /air/develop.flac by vmorales No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "cb4b848973a078b4e5f8a69146c3ef23",
"user_agent": "Opera/8.94.(X11; Linux x86_64; wa-BE) Presto/2.9.178 Version/12.00",
"session_id": "ba7a669e-308b-449b-9935-0bc5404a3b0c",
"risk_score": 46.34,
"confidence": 0.71
} | vmorales | memory_injection | /air/develop.flac | 5,857 | cmd.exe | No additional info | Endpoint memory_injection /air/develop.flac by vmorales No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
767ece8d-d086-45aa-8451-336b233c6353 | 2025-02-07T02:42:14 | ids_alert | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|critical| desc=Palo Alto Cortex Alert: Living-off-the-Land detected from 15.165.77.203 targeting N/A No additional info noise=posts/wp-content | {
"geo_location": "Philippines",
"device_hash": "a041e15523358008f637522212dbb9231765291b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_0 rv:6.0; mn-MN) AppleWebKit/532.14.5 (KHTML, like Gecko) Version/4.0.2 Safari/532.14.5",
"session_id": "b9ec0119-ae87-4cb0-8cf1-d47041bc6537",
"risk_score... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Living-off-the-Land detected from 15.165.77.203 targeting N/A No additional info | null | null | null | null | 15.165.77.203 | N/A | Living-off-the-Land | SIG-2983 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
b9ce3a40-ced5-4fea-b6ed-76c65a869f0e | 2025-02-21T02:19:06 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth success for llee via biometric from 19.131.57.113 MITRE Technique: T1110.003 | {
"geo_location": "Fiji",
"device_hash": "8d00e5140428c3e251d1bc01d53a07d6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.42.4 (KHTML, like Gecko) Version/4.0.1 Safari/532.42.4",
"session_id": "0bf138f2-5704-4ab8-aefc-1e76ff1ed45f",
"risk_score": 59,
"confidence": 0.41
} | llee | success | null | null | null | MITRE Technique: T1110.003 | Auth success for llee via biometric from 19.131.57.113 MITRE Technique: T1110.003 | null | null | null | null | 19.131.57.113 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 20:f2:15:40:d9:7d |
ac39094a-f504-49cd-930e-761d6c5aba44 | 2025-06-30T00:38:08 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine RDP traffic from 32.244.204.11:23 to 90.12.224.78:1012 MITRE Technique: T1134.001 | {
"geo_location": "Burundi",
"device_hash": "8c38a66b653840682881edc0e08072bfcfbe782e122dde6aa73d170bb51479a9",
"user_agent": "Opera/9.78.(Windows NT 5.2; lg-UG) Presto/2.9.187 Version/11.00",
"session_id": "cc754d2e-b5da-45d1-a5af-02290c484361",
"risk_score": 30.74,
"confidence": 0.53
} | null | quarantine | null | null | null | MITRE Technique: T1134.001 | Firewall quarantine RDP traffic from 32.244.204.11:23 to 90.12.224.78:1012 MITRE Technique: T1134.001 | null | null | null | null | 32.244.204.11 | 90.12.224.78 | null | null | null | null | null | null | null | null | 23 | 1,012 | RDP | 666,545 | 1,320 | null | null |
6d6657df-d64a-4094-a1e0-7e07ddd4d556 | 2029-06-07T08:58:08 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 24.89.104.228 to 206.170.63.27 No additional info | {
"geo_location": "Malawi",
"device_hash": "2fdd5b14ee57af568fddb2d0962e9d5d08914e914436c8867f61407f26134577",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/14.9y4067.0 Mobile/30E168 Safari/532.1",
"session_id": "65ff5272-36a0-4279-94af-4125f... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 24.89.104.228 to 206.170.63.27 No additional info | null | null | null | null | 24.89.104.228 | 206.170.63.27 | null | null | null | null | null | null | null | null | null | null | TCP | 498,853 | null | null | null |
96389da9-8065-45c4-9ea1-715b41dcd9b7 | 2025-06-24T07:05:46 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for karen64 via key from 5.146.133.171 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "e11550ef22312c07d1c1cfec87e28a99",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "8f127fd3-7fa1-459b-a1e9-b23beedca27d",
"risk_score": 53.86,
"confidence": 0.91
} | karen64 | challenge | null | null | null | No additional info | Auth challenge for karen64 via key from 5.146.133.171 No additional info | null | null | null | null | 5.146.133.171 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | a8:fb:dc:c1:77:d8 |
28ee3233-f6a2-42ba-a0bb-f9b8b9bc07b8 | 2025-06-03T18:01:32 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: Port Scan detected from 25.112.228.233 targeting 161.110.225.33 MITRE Technique: T1190 | {
"geo_location": "Western Sahara",
"device_hash": "4c349530c5de24cc123bc23512fc4266",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/532.38.3 (KHTML, like Gecko) Version/5.0 Safari/532.38.3",
"session_id": "ec406252-c8bd-4bba-b160-2f08592ac620",
"risk_score": 46.58,
"confidence": 0.95... | null | null | null | null | null | MITRE Technique: T1190 | QRadar Alert: Port Scan detected from 25.112.228.233 targeting 161.110.225.33 MITRE Technique: T1190 | null | null | null | null | 25.112.228.233 | 161.110.225.33 | Port Scan | SIG-7838 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d72bca8c-0be5-4149-bc1b-47451bc5c01c | 2025-03-06T02:42:21 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start human by mary82 MITRE Technique: T1486 | {
"geo_location": "Tajikistan",
"device_hash": "9bb18a6294d0872c325a36f56378470775a458546a13382cebf38b4d1ecee565",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9050-06-30 20:15:07 Firefox/3.6.16",
"session_id": "1d2bd0f2-3222-4c74-bbf4-b34ca47c7ab6",
"risk_score": 43.31,
"confidence": 0.1... | mary82 | process_start | human | 118 | explorer.exe | MITRE Technique: T1486 | Endpoint process_start human by mary82 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f7e1750-3d97-4abd-9014-3ffa3fcdc8d8 | 2022-11-08T20:29:02 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth failed for xbrown via passwordless from 118.255.80.158 MITRE Technique: T1190 | {
"geo_location": "Benin",
"device_hash": "f6228e79009daf8ad8615c5c8bc08a991a4720ca",
"user_agent": "Opera/8.58.(X11; Linux x86_64; li-BE) Presto/2.9.180 Version/10.00",
"session_id": "4b53a95b-19ee-40fa-a0c4-eb762a372757",
"risk_score": 46.14,
"confidence": 0.95
} | xbrown | failed | null | null | null | MITRE Technique: T1190 | Auth failed for xbrown via passwordless from 118.255.80.158 MITRE Technique: T1190 | null | null | null | null | 118.255.80.158 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 9e:d9:5f:97:5d:ab |
66bbbd45-feca-428a-9845-f0cb203c3254 | 2025-05-11T05:09:40 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update MITRE Technique: T1134.001 | Unconventional IOC: GPU memory artifacts noise=issue|guess|relationship | {
"geo_location": "Panama",
"device_hash": "225f273a6165fa6325a9ab0d88765c6ba246eaac",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ta-IN) AppleWebKit/534.38.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6534.38.4",
"session_id": "0e2d8044-2b83-4603-be5d-4984eb333d75",
"risk... | null | firmware_update | null | null | null | MITRE Technique: T1134.001 | Unconventional IOC: GPU memory artifacts | IoT device Camera firmware_update MITRE Technique: T1134.001 | Unconventional IOC: GPU memory artifacts | {
"baseline_deviation": 2.11,
"entropy": 6.02,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Camera | iot-3cba481d | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
36a1750c-6ff0-44c9-8962-e075d3f11137 | 2025-06-26T01:31:44 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for bestbrian via key from 189.220.19.52 MITRE Technique: T1543.003 | {
"geo_location": "British Virgin Islands",
"device_hash": "ead9d6fe87128e8c24c3d22441f4445e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_1 rv:6.0; lv-LV) AppleWebKit/531.43.7 (KHTML, like Gecko) Version/5.0.5 Safari/531.43.7",
"session_id": "36f9b08f-52c9-46a5-8f56-4a9c48a6af97",
"risk_scor... | bestbrian | bypass | null | null | null | MITRE Technique: T1543.003 | Auth bypass for bestbrian via key from 189.220.19.52 MITRE Technique: T1543.003 | null | null | null | null | 189.220.19.52 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 7e:bf:64:09:69:88 |
f385950d-ad8b-4694-bfe1-c82521522cfe | 2025-01-20T12:52:51 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 207.20.61.92 to 18.193.237.177 No additional info | {
"geo_location": "Maldives",
"device_hash": "94beb0b84f959abe3b36f279266c3aa3cd210305",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/39.0.846.0 Safari/535.2",
"session_id": "47161c6e-6d34-4973-99ef-a9b183d0342a",
"risk_score": 49.32,
"confidence": 0.56
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 207.20.61.92 to 18.193.237.177 No additional info | null | null | null | null | 207.20.61.92 | 18.193.237.177 | null | null | null | null | null | null | null | null | null | null | HTTP | 398,494 | null | null | null |
e0e34ef4-6e18-4b88-b144-168448f9c952 | 2025-03-17T11:22:34 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 10.120.150.104 to 47.131.114.251 MITRE Technique: T1486 | {
"geo_location": "Switzerland",
"device_hash": "9276d72969da2ec7ee761d3386590cd7",
"user_agent": "Mozilla/5.0 (Windows CE; it-IT; rv:1.9.1.20) Gecko/2697-02-16 03:35:56 Firefox/3.6.13",
"session_id": "a96430f7-27e5-4903-9264-74ff08980a40",
"risk_score": 81.57,
"confidence": 0.63
} | null | disconnection | null | null | null | MITRE Technique: T1486 | Network disconnection from 10.120.150.104 to 47.131.114.251 MITRE Technique: T1486 | null | null | null | null | 10.120.150.104 | 47.131.114.251 | null | null | null | null | null | null | null | null | null | null | ICMP | 409,708 | null | null | null |
a8aa67f5-3318-4263-a35f-ca8fb47358b5 | 2025-06-18T09:39:45 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel MITRE Technique: T1071.001 | Associated Threat Actor: APT35 | {
"geo_location": "India",
"device_hash": "a6bf09c9387ac513c4593738dba01a4218828542",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_5; rv:1.9.2.20) Gecko/9290-08-23 14:57:30 Firefox/3.8",
"session_id": "48659433-1ae4-4d28-86c7-35193ea979a9",
"risk_score": 22.27,
"confidence": 0.47
} | null | side_channel | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: APT35 | IoT device HVAC side_channel MITRE Technique: T1071.001 | Associated Threat Actor: APT35 | {
"baseline_deviation": 2.21,
"entropy": 3.37,
"frequency_anomaly": false,
"sequence_anomaly": false
} | HVAC | iot-363a7111 | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cf56d827-d7d8-48a5-b75c-c487eb220603 | 2025-06-29T01:58:56 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec exactly by donnamoore MITRE Technique: T1078.004 | {
"geo_location": "Czech Republic",
"device_hash": "999f140251d07e11f6ae0800663bbc3d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.30.4 (KHTML, like Gecko) Version/4.1 Safari/534.30.4",
"session_id": "15c4cf64-088f-4091-996c-fd5c5cc99a19",
"risk_score": 29.4,
"confidence": 0.1
} | donnamoore | powershell_exec | exactly | 9,368 | explorer.exe | MITRE Technique: T1078.004 | Endpoint powershell_exec exactly by donnamoore MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
36212b96-fe33-4234-ad9e-af32e45f36b3 | 2025-03-18T09:27:42 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for staceylong via password from 9.171.66.117 No additional info noise=wp-content/list/list | {
"geo_location": "Guinea-Bissau",
"device_hash": "86c180acb13f571a8479279aab64b2adfe8dc19e",
"user_agent": "Opera/8.82.(Windows NT 11.0; eo-US) Presto/2.9.176 Version/12.00",
"session_id": "0b8f415e-0869-4c4f-8ccd-569dd39b3a58",
"risk_score": 36.79,
"confidence": 0.67
} | staceylong | failed | null | null | null | No additional info | Auth failed for staceylong via password from 9.171.66.117 No additional info | {
"baseline_deviation": 2.47,
"entropy": 7.57,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 9.171.66.117 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 09:d0:ca:ad:7b:1d |
35749203-55a2-471a-a741-7617c391eab0 | 2025-04-15T07:29:38 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 192.6.141.47:485 to 10.26.99.66:62865 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "06abf796d6212f5cbcae72286f6d6f0dd46f08a4b1370990b576d3f84d3b6ae4",
"user_agent": "Opera/8.84.(Windows NT 6.1; wal-ET) Presto/2.9.185 Version/12.00",
"session_id": "6f352b1b-5d3b-45fc-b197-358257def62a",
"risk_score": 46.43,
"confidence": 0.47
} | null | log-only | null | null | null | No additional info | Firewall log-only DNS traffic from 192.6.141.47:485 to 10.26.99.66:62865 No additional info | null | null | null | null | 192.6.141.47 | 10.26.99.66 | null | null | null | null | null | null | null | null | 485 | 62,865 | DNS | 390,289 | 3,235 | null | null |
809f94dc-3da4-4d52-aaed-1a6fe5aae277 | 2025-04-06T07:57:20 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Azure by wilsonwilliam MITRE Technique: T1134.001 | {
"geo_location": "Belarus",
"device_hash": "e3d034ebe9abd4934b73882618ce4c2a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "33542ca9-cae6-45d6-b727-76196e456f08",
"risk_score": 50.45,
"confidence": 0.16
} | wilsonwilliam | api_abuse | null | null | null | MITRE Technique: T1134.001 | Cloud api_abuse in Azure by wilsonwilliam MITRE Technique: T1134.001 | {
"baseline_deviation": 1.39,
"entropy": 4.04,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-90da1ba5 | null | null | null | null | null | null | null | null | null | null |
c80ca578-c731-4963-acd3-75686bd1c27c | 2025-02-12T22:46:12 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /least/enjoy.js by zacharyflores No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "86024988e82d85357b5633a3c6bb1226da71fc1384b083beaf9f9c23d9c1a392",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/53.0.842.0 Mobile/97P305 Safari/534.2",
"session_id": "04e73600-5560-4a79-b304-1e1f1... | zacharyflores | persistence_mechanism | /least/enjoy.js | 7,336 | cmd.exe | No additional info | Endpoint persistence_mechanism /least/enjoy.js by zacharyflores No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71278ec3-9637-4aa9-a3c9-828cf9f261d0 | 2025-03-09T21:37:14 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in AWS by amanda16 MITRE Technique: T1547.001 | {
"geo_location": "Saint Helena",
"device_hash": "d00969b953bf471996b0ccf45513ba6a35125f21",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.1)",
"session_id": "4aa3d003-0c41-493c-b6c4-69c3d835fcfe",
"risk_score": 44.37,
"confidence": 0.05
} | amanda16 | api_abuse | null | null | null | MITRE Technique: T1547.001 | Cloud api_abuse in AWS by amanda16 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | AWS | res-2a9690be | null | null | null | null | null | null | null | null | null | null |
11e19666-1fae-4021-9a57-6976b715770a | 2025-05-22T21:16:53 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 15.148.23.31 to 166.51.216.0 MITRE Technique: T1566.001 | {
"geo_location": "Italy",
"device_hash": "1f423db1e79b951ca6b46f5402ce70a648deb6e9",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_8 rv:2.0; xh-ZA) AppleWebKit/533.42.2 (KHTML, like Gecko) Version/4.0.5 Safari/533.42.2",
"session_id": "8ba0884e-020c-40a0-b1f0-658e3263f679",
"risk_score": 20.0... | null | latency_spike | null | null | null | MITRE Technique: T1566.001 | Network latency_spike from 15.148.23.31 to 166.51.216.0 MITRE Technique: T1566.001 | null | null | null | null | 15.148.23.31 | 166.51.216.0 | null | null | null | null | null | null | null | null | null | null | ICMP | 325,381 | null | null | null |
8f43ab10-d589-4886-9bdb-4066819f9e42 | 2025-01-23T18:21:13 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 6.2.11.77 to 106.156.146.189 No additional info | {
"geo_location": "Tokelau",
"device_hash": "a0d6d1d2891a98898e15e02e3306582f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "24580954-6070-460d-adac-5afc95540f34",
"risk_score": 16.1,
"confidence": 0.16
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 6.2.11.77 to 106.156.146.189 No additional info | null | null | null | null | 6.2.11.77 | 106.156.146.189 | null | null | null | null | null | null | null | null | null | null | TCP | 19,683 | null | null | null |
b714eae8-eadf-491c-b966-ba811194b2e3 | 2025-06-18T22:46:57 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Azure by mary75 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "e634343dc1a0035478e983c74e22cc5a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/28.0.847.0 Safari/532.2",
"session_id": "a8e8df55-dd35-4baa-9474-e98309048c66",
"risk_score": 38.53,
"confidence": 0.35
} | mary75 | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by mary75 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-2b9653b3 | null | null | null | null | null | null | null | null | null | null |
3c7360a5-ea11-42d0-bb18-da292ed209c2 | 2025-04-16T02:24:47 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for diazaustin via passwordless from 138.95.208.40 Unconventional IOC: TPM attestation failures | {
"geo_location": "French Southern Territories",
"device_hash": "89669918c6c229d544e223612f349ae2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/10.3a1917.0 Mobile/66Y309 Safari/534.0",
"session_id": "bc1a708c-b87d-4957-add4-72d5cdaf1baa",
"ri... | diazaustin | challenge | null | null | null | Unconventional IOC: TPM attestation failures | Auth challenge for diazaustin via passwordless from 138.95.208.40 Unconventional IOC: TPM attestation failures | null | null | null | null | 138.95.208.40 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 90:5a:59:2a:e2:83 |
937cd4a8-bd33-452d-8725-18f7ca1817c5 | 2025-01-29T18:54:14 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall quarantine SMB traffic from 23.214.243.111:879 to 164.170.36.215:359 No additional info | {
"geo_location": "Iraq",
"device_hash": "c18e027ed5905f2e130ed88ba22c911c",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2254-06-15 04:11:07 Firefox/3.6.3",
"session_id": "46424542-190e-487b-8273-5618e15c4cd2",
"risk_score": 72.56,
"confidence": 0.06
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SMB traffic from 23.214.243.111:879 to 164.170.36.215:359 No additional info | null | null | null | null | 23.214.243.111 | 164.170.36.215 | null | null | null | null | null | null | null | null | 879 | 359 | SMB | 96,169 | 1,604 | null | null |
8aa13c16-f766-4544-be20-2392d8a3966e | 2025-05-31T15:33:46 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install raise by samanthazhang No additional info | {
"geo_location": "Dominica",
"device_hash": "606c3e60f6750819e7e93c7e3035bdb56c5b14896594268fd67fa9267291b82b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; as-IN) AppleWebKit/531.23.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6531.23.2",
"session_id": "97996c3a-8da8-4f98-8... | samanthazhang | service_install | raise | 5,404 | explorer.exe | No additional info | Endpoint service_install raise by samanthazhang No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ed596fa-2715-4682-b7b9-f512babfc47b | 2025-04-14T11:08:08 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access benefit by deborahanderson Unconventional IOC: Quantum random number deviations | {
"geo_location": "Iran",
"device_hash": "bca06b8dccd3704d0be75becb867704ee4709e17",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.1)",
"session_id": "99ddb84c-3b6d-47a7-ba31-12b70fe41107",
"risk_score": 28.86,
"confidence": 0.73
} | deborahanderson | file_access | benefit | 4,663 | explorer.exe | Unconventional IOC: Quantum random number deviations | Endpoint file_access benefit by deborahanderson Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f33a44f7-802f-4ae4-a413-025319952ac6 | 2025-01-24T16:43:05 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /situation/start.mp3 by maria18 MITRE Technique: T1547.001 | {
"geo_location": "Argentina",
"device_hash": "da4aca1acb64d0a43c530d701566ee326411683d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/3.1)",
"session_id": "ec25e74e-3f36-4e53-ad84-f742e1109173",
"risk_score": 32.63,
"confidence": 0.02
} | maria18 | service_install | /situation/start.mp3 | 4,585 | powershell.exe | MITRE Technique: T1547.001 | Endpoint service_install /situation/start.mp3 by maria18 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f1df058b-b357-4445-82dc-a35b7abb648c | 2025-06-06T15:02:11 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /last/have.xlsx by larry25 No additional info | {
"geo_location": "Barbados",
"device_hash": "315c73307598c6b1e6542fa664f0d005",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.20.3 (KHTML, like Gecko) Version/4.0 Safari/535.20.3",
"session_id": "87b916f8-6deb-42e3-9386-440bca821cbd",
"risk_score": 45.66,
"confidence": 0.56
} | larry25 | powershell_exec | /last/have.xlsx | 1,992 | powershell.exe | No additional info | Endpoint powershell_exec /last/have.xlsx by larry25 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4930c08-dbe9-438a-b44f-c55695583600 | 2025-06-01T23:03:40 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth success for jennifer58 via passwordless from 31.195.28.122 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "4e75b9ee2183c935817d5b2d11fb539d2a549c58942a6d6fe4ddb32004adb89a",
"user_agent": "Opera/9.79.(Windows NT 5.2; et-EE) Presto/2.9.186 Version/12.00",
"session_id": "e3b935a9-0a8b-4128-8c53-73827768d17a",
"risk_score": 86.07,
"confidence": 0.14
} | jennifer58 | success | null | null | null | No additional info | Auth success for jennifer58 via passwordless from 31.195.28.122 No additional info | null | null | null | null | 31.195.28.122 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | aa:66:57:a6:70:e4 |
b9621184-fc78-4dad-9fa5-7371441211a8 | 2025-05-03T11:45:31 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall log-only SSH traffic from 95.207.150.193:173 to 182.105.62.234:698 MITRE Technique: T1547.001 noise=RGlubmVyLg== | {
"geo_location": "Christmas Island",
"device_hash": "0e8a12e4cf3f765387075a959e94b1c2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ml-IN) AppleWebKit/531.48.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.48.4",
"session_id": "dca13897-5568-4aa4-8ae2-50b5f06fcc73",
"ri... | null | log-only | null | null | null | MITRE Technique: T1547.001 | Firewall log-only SSH traffic from 95.207.150.193:173 to 182.105.62.234:698 MITRE Technique: T1547.001 | null | null | null | null | 95.207.150.193 | 182.105.62.234 | null | null | null | null | null | null | null | null | 173 | 698 | SSH | 543,891 | 151 | null | null |
9b037043-e82f-4faf-975a-23bab3b75045 | 2025-01-20T04:38:05 | ai | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by kendra21 No additional info | {
"geo_location": "India",
"device_hash": "167c1868d7ca93365a7f6a2a4222c6a6",
"user_agent": "Opera/8.82.(X11; Linux i686; sq-ML) Presto/2.9.179 Version/11.00",
"session_id": "00196742-ef21-42f6-8dbb-4fde6acfba7b",
"risk_score": 57.51,
"confidence": 0.65
} | kendra21 | api_abuse | null | null | null | No additional info | AI system api_abuse by kendra21 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6cf902fe | 5179910ef217d966c3d3bc616e3079dc4e51fe34 | 0dd40db25bbcf733ec8add7153c48a6c4cfa96d9b80d46d31ede39e9fe317557 | null | null | null | null | null | null | null |
71fab2e6-dd3f-4492-9acb-3552ecbfebf1 | 2025-05-12T14:03:01 | 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 jessicamarsh No additional info | {
"geo_location": "Lesotho",
"device_hash": "e7a975ffda18c14d8e271db7d6767162",
"user_agent": "Opera/8.89.(X11; Linux x86_64; mn-MN) Presto/2.9.187 Version/10.00",
"session_id": "5a08ba23-5fb7-4c6d-8f5a-32906ead2d8e",
"risk_score": 98.11,
"confidence": 0.27
} | jessicamarsh | api_abuse | null | null | null | No additional info | AI system api_abuse by jessicamarsh No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ca8316f4 | d17f9c9809b8312e2cfcd425bd76111ed5e18bc3fa34626659eb55a3a3ad8f2e | e18e9e11c5fef8b895016fc3c69f5666eacd91a1fc03a010162ce80c6f675541 | null | null | null | null | null | null | null |
bc0fd600-db7a-42b7-993b-5cf6d4857f0c | 2024-06-01T15:19:07 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for hhenderson via OAuth from 123.175.105.26 No additional info noise=finally|rise|professor | {
"geo_location": "Netherlands Antilles",
"device_hash": "f5fc89ae26834aca43db53979763a811538a3022",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/60.0.866.0 Safari/534.2",
"session_id": "26a01760-c8f0-45b5-a3e9-0376f37eb476",
"risk_score": 45.33,
"confidence": 0.... | hhenderson | challenge | null | null | null | No additional info | Auth challenge for hhenderson via OAuth from 123.175.105.26 No additional info | null | null | null | null | 123.175.105.26 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 7f:78:64:10:80:e1 |
88cd736c-6c91-456c-bb37-48d690221961 | 2025-02-02T17:46:16 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only UDP traffic from 19.44.139.107:908 to 52.198.64.167:856 MITRE Technique: T1566.001 | {
"geo_location": "Hong Kong",
"device_hash": "e7afaff72e231f3061c7e95f419815c7",
"user_agent": "Opera/9.31.(Windows NT 6.2; si-LK) Presto/2.9.181 Version/10.00",
"session_id": "6422a8d3-fbb2-4342-a2f1-0568387e38c0",
"risk_score": 35.95,
"confidence": 0.17
} | null | log-only | null | null | null | MITRE Technique: T1566.001 | Firewall log-only UDP traffic from 19.44.139.107:908 to 52.198.64.167:856 MITRE Technique: T1566.001 | null | null | null | null | 19.44.139.107 | 52.198.64.167 | null | null | null | null | null | null | null | null | 908 | 856 | UDP | 510,779 | 2,103 | null | null |
41d29829-2bca-46c8-8915-5f2a416eacd2 | 2025-03-08T07:22:49 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by vday MITRE Technique: T1218.011 | {
"geo_location": "Central African Republic",
"device_hash": "b2d4e7c28b716b3934fb5b8be6bc681388d6d3ae4fdf3030a6ae8faf25797eae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.1)",
"session_id": "75a7d50f-7249-478a-bd8d-917dc84011cf",
"risk_score": 51.59,
"confidence": 0.54
} | vday | prompt_injection | null | null | null | MITRE Technique: T1218.011 | AI system prompt_injection by vday MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | model-762bf4ae | 7b072ae9cd42798ec02d4942fe90d0bd0e891199 | 71373614f9d04d29a593def3666c87c467950d03 | null | null | null | null | null | null | null |
b34fe1c6-63eb-435f-bc6c-4b12038d6812 | 2025-02-01T10:00:34 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth locked for bolson via OAuth from 193.105.214.249 MITRE Technique: T1071.001 | {
"geo_location": "Cuba",
"device_hash": "eb93f5cb6db971bf24f2300ddedc773b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.1)",
"session_id": "4bd47afa-394e-4235-88e1-a128cdc90421",
"risk_score": 30.15,
"confidence": 0.25
} | bolson | locked | null | null | null | MITRE Technique: T1071.001 | Auth locked for bolson via OAuth from 193.105.214.249 MITRE Technique: T1071.001 | null | null | null | null | 193.105.214.249 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 59:86:d6:d4:1c:db |
acc27f84-3318-4d32-ba95-65cbbf78f9fe | 2025-02-07T05:39:55 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for agarcia via key from 10.116.249.133 MITRE Technique: T1543.003 | {
"geo_location": "Qatar",
"device_hash": "987ce21ca03397e24eef7dae51f264e3b94369cb",
"user_agent": "Mozilla/5.0 (Android 2.0; Mobile; rv:49.0) Gecko/49.0 Firefox/49.0",
"session_id": "914749a3-6ab5-47d2-8667-b3a9a413ef5e",
"risk_score": 60.73,
"confidence": 0.06
} | agarcia | failed | null | null | null | MITRE Technique: T1543.003 | Auth failed for agarcia via key from 10.116.249.133 MITRE Technique: T1543.003 | null | null | null | null | 10.116.249.133 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 7b:ff:89:5d:d5:62 |
57b168d4-c601-4312-8da0-5733000b012c | 2025-02-02T16:02:58 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect ICMP traffic from 120.170.238.195:903 to 10.168.103.58:736 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "8c8975e15e023263aa95f204dedce26519201f28",
"user_agent": "Opera/8.16.(Windows NT 4.0; nso-ZA) Presto/2.9.163 Version/12.00",
"session_id": "b93b8feb-9253-413b-b6ee-03b0b703b0f6",
"risk_score": 56.4,
"confidence": 0.13
} | null | inspect | null | null | null | No additional info | Firewall inspect ICMP traffic from 120.170.238.195:903 to 10.168.103.58:736 No additional info | null | null | null | null | 120.170.238.195 | 10.168.103.58 | null | null | null | null | null | null | null | null | 903 | 736 | ICMP | 444,322 | 1,847 | null | null |
4a517dbe-cf32-4c2d-9c1f-f801111e63b6 | 2025-03-11T13:43:59 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall allow SSH traffic from 62.63.186.62:813 to 42.91.94.20:158 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "63dc44b50d02151257b4cce3f922311f571630b673c58bafbd0b29d7c3064fac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/3.0)",
"session_id": "18890c55-d1d2-48b5-ab5d-64b3c5935fba",
"risk_score": 30.26,
"confidence": 0.51
} | null | allow | null | null | null | No additional info | Firewall allow SSH traffic from 62.63.186.62:813 to 42.91.94.20:158 No additional info | null | null | null | null | 62.63.186.62 | 42.91.94.20 | null | null | null | null | null | null | null | null | 813 | 158 | SSH | 485,064 | 1,736 | null | null |
6fd50910-adf5-40c2-ada4-84d18a2f9527 | 2025-04-08T13:27:20 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall deny ICMP traffic from 6.62.192.242:856 to 108.100.198.35:39 No additional info | {
"geo_location": "Tokelau",
"device_hash": "2d6475a0e1625659db3cc1917da23831ff3ff50c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_0) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/61.0.866.0 Safari/531.1",
"session_id": "72391510-84d4-4cfd-99fd-5c9bf2c7012a",
"risk_score": 32.8,
"confidence":... | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 6.62.192.242:856 to 108.100.198.35:39 No additional info | null | null | null | null | 6.62.192.242 | 108.100.198.35 | null | null | null | null | null | null | null | null | 856 | 39 | ICMP | 424,774 | 1,653 | null | null |
1172dfce-ddc2-499b-9910-26d0506ba729 | 2025-06-07T08:42:02 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access machine by bensontonya No additional info | {
"geo_location": "Algeria",
"device_hash": "921f2a9e70c8586fce259514d42c58d5e8d29853",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7; rv:1.9.2.20) Gecko/7022-12-14 09:33:17 Firefox/3.6.6",
"session_id": "e8b76747-11c7-4ab9-9ba0-820f8e25f829",
"risk_score": 53.88,
"confidence": 0.01
} | bensontonya | file_access | machine | 7,039 | svchost.exe | No additional info | Endpoint file_access machine by bensontonya No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dbe66103-2e64-4f91-89e2-c4e8b3cb69d9 | 2025-06-15T06:02:36 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall drop SSH traffic from 184.166.115.168:625 to 49.67.156.79:722 Associated Threat Actor: Wizard Spider noise=T25jZS4= | {
"geo_location": "Samoa",
"device_hash": "a9d2e03b3fc555831bcd94e6d40b988b25faf65d",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3737-07-14 11:02:48 Firefox/3.6.14",
"session_id": "df5e7827-0b01-4f0e-a4a1-cce302666a78",
"risk_score": 44.95,
"confidence": 0.6
} | null | drop | null | null | null | Associated Threat Actor: Wizard Spider | Firewall drop SSH traffic from 184.166.115.168:625 to 49.67.156.79:722 Associated Threat Actor: Wizard Spider | null | null | null | null | 184.166.115.168 | 49.67.156.79 | null | null | null | null | null | null | null | null | 625 | 722 | SSH | 921,517 | 3,104 | null | null |
18c3a0ef-70ac-4db2-a6c6-349d25d79367 | 2025-05-12T11:27:17 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access nation by andrew39 MITRE Technique: T1566.001 | Fileless execution detected | {
"geo_location": "Palestinian Territory",
"device_hash": "aa584fa1de704c7c3a15dd2e538082a1",
"user_agent": "Opera/8.76.(X11; Linux x86_64; nso-ZA) Presto/2.9.190 Version/12.00",
"session_id": "d9c12c01-43fb-4e5a-bc16-eb80451c6419",
"risk_score": 39.14,
"confidence": 0.15
} | andrew39 | file_access | nation | 3,697 | powershell.exe | MITRE Technique: T1566.001 | Fileless execution detected | Endpoint file_access nation by andrew39 MITRE Technique: T1566.001 | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85948ca3-cd31-4900-99c7-7c9f8582c6b3 | 2025-04-01T05:34:09 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Cloud API Abuse detected from 63.150.35.73 targeting 134.25.155.54 No additional info | {
"geo_location": "Chad",
"device_hash": "068633966c069dff2b119f151d446f29f833d90c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.1)",
"session_id": "4a57a158-90e8-4b08-8fe4-3f0cdb6fad86",
"risk_score": 49.2,
"confidence": 0.02
} | null | null | null | null | null | No additional info | Splunk Alert: Cloud API Abuse detected from 63.150.35.73 targeting 134.25.155.54 No additional info | null | null | null | null | 63.150.35.73 | 134.25.155.54 | Cloud API Abuse | SIG-4591 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
f208cb86-974f-4e83-b0f6-2b7759a58937 | 2025-03-18T22:30:09 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Somalia",
"device_hash": "39535c9f989f92a3e40cb0d753f6cc905cc422679748c7690b4086d2a55bf87a",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.4) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/56.0.836.0 Safari/535.1",
"session_id": "c85f8965-9d9c-4553-9245-1759a454ac8c",
"risk_score": 53.51,
... | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-cec51fdf | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba00c19b-4e58-4462-a36c-00ab956c01f6 | 2029-07-12T23:57:59 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 26.171.50.4 to 46.114.42.233 No additional info noise=main/blog/app | {
"geo_location": "Timor-Leste",
"device_hash": "6b45d525d9795cf327c2be1379053fcf2b4e864c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/30.0.813.0 Safari/534.2",
"session_id": "d173def3-45b0-43b9-ad55-8bb58dfb9846",
"risk_score": 49.4,
"confidence": 0.08
} | null | disconnection | null | null | null | No additional info | Network disconnection from 26.171.50.4 to 46.114.42.233 No additional info | null | null | null | null | 26.171.50.4 | 46.114.42.233 | null | null | null | null | null | null | null | null | null | null | HTTP | 893,815 | null | null | null |
3b3a8154-e3ef-4e8b-b330-4ac99a2fde12 | 2025-04-05T16:41:38 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop into by clarksydney Associated Threat Actor: Equation Group | {
"geo_location": "Northern Mariana Islands",
"device_hash": "d65e4a931a6fe004fe5531e3db0e4a56",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_1 rv:2.0; el-CY) AppleWebKit/533.5.4 (KHTML, like Gecko) Version/5.1 Safari/533.5.4",
"session_id": "6bab635c-2ad4-40ef-a1ae-ae439e8bd1a4",
"risk_scor... | clarksydney | process_stop | into | 601 | cmd.exe | Associated Threat Actor: Equation Group | Endpoint process_stop into by clarksydney Associated Threat Actor: Equation Group | {
"baseline_deviation": 1.13,
"entropy": 5.59,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
92b9fa13-fb7a-4bb7-a378-7ffd0d7dcc21 | 2025-01-19T13:00:36 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 99.118.128.152:278 to 28.206.248.65:342 MITRE Technique: T1071.001 noise=wp-content/search | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "08176c86735ea0fc19f1529e93251772",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.21.5 (KHTML, like Gecko) Version/4.0 Safari/534.21.5",
"session_id": "d02b68cc-6ebb-4fdd-88c3-0b725a63fb59",
"risk_score": 22.95,
"confide... | null | log-only | null | null | null | MITRE Technique: T1071.001 | Firewall log-only DNS traffic from 99.118.128.152:278 to 28.206.248.65:342 MITRE Technique: T1071.001 | null | null | null | null | 99.118.128.152 | 28.206.248.65 | null | null | null | null | null | null | null | null | 278 | 342 | DNS | 670,711 | 3,084 | null | null |
ddf7f0d5-35ad-4b09-bae3-a85d3c01aab6 | 2025-05-24T21:00:53 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by travis67 No additional info noise=heavy|at|nice | {
"geo_location": "Cambodia",
"device_hash": "8cc5f9f23df7d1b7b0bbef393f0dfb66",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ks-IN) AppleWebKit/534.10.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.10.2",
"session_id": "a318f40d-7b56-4fc7-8027-cc0d3609d548",
"risk_score... | travis67 | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by travis67 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e529c0d8 | null | null | null | null | null | null | null | null | null | null |
6cebae24-df0c-42ef-bbfd-07c04a989b4c | 2025-04-16T05:39:28 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /figure/himself.numbers by owensmargaret MITRE Technique: T1059.005 noise=explore | {
"geo_location": "Venezuela",
"device_hash": "44028e33c80456c838ac75bc0e9e8e08fa479c8b",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/23.0.841.0 Safari/533.0",
"session_id": "43edfc6b-bbf4-4b62-9db8-4cdaf38eef44",
"risk_score": 39.62,
"confidence": 0.33
} | owensmargaret | process_stop | /figure/himself.numbers | 9,915 | cmd.exe | MITRE Technique: T1059.005 | Endpoint process_stop /figure/himself.numbers by owensmargaret 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 |
e6a07285-4d9c-4bd1-aa28-aa7eb2b5055f | 2025-03-03T23:05:58 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow TCP traffic from 102.6.7.223:791 to 31.68.239.0:37 Unconventional IOC: Unusual DNS TXT records noise=app/wp-content | {
"geo_location": "Macao",
"device_hash": "b065da326b7bf367bb87f48e3ca49de1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.1)",
"session_id": "1b534984-7572-424e-bdb1-284e69c8e8d8",
"risk_score": 58.37,
"confidence": 0.91
} | null | allow | null | null | null | Unconventional IOC: Unusual DNS TXT records | Firewall allow TCP traffic from 102.6.7.223:791 to 31.68.239.0:37 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 102.6.7.223 | 31.68.239.0 | null | null | null | null | null | null | null | null | 791 | 37 | TCP | 800,707 | 3,143 | null | null |
2628b2e1-1071-47cb-96f7-d21b2e8ac827 | 2025-02-08T16:07:03 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Azure by kennethrandolph Associated Threat Actor: Leafminer | {
"geo_location": "Paraguay",
"device_hash": "0c03b671cb9ddddac8a569a7ec3c2bb38609b8a7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; uk-UA) AppleWebKit/531.15.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.15.1",
"session_id": "90526007-06b2-456c-b642-139d94e2f738",
"ri... | kennethrandolph | crypto_mining | null | null | null | Associated Threat Actor: Leafminer | Cloud crypto_mining in Azure by kennethrandolph Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | Azure | res-c583964b | null | null | null | null | null | null | null | null | null | null |
15d2480b-88a6-47d2-9656-d80c4cf9a05e | 2025-05-31T18:44:24 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall log-only TCP traffic from 79.191.154.13:657 to 67.212.8.20:15232 No additional info | {
"geo_location": "Germany",
"device_hash": "13a5dff9501326932a2bf954be2ffe52",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.22.4 (KHTML, like Gecko) Version/4.0.1 Safari/532.22.4",
"session_id": "351cb03f-535c-4754-9562-cccd49239fc5",
"risk_score": 19.88,
"confidence": 0... | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 79.191.154.13:657 to 67.212.8.20:15232 No additional info | null | null | null | null | 79.191.154.13 | 67.212.8.20 | null | null | null | null | null | null | null | null | 657 | 15,232 | TCP | 114,728 | 804 | null | null |
b83764b9-0223-407c-9dd2-6d02c83843f0 | 2025-03-26T06:53:42 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 27.181.1.2 to 223.215.26.113 Associated Threat Actor: Equation Group | {
"geo_location": "Sweden",
"device_hash": "9e340c4ef40386ce1caec6696623efba",
"user_agent": "Mozilla/5.0 (Android 8.1.0; Mobile; rv:39.0) Gecko/39.0 Firefox/39.0",
"session_id": "ed0ee216-5578-4850-b640-589b16ab7e64",
"risk_score": 58.78,
"confidence": 0.85
} | null | data_exfiltration | null | null | null | Associated Threat Actor: Equation Group | Network data_exfiltration from 27.181.1.2 to 223.215.26.113 Associated Threat Actor: Equation Group | {
"baseline_deviation": 1.61,
"entropy": 3.31,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 27.181.1.2 | 223.215.26.113 | null | null | null | null | null | null | null | null | null | null | TCP | 364,984 | null | null | null |
adab17c5-a4f7-4086-a110-4bc70d791b5b | 2025-02-03T19:27:29 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /world/science.json by flowerspatricia Living-off-the-land technique detected | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "4ca093e19e2cb65a1d5a782d9d6d0c7780b227e961c48dab98c5efcde0efac00",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.0)",
"session_id": "45ed4cb9-ced3-4212-bcfa-76e5d115a66e",
"risk_score": 26.29,
"confidence": 0.98
} | flowerspatricia | scheduled_task | /world/science.json | 6,310 | cmd.exe | Living-off-the-land technique detected | Endpoint scheduled_task /world/science.json by flowerspatricia 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 |
651a13f5-d56e-4a72-826c-e9f824f5894c | 2025-03-19T09:44:38 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by john40 MITRE Technique: T1110.003 | {
"geo_location": "France",
"device_hash": "33550196e8b416b1f005cb63a780ba57",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1 rv:6.0; apn-IN) AppleWebKit/532.41.3 (KHTML, like Gecko) Version/5.0.5 Safari/532.41.3",
"session_id": "76f12298-9c46-4149-8f0b-3d6214806a39",
"risk_score": 68.81,
"conf... | john40 | model_access | null | null | null | MITRE Technique: T1110.003 | AI system model_access by john40 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-31c6d049 | 11efe40e16209190f73e7b42c233e7e4 | 2beecfefd59bacf43cf371c248d59906356c4df11c4352bb0e66acc30dca342e | null | null | null | null | null | null | null |
b1649acc-6070-46ca-ab6a-70cfa6fa966a | 2025-01-19T22:06:08 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by jtrujillo No additional info | {
"geo_location": "Mauritania",
"device_hash": "64744409d22859b4649a35962454661614a650d1",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:6.0) Gecko/6.0 Firefox/6.0",
"session_id": "d860b0a0-9fc3-4423-aeeb-5930f05edf33",
"risk_score": 48.63,
"confidence": 0.17
} | jtrujillo | prompt_injection | null | null | null | No additional info | AI system prompt_injection by jtrujillo No additional info | null | null | null | null | null | null | null | null | null | null | null | model-be62dc77 | 1efb6a99fa27df44f906112f7e5c09a8 | 686615c8eaf8d9712da9801f866ac4dde5e28fc657a0425272b54df85622b5fe | null | null | null | null | null | null | null |
5472aef8-127e-4e40-b2c8-3b4c67c603cb | 2025-01-18T04:14:35 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system model_access by kellynicholas No additional info | {
"geo_location": "China",
"device_hash": "a2b41306a829bb889753a5448afff328373c0d9437879e05d2a77c1e18e58b3b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/5890-08-22 08:50:47 Firefox/3.8",
"session_id": "993e3f39-97bd-40ca-a4dc-b4e93a778f03",
"risk_score": 57.63,
"confidence": 0.75
} | kellynicholas | model_access | null | null | null | No additional info | AI system model_access by kellynicholas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-17731582 | 12043d84e89a2f77f81224c97493003b9fcfeb01 | dcc08d8be9715d94b1a0e2a29547428a | null | null | null | null | null | null | null |
b852a731-b018-485a-aaba-ccfd7bad3b50 | 2025-01-27T19:50:31 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network beaconing from 41.90.63.110 to 188.195.155.180 MITRE Technique: T1059.001 | {
"geo_location": "Macao",
"device_hash": "c046321d49d37b8619f41b0f592575f7d306cecc6646c362a614c8c64eda851d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_8 rv:5.0; si-LK) AppleWebKit/535.45.2 (KHTML, like Gecko) Version/4.0.1 Safari/535.45.2",
"session_id": "42c705ef-cc81-489e-99d3-10fb23f14f98",
... | null | beaconing | null | null | null | MITRE Technique: T1059.001 | Network beaconing from 41.90.63.110 to 188.195.155.180 MITRE Technique: T1059.001 | {
"baseline_deviation": 0.99,
"entropy": 4.23,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 41.90.63.110 | 188.195.155.180 | null | null | null | null | null | null | null | null | null | null | ICMP | 902,768 | null | null | null |
3cd34d6e-6f0c-42dd-b3c6-2dc4abcb4b3d | 2025-06-14T03:55:36 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Cook Islands",
"device_hash": "901af16f01c6a44059cf8af18f2f9a686486614b531cfc6f37d351b17326225b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.16.3 (KHTML, like Gecko) Version/5.0.2 Safari/534.16.3",
"session_id": "a6c0fb5c-9aa8-4cb6-b2d4-de30fec1470d",
"risk_scor... | null | unusual_activity | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | null | Sensor | iot-b5934aae | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fcb2438e-4cd0-4e8d-803b-5b1596818605 | 2025-03-27T03:41:49 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by pwhite No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "7a5babfb96e4183e651530fff9c15c06fc5e75d9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.0)",
"session_id": "69ea6464-ed0f-46e0-89c5-4e2281ce2ec6",
"risk_score": 51.66,
"confidence": 0.5
} | pwhite | fine_tuning | null | null | null | No additional info | AI system fine_tuning by pwhite No additional info | {
"baseline_deviation": 0.8,
"entropy": 7.28,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-6a1e230e | eb2f25cb088d5e8cb9a56ca591bbe730728d2753 | 463863ac08733a1a48697d6d85668272 | null | null | null | null | null | null | null |
9e87c8b3-5345-4c7e-963e-bf15d4106320 | 2025-07-10T10:08:55 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in AWS by paulsilva No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "699ea3714ee92010afa1fcbe08fe1cf9a872a9d183d11c710b7959d3707f5b6e",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.6) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/13.0.852.0 Safari/534.2",
"session_id": "7dab6970-4798-4c06-b1d7-8d5... | paulsilva | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by paulsilva No additional info | null | null | null | null | null | null | null | null | null | AWS | res-41f3e25b | null | null | null | null | null | null | null | null | null | null |
944fa0bb-3d0e-477c-b7e2-d1c5c668bc6e | 2025-03-06T11:36:19 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for obenjamin via key from 10.53.212.204 No additional info noise=category/posts/explore | {
"geo_location": "Yemen",
"device_hash": "26835aa84b4a89da30fb360690f09e5f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/4.0)",
"session_id": "7432ab02-e083-4522-a1ff-6e1504a5cd33",
"risk_score": 24.51,
"confidence": 0.93
} | obenjamin | failed | null | null | null | No additional info | Auth failed for obenjamin via key from 10.53.212.204 No additional info | null | null | null | null | 10.53.212.204 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c5:36:43:fd:d5:d3 |
0358df30-8fe3-48a3-bae4-0b5ea7d34d44 | 2025-04-16T01:29:43 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in GCP by colleen09 No additional info | {
"geo_location": "Italy",
"device_hash": "6cb83b902b1adc02e5f8574649f5d5c397b8569b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.0)",
"session_id": "8efe93d4-a38e-41e8-a20e-8f792a0c62a8",
"risk_score": 57.25,
"confidence": 0.39
} | colleen09 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by colleen09 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-70d5bb69 | null | null | null | null | null | null | null | null | null | null |
e01f6259-822f-4ff9-abe1-287181718b88 | 2025-03-12T18:26:29 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for zimmermanjeffrey via OAuth from 101.81.233.101 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "f21991fae32f13a7f421978bcc7ccda625e07c29",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.1)",
"session_id": "02e5f35a-c06f-45d7-8447-f574e0715795",
"risk_score": 49.58,
"confidence": 0.83
} | zimmermanjeffrey | bypass | null | null | null | No additional info | Auth bypass for zimmermanjeffrey via OAuth from 101.81.233.101 No additional info | null | null | null | null | 101.81.233.101 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 49:59:af:9c:a6:6f |
ffc2155d-cffe-4cb0-ae90-fff468bfb61d | 2025-01-12T19:46:10 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 93.80.209.74 to 106.57.15.0 Unconventional IOC: Quantum random number deviations noise=UmVhY2ggdHdvLg== | {
"geo_location": "Kuwait",
"device_hash": "bd4adf953a2a3abee4fee3705831a21d70074d18",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2 rv:2.0; ps-AF) AppleWebKit/533.47.3 (KHTML, like Gecko) Version/5.1 Safari/533.47.3",
"session_id": "efa1112a-faf3-4c44-b0d7-ffc5dddf220c",
"risk_score": 50.51,... | null | bandwidth_usage | null | null | null | Unconventional IOC: Quantum random number deviations | Network bandwidth_usage from 93.80.209.74 to 106.57.15.0 Unconventional IOC: Quantum random number deviations | null | null | null | null | 93.80.209.74 | 106.57.15.0 | null | null | null | null | null | null | null | null | null | null | UDP | 747,824 | null | null | null |
1e9ec7b9-e053-4e1e-8f08-e7b481848a25 | 2025-05-11T03:41:01 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall log-only UDP traffic from 10.14.75.119:305 to 78.184.219.248:286 MITRE Technique: T1053.005 | {
"geo_location": "Kazakhstan",
"device_hash": "9cc10ec725a919dacd08465ca89b07161199a5ef",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.39.3 (KHTML, like Gecko) Version/5.1 Safari/535.39.3",
"session_id": "25e39368-85a7-4ca9-97f6-75f23fc28d3e",
"risk_score": 39.13,
"confidence": 0... | null | log-only | null | null | null | MITRE Technique: T1053.005 | Firewall log-only UDP traffic from 10.14.75.119:305 to 78.184.219.248:286 MITRE Technique: T1053.005 | null | null | null | null | 10.14.75.119 | 78.184.219.248 | null | null | null | null | null | null | null | null | 305 | 286 | UDP | 360,674 | 601 | null | null |
4a8b75f4-29fc-4638-8ceb-ade31f3c1515 | 2025-04-17T15:54:30 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: DNS Tunneling detected from 70.206.88.42 targeting N/A No additional info noise=among|admit|such | {
"geo_location": "Poland",
"device_hash": "ea7173550f1f8b823ba21837f14652346938859e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/15.4f9890.0 Mobile/44Q093 Safari/531.1",
"session_id": "f43acd81-6b25-43d3-90d8-9da8521d45cd",
"risk_score"... | null | null | null | null | null | No additional info | Elastic SIEM Alert: DNS Tunneling detected from 70.206.88.42 targeting N/A No additional info | null | null | null | null | 70.206.88.42 | N/A | DNS Tunneling | SIG-1973 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
bb0bc7ee-4e6c-4164-be39-58c415d05edf | 2025-05-04T18:44:17 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec play by jacksonjason MITRE Technique: T1218.011 | {
"geo_location": "Bangladesh",
"device_hash": "bfc05dd90e09ba3df8a9a45bfd04a60b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.17.3 (KHTML, like Gecko) Version/5.0.5 Safari/535.17.3",
"session_id": "b5823b90-bd78-4cde-8742-c466d283cb6f",
"risk_score": 80.67,
"confidence": 0.8
} | jacksonjason | wmi_exec | play | 5,868 | explorer.exe | MITRE Technique: T1218.011 | Endpoint wmi_exec play by jacksonjason 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 |
c3b547ae-079e-4942-bba5-5b972986c3c5 | 2025-05-29T00:04:10 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop SSH traffic from 10.60.244.20:189 to 10.105.85.200:28584 MITRE Technique: T1053.005 noise=explore/main | {
"geo_location": "Cameroon",
"device_hash": "af6fdfd7d6e4f75c8b111d66a16206ea",
"user_agent": "Opera/8.46.(X11; Linux x86_64; shs-CA) Presto/2.9.172 Version/12.00",
"session_id": "d486911c-cfb8-4f41-9882-cae3379a90c6",
"risk_score": 62.68,
"confidence": 0.06
} | null | drop | null | null | null | MITRE Technique: T1053.005 | Firewall drop SSH traffic from 10.60.244.20:189 to 10.105.85.200:28584 MITRE Technique: T1053.005 | {
"baseline_deviation": 2.47,
"entropy": 6.51,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.60.244.20 | 10.105.85.200 | null | null | null | null | null | null | null | null | 189 | 28,584 | SSH | 907,541 | 485 | null | null |
ab01a6f5-db54-41d8-b8a0-7cc3eed9129d | 2025-01-25T04:37:14 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for steve47 via OAuth from 175.43.75.110 MITRE Technique: T1566.001 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "0e0c28630509c67d4e960cc42ae427e3bb8a4c129576696998da8be30439e0e8",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/58.0.803.0 Safari/531.2",
"session_id": "4231c316-8b12-4b16-a731-c8b235efba23",
... | steve47 | bypass | null | null | null | MITRE Technique: T1566.001 | Auth bypass for steve47 via OAuth from 175.43.75.110 MITRE Technique: T1566.001 | null | null | null | null | 175.43.75.110 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | c7:7e:35:aa:4e:38 |
60dc68d3-c6e5-41ea-87fd-0af6742ee156 | 2021-10-10T08:07:49 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by ivasquez No additional info | {
"geo_location": "Georgia",
"device_hash": "0efa84646ce2aec9076fcb0e8290485242c74558cdd8796418fe86d1228f5708",
"user_agent": "Opera/8.23.(X11; Linux x86_64; se-NO) Presto/2.9.180 Version/11.00",
"session_id": "48443b1a-5d11-41d8-82e5-e6f7de677e41",
"risk_score": 56.79,
"confidence": 0.21
} | ivasquez | adversarial_input | null | null | null | No additional info | AI system adversarial_input by ivasquez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0a61f729 | 4b38ea2e0572c57de1d31812eec06ffa2fce6a897f69d4a8cb1e22b9ff5959c7 | ec122e06282da304ee0ad163da189162c59d0fb304fccaecc309efd5dc832532 | null | null | null | null | null | null | null |
fa93d462-b7cd-4b7d-8b15-1c0953a00735 | 2025-03-16T02:08:48 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system model_access by cynthiareyes No additional info | {
"geo_location": "Dominica",
"device_hash": "1e583df0ce9dd2044ee385f9d0082b1ba127f447f73abfd394dbfe7e53c08ba0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_4 rv:3.0; wo-SN) AppleWebKit/532.48.2 (KHTML, like Gecko) Version/5.0 Safari/532.48.2",
"session_id": "f5347663-079d-4708-8d2f-6a69a543d... | cynthiareyes | model_access | null | null | null | No additional info | AI system model_access by cynthiareyes No additional info | null | null | null | null | null | null | null | null | null | null | null | model-74a0d0fe | 32c1458935c8a9de34e19ff6a4eb92fd | b575299f58f875e6b85ed50614f1a46cac94739c66bf1881399cc630ca42cc4f | null | null | null | null | null | null | null |
513ecd2d-86fd-412a-896e-e3f63dbba8a9 | 2025-05-28T22:20:32 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection MITRE Technique: T1190 | {
"geo_location": "Barbados",
"device_hash": "4f9ee9b9b3f4fb59e185d365c917c6fe",
"user_agent": "Mozilla/5.0 (Windows 98; mhr-RU; rv:1.9.0.20) Gecko/4494-10-02 21:27:55 Firefox/3.6.5",
"session_id": "51db5215-e721-4ab0-bc39-9c10d9943280",
"risk_score": 65.47,
"confidence": 0.08
} | null | command_injection | null | null | null | MITRE Technique: T1190 | IoT device HVAC command_injection MITRE Technique: T1190 | null | HVAC | iot-2dace94f | 8.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec7a8900-46b4-43be-af0f-967925b5546c | 2025-01-28T17:44:08 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 215.129.17.152 to 200.181.39.252 Possible protocol tunneling noise=3F2E359E | {
"geo_location": "Canada",
"device_hash": "1ff441e299b7e658d93bce60ddf9c9833348f41ec9ab6911a48e637ba7d2459f",
"user_agent": "Opera/9.79.(X11; Linux x86_64; niu-NU) Presto/2.9.182 Version/12.00",
"session_id": "22fe060a-5578-41b2-9257-3a940da0440c",
"risk_score": 40.81,
"confidence": 0.56
} | null | protocol_anomaly | null | null | null | Possible protocol tunneling | Network protocol_anomaly from 215.129.17.152 to 200.181.39.252 Possible protocol tunneling | null | null | null | null | 215.129.17.152 | 200.181.39.252 | null | null | null | null | null | null | null | null | null | null | HTTP | 497,145 | null | null | null |
37d4d5cb-8257-4057-a8fd-6d8bd05e922e | 2025-06-13T22:10:32 | ids_alert | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|high| desc=Wazuh Alert: Credential Stuffing detected from 39.185.156.68 targeting 13.252.84.76 Associated Threat Actor: Mustang Panda noise=U3Rvcnku | {
"geo_location": "Dominica",
"device_hash": "55a16c96a01f85c4b6bfd75a6d621339d66a81c496b7db6d121700585a53040c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.2.7 (KHTML, like Gecko) Version/4.0.3 Safari/535.2.7",
"session_id": "7e13ae2e-75bc-4276-9d40-d881e7bac675",
"risk_score": 2... | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Wazuh Alert: Credential Stuffing detected from 39.185.156.68 targeting 13.252.84.76 Associated Threat Actor: Mustang Panda | null | null | null | null | 39.185.156.68 | 13.252.84.76 | Credential Stuffing | SIG-6014 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
79912319-8d63-4e29-be8f-7128f8063ce3 | 2025-06-10T13:56:46 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Costa Rica",
"device_hash": "1e901d5b13796ddcca1c722983e789965cab7afd43c0064567fc060a8bdbba6d",
"user_agent": "Opera/9.23.(Windows NT 5.2; csb-PL) Presto/2.9.176 Version/11.00",
"session_id": "41ec4f97-f192-4ef4-8a6b-1e7fee7abd8b",
"risk_score": 41.41,
"confidence": 0.78
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-acef10d9 | 1.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
56aa8694-457f-4600-8f9d-5e2d40787196 | 2020-09-04T10:14:18 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth success for kennethsherman via key from 185.46.213.97 MITRE Technique: T1078.004 | {
"geo_location": "Tonga",
"device_hash": "16e0cffabeb412b0e772f6c32a8f0798",
"user_agent": "Opera/9.85.(Windows NT 4.0; nan-TW) Presto/2.9.188 Version/10.00",
"session_id": "4391802b-6e67-4979-8252-74f461d375de",
"risk_score": 82.62,
"confidence": 0.72
} | kennethsherman | success | null | null | null | MITRE Technique: T1078.004 | Auth success for kennethsherman via key from 185.46.213.97 MITRE Technique: T1078.004 | null | null | null | null | 185.46.213.97 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 9a:29:89:26:e5:d1 |
022c526c-7847-4296-930c-b2bbc495b41f | 2025-04-27T17:03:53 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SMB traffic from 10.209.39.39:904 to 10.83.87.224:240 MITRE Technique: T1218.011 | {
"geo_location": "Mali",
"device_hash": "ba93b422d38944f03d5d8ef66518abd4b1a9fcb7441e68b6f547b45a59be6d7f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_8; rv:1.9.3.20) Gecko/8272-05-10 14:13:06 Firefox/3.8",
"session_id": "26211545-2dbd-4a63-a9ec-8fb313c84d6a",
"risk_score": 51.62,
"confid... | null | quarantine | null | null | null | MITRE Technique: T1218.011 | Firewall quarantine SMB traffic from 10.209.39.39:904 to 10.83.87.224:240 MITRE Technique: T1218.011 | null | null | null | null | 10.209.39.39 | 10.83.87.224 | null | null | null | null | null | null | null | null | 904 | 240 | SMB | 111,915 | 623 | null | null |
7ef79f8d-0485-47a9-a56f-013e05aea29b | 2025-04-27T07:46:50 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /crime/instead.gif by martinrose Unconventional IOC: UEFI variable tampering | {
"geo_location": "South Africa",
"device_hash": "0d1ea059ce1c1ac4245918411b95e871b78a1c03",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/11.7v4500.0 Mobile/90N197 Safari/533.0",
"session_id": "df33b95c-ea07-45e9-8a6f-c4a61d932386",
"risk_... | martinrose | registry_change | /crime/instead.gif | 8,377 | explorer.exe | Unconventional IOC: UEFI variable tampering | Endpoint registry_change /crime/instead.gif by martinrose Unconventional IOC: UEFI variable tampering | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29fe6f44-427a-4bca-b551-8e33f414a1c9 | 2025-02-07T02:36:44 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop case by whoffman No additional info | {
"geo_location": "Sudan",
"device_hash": "84eba0b3d346d46a7edcfb77fb292e2081f99c86",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.41.1 (KHTML, like Gecko) Version/4.0.3 Safari/533.41.1",
"session_id": "3f644dcc-d458-49d6-afab-7fbd57462959",
"risk_score": 57.22,
"confidence": 0.22... | whoffman | process_stop | case | 6,401 | powershell.exe | No additional info | Endpoint process_stop case by whoffman No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1a0fabef-df26-4641-9fdf-ddec5fc774d1 | 2025-01-31T01:12:24 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow TCP traffic from 111.48.249.212:705 to 2.235.2.152:55026 Associated Threat Actor: Lazarus Group | {
"geo_location": "Luxembourg",
"device_hash": "418651982feaabbc5f6a6e28cb892ce3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; zu-ZA) AppleWebKit/534.29.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6534.29.2",
"session_id": "9abc1dd2-b515-442f-8c5e-7ba85c4a922b",
"risk_sco... | null | allow | null | null | null | Associated Threat Actor: Lazarus Group | Firewall allow TCP traffic from 111.48.249.212:705 to 2.235.2.152:55026 Associated Threat Actor: Lazarus Group | null | null | null | null | 111.48.249.212 | 2.235.2.152 | null | null | null | null | null | null | null | null | 705 | 55,026 | TCP | 458,127 | 1,953 | null | null |
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