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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
b19ac8d5-14ff-46e2-85b0-5dfdccdbb431 | 2025-03-11T10:23:51 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Liberia",
"device_hash": "1b5d28a5c810261666bfdf1607df9ddecc8537e3",
"user_agent": "Opera/8.24.(X11; Linux x86_64; shs-CA) Presto/2.9.184 Version/10.00",
"session_id": "77bb0ef0-f1a8-41cd-9c58-728ea60b0d37",
"risk_score": 4.39,
"confidence": 0.91
} | null | unusual_activity | null | null | null | Unconventional IOC: Unusual DNS TXT records | IoT device HVAC unusual_activity Unconventional IOC: Unusual DNS TXT records | {
"baseline_deviation": 1.72,
"entropy": 5.76,
"frequency_anomaly": true,
"sequence_anomaly": true
} | HVAC | iot-eb16981e | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a4a9f77-bf78-4f2b-8a12-05dc47ba7b67 | 2025-06-14T01:46:25 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by rachel97 No additional info noise=SW5jbHVkZS4= | {
"geo_location": "Jordan",
"device_hash": "718d0fa2072c5f3b0dbd06525345b8f87b16f2339bc90ec908cb45022453d02c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; it-CH) AppleWebKit/535.1.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.1.4",
"session_id": "c95d7dea-0f3e-4ebb-b0c1-... | rachel97 | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by rachel97 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-661c6d80 | null | null | null | null | null | null | null | null | null | null |
dad5df9b-f50d-4b14-a565-fc530bb19464 | 2025-03-06T14:27:49 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: Cloud API Abuse detected from 57.148.31.64 targeting N/A No additional info noise=search/categories | {
"geo_location": "United Arab Emirates",
"device_hash": "c6329d21c3229300b8b9e80f4a02bee9bb9a21d2abd06d6709bf0d5a89a666d0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/9.6l6133.0 Mobile/38K470 Safari/534.2",
"session_id": "8f5f69ee-660f-44... | null | null | null | null | null | No additional info | Vectra AI Alert: Cloud API Abuse detected from 57.148.31.64 targeting N/A No additional info | null | null | null | null | 57.148.31.64 | N/A | Cloud API Abuse | SIG-4027 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
a96e61af-e378-49a2-bc92-cc0b9bdd8586 | 2025-01-12T11:40:40 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /ground/finish.wav by tylerortiz No additional info | {
"geo_location": "French Polynesia",
"device_hash": "0873199cb6ac641cff412b76a0eceec4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.48.4 (KHTML, like Gecko) Version/4.0.2 Safari/534.48.4",
"session_id": "6348644b-9c6d-4cd7-be74-519f3f37e461",
"risk_score": 39.3,
"confidence": 0.5
} | tylerortiz | driver_load | /ground/finish.wav | 8,797 | svchost.exe | No additional info | Endpoint driver_load /ground/finish.wav by tylerortiz No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
88214593-0485-4156-8f88-59a033bbd2be | 2025-01-30T06:06:16 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine RDP traffic from 33.181.109.95:45931 to 155.244.93.139:296 No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "c259f43b6f1b50b9df0b2ab93e3a5f99cf1ad17cc3670e808928b628cddc41e4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/14.8o6864.0 Mobile/84A395 Safari/535.1",
"session_id": "709f6bef-87d3-4... | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 33.181.109.95:45931 to 155.244.93.139:296 No additional info | null | null | null | null | 33.181.109.95 | 155.244.93.139 | null | null | null | null | null | null | null | null | 45,931 | 296 | RDP | 290,893 | 719 | null | null |
44ffb651-c63c-47d0-868f-bbaa65f92710 | 2025-06-24T08:08:30 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for romerostephanie via key from 21.33.96.134 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "e7cf38da63186a36b647bfda7bb3aff41d0e40a3",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2 rv:4.0; lv-LV) AppleWebKit/532.36.2 (KHTML, like Gecko) Version/4.1 Safari/532.36.2",
"session_id": "f27097ed-82da-4daa-97cf-d0eb6c551146",
"risk_score":... | romerostephanie | challenge | null | null | null | No additional info | Auth challenge for romerostephanie via key from 21.33.96.134 No additional info | null | null | null | null | 21.33.96.134 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | f6:6d:b4:21:7d:bf |
232e2600-d418-4ecd-bd83-35eff6b4d9af | 2025-04-19T02:52:29 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in GCP by kathy74 Unconventional IOC: Power consumption spikes noise=7B7278B9 | {
"geo_location": "Bolivia",
"device_hash": "dc3e63e7e3b207797145a83b450af2f6",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/34.0.832.0 Safari/534.0",
"session_id": "10b6c62f-8ee9-4644-9f33-e7f15c259666",
"risk_score": 24.11,
"confidence": 0.01
} | kathy74 | permission_escalation | null | null | null | Unconventional IOC: Power consumption spikes | Cloud permission_escalation in GCP by kathy74 Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | GCP | res-2a3fef4f | null | null | null | null | null | null | null | null | null | null |
9d21966f-557f-4dd5-bb73-002d6b9f9b40 | 2025-02-08T03:15:49 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Azure by mcdowellbarbara No additional info noise=soldier|green|star | {
"geo_location": "Isle of Man",
"device_hash": "101a6f7bea05620846fefe066ef233739c969d41",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.0)",
"session_id": "65c1e218-30db-4483-8a34-d880202a2942",
"risk_score": 37.53,
"confidence": 0.78
} | mcdowellbarbara | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by mcdowellbarbara No additional info | null | null | null | null | null | null | null | null | null | Azure | res-cb715d8d | null | null | null | null | null | null | null | null | null | null |
8762488d-086d-4e8d-85ed-9b12e268498b | 2025-01-17T20:11:22 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow UDP traffic from 78.239.63.228:660 to 163.104.238.56:752 MITRE Technique: T1110.003 | {
"geo_location": "Ghana",
"device_hash": "6abe2478dd461ca62d3204463c83486e1d4e6a53",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/22.0.884.0 Safari/534.0",
"session_id": "2ccac4ae-aea8-440b-b103-fcc11c27ba88",
"risk_score": 32,
"confidence": 0.36
} | null | allow | null | null | null | MITRE Technique: T1110.003 | Firewall allow UDP traffic from 78.239.63.228:660 to 163.104.238.56:752 MITRE Technique: T1110.003 | {
"baseline_deviation": 2.31,
"entropy": 6.23,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 78.239.63.228 | 163.104.238.56 | null | null | null | null | null | null | null | null | 660 | 752 | UDP | 519,236 | 2,400 | null | null |
3ff67268-b307-4d28-a4cd-2d9b3a430fab | 2025-03-03T09:48:51 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: Living-off-the-Land detected from 170.90.167.23 targeting 164.85.105.127 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "543b639a462b4defdaf42cc06b1ccbd5",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/12.1t3674.0 Mobile/10Z157 Safari/535.0",
"session_id": "05b179da-76a3-4a00-8ca4-00bba90d7f6a",
"risk_scor... | null | null | null | null | null | No additional info | Splunk Alert: Living-off-the-Land detected from 170.90.167.23 targeting 164.85.105.127 No additional info | null | null | null | null | 170.90.167.23 | 164.85.105.127 | Living-off-the-Land | SIG-6861 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
2a1d3348-ecb9-4683-80a8-936297735a5d | 2025-02-27T07:56:22 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Alibaba by cbishop MITRE Technique: T1078.004 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "3b92208fed9bf138aa0639342ab75037",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; he-IL; rv:1.9.0.20) Gecko/4803-11-15 19:19:42 Firefox/3.6.7",
"session_id": "d1dea7cc-73db-4c72-a0bf-ad791f1c4e89",
"risk_score": 29.26,
"confidence": 0.06
} | cbishop | instance_creation | null | null | null | MITRE Technique: T1078.004 | Cloud instance_creation in Alibaba by cbishop MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | Alibaba | res-0dab4ed5 | null | null | null | null | null | null | null | null | null | null |
e966d6ad-97c5-4ea3-b2c2-ca4ebad5a5c1 | 2025-01-26T08:24:48 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Port Scan detected from 80.9.99.59 targeting 217.141.248.168 No additional info noise=according|agree|result | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "0ca9d416e3d94eab70115dfc484ad5e8fe147e74",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:28.0) Gecko/28.0 Firefox/28.0",
"session_id": "d5ad611a-934b-403a-88b3-ac836bbb90c3",
"risk_score": 64.35,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Splunk Alert: Port Scan detected from 80.9.99.59 targeting 217.141.248.168 No additional info | null | null | null | null | 80.9.99.59 | 217.141.248.168 | Port Scan | SIG-2046 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
cfec5e89-65ed-4edb-89fe-4f8885047e48 | 2021-12-29T19:05:28 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 45.47.225.111 to 56.25.33.24 Unconventional IOC: Quantum random number deviations noise=71049AD8 | {
"geo_location": "Micronesia",
"device_hash": "e3aa8b0f699de2b6d4ed228d2463a67e",
"user_agent": "Mozilla/5.0 (Android 4.4.2; Mobile; rv:47.0) Gecko/47.0 Firefox/47.0",
"session_id": "03bd5b09-dbed-472d-971c-ba9db6620193",
"risk_score": 37.84,
"confidence": 0.73
} | null | covert_channel | null | null | null | Unconventional IOC: Quantum random number deviations | Network covert_channel from 45.47.225.111 to 56.25.33.24 Unconventional IOC: Quantum random number deviations | null | null | null | null | 45.47.225.111 | 56.25.33.24 | null | null | null | null | null | null | null | null | null | null | HTTPS | 467,891 | null | null | null |
d8a235ca-3aa5-4c6b-b0ca-fabc6147a010 | 2025-06-08T02:52:51 | firewall | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny DNS traffic from 103.186.85.59:39161 to 169.197.105.3:291 MITRE Technique: T1053.005 noise=3848F71A | {
"geo_location": "Iran",
"device_hash": "8ddbf64eb73725aa681f0fa65fba98f1dc73e36920f8387f9e8e34068e629413",
"user_agent": "Opera/9.40.(X11; Linux i686; apn-IN) Presto/2.9.180 Version/10.00",
"session_id": "0fd37724-16b6-4480-809c-07005c298bf7",
"risk_score": 72.06,
"confidence": 0.18
} | null | deny | null | null | null | MITRE Technique: T1053.005 | Firewall deny DNS traffic from 103.186.85.59:39161 to 169.197.105.3:291 MITRE Technique: T1053.005 | null | null | null | null | 103.186.85.59 | 169.197.105.3 | null | null | null | null | null | null | null | null | 39,161 | 291 | DNS | 689,555 | 755 | null | null |
adc0dd4d-0c25-4615-9838-0c93138a966c | 2025-05-17T22:29:15 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Azure by ashleypeterson No additional info noise=main | {
"geo_location": "Turkey",
"device_hash": "10ee2a102ee8cf173810226564b88408d3a2160ab112730bc94fab86d3e2dbac",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/59.0.828.0 Safari/533.0",
"session_id": "741c8caf-950c-46b2-bced-618c6f5e5668",
"risk_score": 30.61,
"confid... | ashleypeterson | storage_access | null | null | null | No additional info | Cloud storage_access in Azure by ashleypeterson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-4a47db63 | null | null | null | null | null | null | null | null | null | null |
bfece3c6-c1fa-4c9f-844b-ee770f8071c6 | 2025-05-31T12:15:40 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 45.11.125.236 to 185.183.232.108 DGA domain detected | {
"geo_location": "Taiwan",
"device_hash": "8ce3525844c3b40488ee3d69713001acad3b1ce1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.1)",
"session_id": "3c12c18c-e8fe-4e11-98fc-54ee4ed18201",
"risk_score": 70,
"confidence": 0.82
} | null | bandwidth_usage | null | null | null | DGA domain detected | Network bandwidth_usage from 45.11.125.236 to 185.183.232.108 DGA domain detected | {
"baseline_deviation": 1.59,
"entropy": 4.97,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 45.11.125.236 | 185.183.232.108 | null | null | null | null | null | null | null | null | null | null | HTTP | 99,111 | null | null | null |
c09af77e-9614-4f51-92fc-ffd266e9b34f | 2025-05-07T18:43:46 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for bartondavid via biometric from 196.12.54.15 MITRE Technique: T1543.003 | {
"geo_location": "Mozambique",
"device_hash": "e5f5bd7dd097433ffcc5df3fea923cb387ed14de",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.0)",
"session_id": "bd91871d-53c5-4781-8277-1a164124cc22",
"risk_score": 6.25,
"confidence": 0.07
} | bartondavid | locked | null | null | null | MITRE Technique: T1543.003 | Auth locked for bartondavid via biometric from 196.12.54.15 MITRE Technique: T1543.003 | null | null | null | null | 196.12.54.15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 44:04:c3:13:42:5f |
5bd27a00-19fe-41d4-a0bc-6aa91788ba67 | 2025-01-30T00:02:40 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1543.003 | {
"geo_location": "Cuba",
"device_hash": "f5d019091eccfb7c30f9fc29958246d6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_4 rv:6.0; tr-CY) AppleWebKit/533.17.7 (KHTML, like Gecko) Version/4.0.1 Safari/533.17.7",
"session_id": "fb37a331-7bd9-47de-bfd9-5e589af43469",
"risk_score": 46.11,
"con... | null | sensor_spoofing | null | null | null | MITRE Technique: T1543.003 | IoT device Thermostat sensor_spoofing MITRE Technique: T1543.003 | null | Thermostat | iot-1185b55f | 10.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2b1ded4e-34da-477a-9bfb-1c029203565c | 2025-03-13T09:55:17 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 205.50.61.161 to 105.62.89.90 MITRE Technique: T1110.003 | {
"geo_location": "Saint Helena",
"device_hash": "7a2b1b7bafb1625c66d26f2572ac6f96",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2 rv:2.0; doi-IN) AppleWebKit/534.40.4 (KHTML, like Gecko) Version/4.0.1 Safari/534.40.4",
"session_id": "47cdf2fb-0c6b-4354-bd8a-117e013668f7",
"risk_score": 52.74... | null | beaconing | null | null | null | MITRE Technique: T1110.003 | Network beaconing from 205.50.61.161 to 105.62.89.90 MITRE Technique: T1110.003 | null | null | null | null | 205.50.61.161 | 105.62.89.90 | null | null | null | null | null | null | null | null | null | null | UDP | 162,051 | null | null | null |
1c377291-ebbc-4cd7-bfe5-6cdf34067844 | 2025-01-16T09:19:55 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install dog by kelly01 No additional info | {
"geo_location": "Comoros",
"device_hash": "dbe3df77ec27c6921a8c6be62b372bd50de2b4f3794d51a43e060a3e5d671df4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "ea935d80-baf9-4dc6-ba56-266637a6c13a",
"risk_score": 88.45,
"confidence": 0.48
} | kelly01 | service_install | dog | 6,217 | cmd.exe | No additional info | Endpoint service_install dog by kelly01 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c1f83a2e-ec39-4c1c-87f4-730413bfaf59 | 2025-06-23T11:29:15 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: XSS detected from 131.250.213.24 targeting 70.115.161.70 MITRE Technique: T1204.002 | {
"geo_location": "Cook Islands",
"device_hash": "12a22c9bcd85278de340977981f14b02",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_4) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/21.0.820.0 Safari/531.0",
"session_id": "f5ee23aa-eb93-48d6-bb53-f6dec314d5ae",
"risk_score": 41.89,
"confidence": ... | null | null | null | null | null | MITRE Technique: T1204.002 | Zeek Alert: XSS detected from 131.250.213.24 targeting 70.115.161.70 MITRE Technique: T1204.002 | null | null | null | null | 131.250.213.24 | 70.115.161.70 | XSS | SIG-5684 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
2c9d25e7-b2fe-4bd1-83ed-cd4047048979 | 2025-04-28T16:30:31 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth failed for brandy90 via password from 74.235.8.194 No additional info noise=category | {
"geo_location": "North Korea",
"device_hash": "7bad8d11deeddd6cbe2e782826608651f81d8463",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "5cec5b76-2778-4f25-9c91-9e83d4b0a82b",
"risk_score": 28.35,
"confidence": 0.32
} | brandy90 | failed | null | null | null | No additional info | Auth failed for brandy90 via password from 74.235.8.194 No additional info | null | null | null | null | 74.235.8.194 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | a7:67:ae:fd:c8:d7 |
8ebdc7f4-5b95-4b47-ab3c-4ac7ed0c3f3b | 2025-05-09T06:16:10 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change hair by shelleymueller No additional info | {
"geo_location": "Guam",
"device_hash": "ca61b41aa74d43e004218c8eb1b5543f057fdadb589622cf279221466f3a047e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.1)",
"session_id": "ce5aa53a-3264-4bf9-91b8-9fa98dd0d573",
"risk_score": 86.97,
"confidence": 0.17
} | shelleymueller | registry_change | hair | 2,008 | cmd.exe | No additional info | Endpoint registry_change hair by shelleymueller No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d39068e7-5055-4413-8117-348a9ac88913 | 2028-08-06T06:52:03 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop RDP traffic from 87.162.236.179:59584 to 184.38.122.37:702 No additional info | {
"geo_location": "Iran",
"device_hash": "0c66dfa52084d465a6ee482d0b4cf5cd32149119",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.2.6 (KHTML, like Gecko) Version/5.0.3 Safari/535.2.6",
"session_id": "1562e173-e066-4970-9763-ac0a101b21d8",
"risk_score": 62.25,
"confidence": 0.28
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 87.162.236.179:59584 to 184.38.122.37:702 No additional info | null | null | null | null | 87.162.236.179 | 184.38.122.37 | null | null | null | null | null | null | null | null | 59,584 | 702 | RDP | 765,376 | 1,728 | null | null |
6282e919-50af-40ea-9176-d13a9213999d | 2025-07-11T06:18:45 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth failed for zpatel via MFA from 205.144.165.172 MITRE Technique: T1071.001 | {
"geo_location": "Senegal",
"device_hash": "66849505e6e7f7434a8825ea47859f6b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/54.0.837.0 Safari/532.2",
"session_id": "1a86409e-9e4f-4915-bb20-eaafa0664be0",
"risk_score": 76.77,
"confidence": 0.84
} | zpatel | failed | null | null | null | MITRE Technique: T1071.001 | Auth failed for zpatel via MFA from 205.144.165.172 MITRE Technique: T1071.001 | null | null | null | null | 205.144.165.172 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 42:04:83:54:3a:47 |
293f3de3-679d-430a-b788-0e5a8da353e2 | 2025-02-14T00:28:56 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: Supply Chain Compromise detected from 170.29.189.121 targeting N/A Unconventional IOC: Unusual DNS TXT records noise=0AEC853A | {
"geo_location": "Iceland",
"device_hash": "b5808f02fba353f8d51d08b44724e7a2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.1)",
"session_id": "8d09e308-fc7b-420d-9da9-203b6a4759a8",
"risk_score": 41.64,
"confidence": 0.41
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Tanium Alert: Supply Chain Compromise detected from 170.29.189.121 targeting N/A Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 170.29.189.121 | N/A | Supply Chain Compromise | SIG-2458 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
4a9615b5-07ae-4ff0-868e-c0e2ace2b8cc | 2025-03-21T16:12:42 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor physical_tamper Associated Threat Actor: APT37 noise=7B15F383 | {
"geo_location": "South Africa",
"device_hash": "ebcfd71eddd6b25e2a685d0fe5e190404544dabc73c8c3fb304840c4bebc8467",
"user_agent": "Opera/8.96.(Windows NT 6.2; lv-LV) Presto/2.9.173 Version/11.00",
"session_id": "8959ee9c-d553-4e3c-bfcc-a955dc892994",
"risk_score": 39.22,
"confidence": 0.9
} | null | physical_tamper | null | null | null | Associated Threat Actor: APT37 | IoT device Sensor physical_tamper Associated Threat Actor: APT37 | null | Sensor | iot-ec4c69ee | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71205468-9ada-46f6-988e-0a14085835f7 | 2025-07-04T11:56:21 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Hong Kong",
"device_hash": "9602ef5ac2cd0b0397aeb83e405862e22a6ad7af",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0; rv:1.9.3.20) Gecko/2130-08-11 18:26:42 Firefox/3.8",
"session_id": "e62dddfd-10bf-4b21-bde9-0f688f4004bc",
"risk_score": 69.15,
"confidence": 0.34
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-8a5c4680 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3390ad25-5fa4-4baa-9c99-1c7400e4534d | 2025-04-14T23:26:38 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for erica59 via SAML from 83.56.153.113 No additional info | {
"geo_location": "Venezuela",
"device_hash": "37fa72de16e6e559639b3b31fbaf872467541b9602533a3dd4ac7c1ecf208828",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; unm-US) AppleWebKit/533.35.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.35.4",
"session_id": "b151f474-c052-4e21... | erica59 | failed | null | null | null | No additional info | Auth failed for erica59 via SAML from 83.56.153.113 No additional info | null | null | null | null | 83.56.153.113 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 71:b8:bf:bb:9a:4b |
def81e56-4a5b-4ed0-a889-17391c97d494 | 2025-02-23T07:56:37 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection yet by vpierce No additional info | {
"geo_location": "Spain",
"device_hash": "b84bafd28cf1e4d7d0a735dc92e40568d26dfc3c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_8 rv:3.0; hsb-DE) AppleWebKit/535.27.7 (KHTML, like Gecko) Version/4.0.1 Safari/535.27.7",
"session_id": "bcbd37ba-90df-4f4c-9431-106df405bc4e",
"risk_score": 39.... | vpierce | memory_injection | yet | 4,708 | cmd.exe | No additional info | Endpoint memory_injection yet by vpierce No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e5051bbd-e0b8-4a9c-85c8-88e2369975d0 | 2025-05-08T23:02:58 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical side_channel Unconventional IOC: Power consumption spikes | {
"geo_location": "Malaysia",
"device_hash": "42ff840d104811109c6d38aeb1f8e590cec16173",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/3451-07-01 02:44:31 Firefox/3.8",
"session_id": "d3600057-7e15-47ca-812e-440c9ea81840",
"risk_score": 57.05,
"confidence": 0.51
} | null | side_channel | null | null | null | Unconventional IOC: Power consumption spikes | IoT device Medical side_channel Unconventional IOC: Power consumption spikes | null | Medical | iot-3d22213d | 10.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a8b74484-c4ae-4fab-a672-c4ae4ded604b | 2025-01-24T21:26:20 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network disconnection from 142.67.128.249 to 72.250.215.214 Unconventional IOC: Quantum random number deviations noise=T3BlcmF0aW9uLg== | {
"geo_location": "Palestinian Territory",
"device_hash": "463cf76ca2dd1bc972bb8af03c09a33e91ae951d03b5a48c9752f75b056cba87",
"user_agent": "Mozilla/5.0 (Android 4.2.2; Mobile; rv:66.0) Gecko/66.0 Firefox/66.0",
"session_id": "8e949b3a-9c6e-47d1-b53b-ae6d896914ec",
"risk_score": 36.16,
"confidence": 0.42
} | null | disconnection | null | null | null | Unconventional IOC: Quantum random number deviations | Network disconnection from 142.67.128.249 to 72.250.215.214 Unconventional IOC: Quantum random number deviations | null | null | null | null | 142.67.128.249 | 72.250.215.214 | null | null | null | null | null | null | null | null | null | null | TCP | 757,408 | null | null | null |
42e3cd9f-b7be-460b-be0c-77a4d175b8f9 | 2025-03-10T11:59:28 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: Domain Fronting detected from 196.253.151.208 targeting N/A MITRE Technique: T1059.005 | {
"geo_location": "Panama",
"device_hash": "6499365dff5b445198ad9595f9de2e25d32f0d20",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/31.0.832.0 Safari/531.2",
"session_id": "913b714c-6fee-4cd3-b3c3-76d62e5308a1",
"risk_score": 28.5,
"confidence": 0.52
} | null | null | null | null | null | MITRE Technique: T1059.005 | FireEye HX Alert: Domain Fronting detected from 196.253.151.208 targeting N/A MITRE Technique: T1059.005 | null | null | null | null | 196.253.151.208 | N/A | Domain Fronting | SIG-2197 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d4bd6e62-65de-4b09-b5e6-ee287afa323f | 2025-07-10T08:51:19 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 211.129.156.186 to 10.31.17.197 No additional info noise=U2hvdWxkZXIu | {
"geo_location": "Rwanda",
"device_hash": "8dedbba10c0bf1b5001d5f73ded07638e313e6f2",
"user_agent": "Opera/8.69.(Windows NT 6.1; os-RU) Presto/2.9.177 Version/12.00",
"session_id": "181a6510-41ca-4e71-9bfd-e33926d6420b",
"risk_score": 74.99,
"confidence": 0.94
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 211.129.156.186 to 10.31.17.197 No additional info | null | null | null | null | 211.129.156.186 | 10.31.17.197 | null | null | null | null | null | null | null | null | null | null | HTTP | 6,014 | null | null | null |
5ac98332-0874-446a-a921-eb13837f5cdc | 2025-04-13T04:14:10 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat unusual_activity MITRE Technique: T1190 | Associated Threat Actor: BlueNoroff noise=55EAC038 | {
"geo_location": "Eritrea",
"device_hash": "e95133fad02a425a6bfd2409611dac4e19c3a7a3",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/33.0.858.0 Safari/532.0",
"session_id": "3ba639ad-6478-4831-9edd-c23b8c894348",
"risk_score": 54.18,
"confidence": 0.11
} | null | unusual_activity | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: BlueNoroff | IoT device Thermostat unusual_activity MITRE Technique: T1190 | Associated Threat Actor: BlueNoroff | null | Thermostat | iot-6e97c6bd | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c64da8c1-1c98-4b63-a66e-15bcd7f3dcba | 2025-06-05T23:50:25 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by nross No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "787090aa2f5d4839479bccdaf0721f06",
"user_agent": "Opera/8.11.(X11; Linux i686; el-GR) Presto/2.9.176 Version/10.00",
"session_id": "79e69a0d-88d7-4ef5-991f-b849e66eb347",
"risk_score": 50.2,
"confidence": 0.71
} | nross | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by nross No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-bd6ff9cb | null | null | null | null | null | null | null | null | null | null |
960e958d-535d-4472-9f81-aa6c74d60809 | 2025-06-14T13:26:19 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /field/may.mp4 by laura88 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Serbia",
"device_hash": "4c5707bdac2947327e29502f323e2ce3",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_6 rv:6.0; nn-NO) AppleWebKit/531.37.3 (KHTML, like Gecko) Version/4.0 Safari/531.37.3",
"session_id": "8f82d619-6a70-4db1-a03b-00068a2f2076",
"risk_score": 62.53,
"confiden... | laura88 | scheduled_task | /field/may.mp4 | 2,578 | svchost.exe | Unconventional IOC: GPU memory artifacts | Endpoint scheduled_task /field/may.mp4 by laura88 Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98c8d392-be20-4f47-bab6-710d0ad8c9e9 | 2025-04-17T22:06:54 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only RDP traffic from 37.84.61.9:451 to 76.193.24.160:45355 Associated Threat Actor: Kimsuky | {
"geo_location": "Lithuania",
"device_hash": "1cff2924245a3cc1ed9469c0efcfcf7b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2052-03-22 14:41:02 Firefox/3.8",
"session_id": "97394f55-cb98-4a6f-bbd9-509ffca7f490",
"risk_score": 53.68,
"confidence": 0.9
} | null | log-only | null | null | null | Associated Threat Actor: Kimsuky | Firewall log-only RDP traffic from 37.84.61.9:451 to 76.193.24.160:45355 Associated Threat Actor: Kimsuky | null | null | null | null | 37.84.61.9 | 76.193.24.160 | null | null | null | null | null | null | null | null | 451 | 45,355 | RDP | 202,250 | 2,763 | null | null |
a860c9ba-6b8e-40f4-a14f-0a4f5f423ec4 | 2025-06-20T02:29:49 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: Cloud API Abuse detected from 8.183.251.155 targeting N/A No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "2d639a664b82050938c8324868c40d5eaad9eda4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; st-ZA) AppleWebKit/532.10.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.10.2",
"session_id": "e5659915-0309-4559-a39d-cef97c8937... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Cloud API Abuse detected from 8.183.251.155 targeting N/A No additional info | null | null | null | null | 8.183.251.155 | N/A | Cloud API Abuse | SIG-7831 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
8b634841-3527-4ba8-ae82-8255248352ba | 2025-02-07T03:33:34 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for nicholashughes via OAuth from 145.35.245.220 No additional info | {
"geo_location": "Poland",
"device_hash": "9a728fbed8221ffaf51acef53547d8026360087f724513b0ae3c6d61f7d091eb",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_9) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/57.0.831.0 Safari/531.1",
"session_id": "d74c046c-720b-43d9-a0b4-cf9bc2dc8679",
"risk_scor... | nicholashughes | timeout | null | null | null | No additional info | Auth timeout for nicholashughes via OAuth from 145.35.245.220 No additional info | null | null | null | null | 145.35.245.220 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 18:05:c5:f1:27:bd |
28268276-3e4c-473e-a943-d0fcb3ed41f3 | 2025-04-28T11:17:30 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by mooreamber MITRE Technique: T1486 noise=5E08759D | {
"geo_location": "Saint Martin",
"device_hash": "d94096038ab585c2f8147f9a7978a1af",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.43.5 (KHTML, like Gecko) Version/5.0.5 Safari/532.43.5",
"session_id": "b4eeba8a-99a6-4f25-8e27-7e2f872e7053",
"risk_score": 33.99,
"confidence": 0.43
... | mooreamber | prompt_injection | null | null | null | MITRE Technique: T1486 | AI system prompt_injection by mooreamber MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-9dfb389e | 448bd55718da96001c2928e297d27e3d | f4583a9f1183b4aafeab6be09ff497a7 | null | null | null | null | null | null | null |
c82f6ced-e6fe-4a3f-9353-4342210a9845 | 2025-05-11T23:37:25 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start page by jenniferfrazier Fileless execution detected noise=tags/tag/app | {
"geo_location": "Sudan",
"device_hash": "2e2115b3d6a9bf17e33a3bba2f3bbdd3",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_7; rv:1.9.6.20) Gecko/9048-03-19 20:02:04 Firefox/3.8",
"session_id": "68f01bf4-64d1-4950-9fc3-7fda91c3b2d0",
"risk_score": 56.02,
"confidence": 0.52
} | jenniferfrazier | process_start | page | 9,028 | explorer.exe | Fileless execution detected | Endpoint process_start page by jenniferfrazier Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c9f89cee-26a3-49c8-9798-fe6c4b7a4f64 | 2025-02-11T06:38:18 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Brute Force detected from 112.150.195.145 targeting 10.48.4.211 MITRE Technique: T1547.001 | {
"geo_location": "Morocco",
"device_hash": "21c5feedeaa8cdbbce8f5694d7fdc2959a1e569c2041890b84604a8671331ebc",
"user_agent": "Opera/9.12.(X11; Linux i686; bhb-IN) Presto/2.9.162 Version/11.00",
"session_id": "e7c02172-3b34-4371-a58e-5d2cee715906",
"risk_score": 67.9,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1547.001 | Suricata Alert: Brute Force detected from 112.150.195.145 targeting 10.48.4.211 MITRE Technique: T1547.001 | null | null | null | null | 112.150.195.145 | 10.48.4.211 | Brute Force | SIG-3115 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
8484d0d8-1a17-492d-bac9-4935516d09fb | 2025-03-10T22:32:47 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Azure by fortiz No additional info | {
"geo_location": "Vanuatu",
"device_hash": "163e1bd5de63e5e8af464b1746ba1d8f2c0d5fef",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/16.0.877.0 Safari/534.0",
"session_id": "484112f5-09a1-4f06-843b-10560f34a1e7",
"risk_score": 49.37,
"confidence": 0.72
} | fortiz | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by fortiz No additional info | null | null | null | null | null | null | null | null | null | Azure | res-4fc24a06 | null | null | null | null | null | null | null | null | null | null |
bf7d0cb1-1680-4587-9a67-cee9fbdc9f11 | 2025-02-28T13:52:14 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth success for crystal21 via key from 109.28.88.51 No additional info noise=tag/categories/search | {
"geo_location": "Netherlands",
"device_hash": "c9660e9c172c78fe25916a63aa59039b9c90bb33",
"user_agent": "Mozilla/5.0 (Linux; Android 14) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/31.0.850.0 Safari/535.2",
"session_id": "6cc55296-036e-4d1e-98c5-55097cd953b1",
"risk_score": 70.5,
"confidence": 0.61
} | crystal21 | success | null | null | null | No additional info | Auth success for crystal21 via key from 109.28.88.51 No additional info | null | null | null | null | 109.28.88.51 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 86:d4:ea:3a:63:2a |
fbed652b-56ce-43c1-b64b-8711da8a0f61 | 2025-01-14T05:10:16 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /present/fear.key by qrusso No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "2b8145ef6d6767aa106d203f051bd3f10e2e026e1d3403c1aa1bae38dc5cbd88",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; yi-US; rv:1.9.0.20) Gecko/5143-11-13 07:00:30 Firefox/3.6.8",
"session_id": "d74f9553-c546-43c7-9912-1aa154b9da07",
"risk_score": 64.74,
"confiden... | qrusso | memory_injection | /present/fear.key | 5,891 | svchost.exe | No additional info | Endpoint memory_injection /present/fear.key by qrusso No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
93e26614-1ccf-4d41-920d-b180c51e4cfa | 2025-01-22T15:47:38 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Togo",
"device_hash": "103a55025efc7773bcd7a69f0144db74",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/36.0.818.0 Safari/533.2",
"session_id": "e21f83e1-0589-40c1-a98b-2647b469623e",
"risk_score": 26.02,
"confidence": 0.93
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | {
"baseline_deviation": 1.42,
"entropy": 3.57,
"frequency_anomaly": true,
"sequence_anomaly": false
} | HVAC | iot-e070db07 | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4bfe7e85-b685-4138-ba5f-e881fb4d13aa | 2025-06-08T23:30:22 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access /notice/pick.tiff by becksarah No additional info | {
"geo_location": "Bhutan",
"device_hash": "bbcadbbbfbef886995f4697fca04f6604dc053129003edf68a2376dd7c6c40e6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/4.0)",
"session_id": "6a4bc684-43e0-46c0-ad35-311878479aeb",
"risk_score": 27.73,
"confidence": 0.74
} | becksarah | file_access | /notice/pick.tiff | 9,156 | svchost.exe | No additional info | Endpoint file_access /notice/pick.tiff by becksarah No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a42d6b5a-48e4-4556-9fd0-b9eb8c224487 | 2025-06-18T00:36:27 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 164.9.125.139:584 to 11.247.177.29:654 No additional info noise=explore/main | {
"geo_location": "Western Sahara",
"device_hash": "524e4ff9cc1f2d91911aaadcb5d3d4839b5d63cdad6fa43f0f9a4fe073c71bd9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.0)",
"session_id": "793bf0c3-78f1-45bd-8794-17ac69405354",
"risk_score": 27.62,
"confidence": 0.97
} | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 164.9.125.139:584 to 11.247.177.29:654 No additional info | null | null | null | null | 164.9.125.139 | 11.247.177.29 | null | null | null | null | null | null | null | null | 584 | 654 | HTTPS | 278,692 | 2,584 | null | null |
ad2d6718-cd50-4c2c-aee5-4531d8780f8e | 2025-01-15T22:46:17 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection Associated Threat Actor: APT41 | {
"geo_location": "Singapore",
"device_hash": "42120ef3e9888f7f4199cfbc3865a479",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/4910-04-04 09:20:28 Firefox/3.8",
"session_id": "f1d9c89f-745c-4ff0-b42a-4b80ed1ac747",
"risk_score": 59.41,
"confidence": 0.77
} | null | command_injection | null | null | null | Associated Threat Actor: APT41 | IoT device Sensor command_injection Associated Threat Actor: APT41 | null | Sensor | iot-15f3756e | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ec8aff9-cd56-49c5-8ec0-9a251faaf83b | 2025-02-22T22:47:46 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth timeout for jordanthomas via OAuth from 191.47.182.231 No additional info | {
"geo_location": "Chad",
"device_hash": "2e13be2ee6594bf817b885d093c4bae371b669f6413bcc06c61b29361a19bb2c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/38.0.873.0 Safari/536.1",
"session_id": "955f8033-77f6-487f-8531-56851f9ef6fb",
"risk_score": 81.31,
"confide... | jordanthomas | timeout | null | null | null | No additional info | Auth timeout for jordanthomas via OAuth from 191.47.182.231 No additional info | null | null | null | null | 191.47.182.231 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 72:d3:c8:c0:19:8e |
9ac61721-19ec-4e24-801e-9101710606a3 | 2025-07-02T09:52:34 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by brownkelly No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "0a01c9a91b1048d0a4eacd8438c2f75e5e08e2bfde47fb7f10d00a758bc68dd8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; sq-ML) AppleWebKit/532.43.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.43.5",
"session_id": "59a41f03-55... | brownkelly | model_inversion | null | null | null | No additional info | AI system model_inversion by brownkelly No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ec17023b | 4a3ac30277a813f620fb2efd62af30211fb05adf9dc562e5b3e200c5ebcf22fe | 8aa59aba96c42ee2453b71565a46b5649867c22c | null | null | null | null | null | null | null |
9aa454b4-f9f4-4b05-954f-a1126db904db | 2025-03-01T04:01:13 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load reason by joshuataylor MITRE Technique: T1071.001 noise=task|line|whole | {
"geo_location": "India",
"device_hash": "c420b84c70a820d27b6b0c87eccebe1b51d9894f",
"user_agent": "Opera/8.60.(Windows CE; sk-SK) Presto/2.9.175 Version/11.00",
"session_id": "5e0cd874-0dc5-41c9-a26c-4921a71ec1ae",
"risk_score": 46.04,
"confidence": 0.95
} | joshuataylor | driver_load | reason | 3,119 | cmd.exe | MITRE Technique: T1071.001 | Endpoint driver_load reason by joshuataylor MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aee52b1f-9d40-494a-a15e-19e6cc38e5f0 | 2025-01-15T15:18:37 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for jerrybarnes via passwordless from 146.224.11.164 No additional info | {
"geo_location": "North Korea",
"device_hash": "bb2f6fb7c69426b74cc3198410b7afa3606512ab251625798d025f84fa6b68ef",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ug-CN) AppleWebKit/531.8.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.8.5",
"session_id": "2132dfd8-ca7d-43f8-... | jerrybarnes | bypass | null | null | null | No additional info | Auth bypass for jerrybarnes via passwordless from 146.224.11.164 No additional info | null | null | null | null | 146.224.11.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 50:bc:a8:e8:3d:d6 |
f46b1c99-5d9a-4854-b859-dabaa60a5d8a | 2025-06-14T14:00:02 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 155.224.182.194 to 133.174.155.66 MITRE Technique: T1110.003 | {
"geo_location": "Iran",
"device_hash": "00710556737e08bd5b94734dc9b25ab072a50979c3f56c775099379a25398bef",
"user_agent": "Opera/9.19.(X11; Linux x86_64; is-IS) Presto/2.9.173 Version/12.00",
"session_id": "e0e82c9b-b85b-4b17-89f7-ff947e43539f",
"risk_score": 21.11,
"confidence": 0.4
} | null | covert_channel | null | null | null | MITRE Technique: T1110.003 | Network covert_channel from 155.224.182.194 to 133.174.155.66 MITRE Technique: T1110.003 | null | null | null | null | 155.224.182.194 | 133.174.155.66 | null | null | null | null | null | null | null | null | null | null | UDP | 606,837 | null | null | null |
9eb0f4b0-4a04-42fd-bb90-324a789e17c7 | 2025-06-25T12:17:41 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Monaco",
"device_hash": "7e2abf14bf2ac9290d5b8ab813749e0e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/36.0.816.0 Safari/533.0",
"session_id": "497d1181-6fd7-4e82-8d45-bbc5b1f10f15",
"risk_score": 63.05,
"confidence": 0.06
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-d1a8233f | 7.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70bed874-04cb-4a75-8278-6c3f480e5ad2 | 2025-06-01T05:39:04 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop how by christinacervantes No additional info | {
"geo_location": "Iran",
"device_hash": "ad59a0525b3ef16d0917c6620b0ca8ce56e76fa2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mi-NZ) AppleWebKit/535.6.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6535.6.4",
"session_id": "cab16997-cb6d-45c3-839c-6d055a77bbf8",
"risk_sco... | christinacervantes | process_stop | how | 4,657 | svchost.exe | No additional info | Endpoint process_stop how by christinacervantes No additional info | {
"baseline_deviation": 0.83,
"entropy": 6.82,
"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 |
0008a68b-24c3-41a8-a9a2-6ea1d00ddc39 | 2025-01-17T00:34:03 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth failed for zschmidt via MFA from 30.70.2.40 MITRE Technique: T1059.005 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "01c4d6e49ea2696e3893fdfd03edb0c6",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4542-11-21 21:28:45 Firefox/3.8",
"session_id": "8a70bc5a-d052-4f4c-96e7-00b63418526f",
"risk_score": 66.26,
"confidence": 0.85
} | zschmidt | failed | null | null | null | MITRE Technique: T1059.005 | Auth failed for zschmidt via MFA from 30.70.2.40 MITRE Technique: T1059.005 | null | null | null | null | 30.70.2.40 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 61:5d:a1:82:bf:de |
8c880dd9-87d1-4043-9001-48df247aec88 | 2025-03-10T17:41:37 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /reason/about.jpeg by timothy07 MITRE Technique: T1134.001 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Marshall Islands",
"device_hash": "52f72823efc3902264d45961b01ae0ddaa5edfe94b8517bea7a7463fc42edd40",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.35.5 (KHTML, like Gecko) Version/4.0.3 Safari/535.35.5",
"session_id": "267f171e-5f80-4130-8a08-924df2817dab",
"risk_... | timothy07 | driver_load | /reason/about.jpeg | 9,736 | explorer.exe | MITRE Technique: T1134.001 | Unconventional IOC: CPU microcode changes | Endpoint driver_load /reason/about.jpeg by timothy07 MITRE Technique: T1134.001 | Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a7dd42aa-aa8f-4cf6-af11-ce4aab716105 | 2025-03-20T07:46:00 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: ICS Attack detected from 183.81.19.245 targeting 146.51.78.97 No additional info noise=Q2VudHJhbC4= | {
"geo_location": "Norway",
"device_hash": "7633ac472bec7f8fffd1bf9f35174c9019847c130e9b92793104b27d910ff0d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.0)",
"session_id": "81ee5c0d-25f4-4f15-bb85-47317821bf0d",
"risk_score": 67.16,
"confidence": 0.45
} | null | null | null | null | null | No additional info | AlienVault Alert: ICS Attack detected from 183.81.19.245 targeting 146.51.78.97 No additional info | null | null | null | null | 183.81.19.245 | 146.51.78.97 | ICS Attack | SIG-5744 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
19ee6072-7546-44c9-b983-ef06f1d636bc | 2025-01-14T20:41:54 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by hkidd MITRE Technique: T1574.002 | {
"geo_location": "Equatorial Guinea",
"device_hash": "71fc0968fdb5369c46c0549266a0b960d82552a6ad988c31e6270955468ca7ea",
"user_agent": "Opera/8.64.(X11; Linux i686; sk-SK) Presto/2.9.184 Version/10.00",
"session_id": "3e952b5b-dbab-486e-adfa-87f9616c874a",
"risk_score": 53.94,
"confidence": 0.68
} | hkidd | fine_tuning | null | null | null | MITRE Technique: T1574.002 | AI system fine_tuning by hkidd MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-f3df00ef | c94ab96257bbf4095550efe88d9008e0 | 19ff1b6e9245f889aa176c0bb860d660a9a146e7 | null | null | null | null | null | null | null |
81e0b8f6-7780-48b3-ba4d-7b97f99a844d | 2025-05-03T01:57:10 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 77.164.1.116 to 27.231.215.31 No additional info | {
"geo_location": "Uruguay",
"device_hash": "3a65a6702f6140563fe4fa08679cf83d8b0542d120479a8eba86d96c7def2a80",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/24.0.880.0 Safari/534.2",
"session_id": "207ac1d0-9d2b-420b-8369-00f3a3ddda04",
"risk_score": 38.43,
"co... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 77.164.1.116 to 27.231.215.31 No additional info | null | null | null | null | 77.164.1.116 | 27.231.215.31 | null | null | null | null | null | null | null | null | null | null | ICMP | 867,797 | null | null | null |
9d7641f5-55f3-4f69-abb8-1f024f4b1e2d | 2025-03-10T02:02:28 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 31.114.49.165:588 to 48.105.195.238:49 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "90ca652d615237ad04a1efd10a832411a9ad121ceccc90e5eeec14e8be6c88b2",
"user_agent": "Opera/9.98.(X11; Linux i686; sq-AL) Presto/2.9.190 Version/11.00",
"session_id": "f776c006-0002-4f47-a4ed-f638c14195e0",
"risk_score": 45.44,
"confidence": 0.47
} | null | deny | null | null | null | No additional info | Firewall deny DNS traffic from 31.114.49.165:588 to 48.105.195.238:49 No additional info | null | null | null | null | 31.114.49.165 | 48.105.195.238 | null | null | null | null | null | null | null | null | 588 | 49 | DNS | 910,887 | 3,081 | null | null |
7db047db-2321-44eb-a073-dfc3aec77cce | 2025-01-26T22:57:59 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by hgray No additional info | {
"geo_location": "Israel",
"device_hash": "e46a1562c1640c2d639a4005119f0196b2b009779e1915f2cf7b56722b3940a4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.1)",
"session_id": "d24e2e0c-55bf-4312-8e62-adb991f3fe72",
"risk_score": 39.7,
"confidence": 0.87
} | hgray | api_abuse | null | null | null | No additional info | AI system api_abuse by hgray No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0b262250 | c308653ae6429cd95677cbcf8b56ef1d | 0ccc2b5fa468aee454d30eda25e0bdcc | null | null | null | null | null | null | null |
4ca1a7d0-efc9-4ea3-a118-9e7b2007fd88 | 2025-05-01T05:09:57 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network disconnection from 102.198.57.197 to 164.251.243.9 No additional info | {
"geo_location": "Djibouti",
"device_hash": "d959c294563c88db64b6dc2c58d33f22",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/61.0.833.0 Safari/534.0",
"session_id": "3fb0bea2-067f-4d66-9b5c-ca9fab710f70",
"risk_score": 67.16,
"confidence": 0.28
} | null | disconnection | null | null | null | No additional info | Network disconnection from 102.198.57.197 to 164.251.243.9 No additional info | null | null | null | null | 102.198.57.197 | 164.251.243.9 | null | null | null | null | null | null | null | null | null | null | HTTP | 98,989 | null | null | null |
ac475955-094d-45e3-bc1f-365256d9baaa | 2025-03-08T00:42:15 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Slovenia",
"device_hash": "e5fe42fdc422c105ec0794519fef8ea15c17df16741956a3a76ba7c898f1cb55",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_7 rv:6.0; nl-NL) AppleWebKit/532.36.5 (KHTML, like Gecko) Version/4.0.5 Safari/532.36.5",
"session_id": "aac0abee-9b01-4f49-b1e5-74afb193... | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-c5a1e5a4 | 3.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
02939919-76cf-4f59-bb95-878b17508476 | 2025-05-27T02:38:50 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /camera/oil.mov by melissahill No additional info | {
"geo_location": "Tonga",
"device_hash": "1d82b1d179e5ea3bcac1d5134b194e1e",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/54.0.870.0 Safari/531.1",
"session_id": "691976f6-77f2-4696-8631-fee3d88d70ab",
"risk_score": 56.14,
"confidence": 1
} | melissahill | memory_injection | /camera/oil.mov | 6,546 | powershell.exe | No additional info | Endpoint memory_injection /camera/oil.mov by melissahill No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4c0e3a5b-2099-4f2e-a346-65a2b42982e4 | 2025-05-29T01:37:21 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 174.61.177.103:499 to 159.154.213.95:18 MITRE Technique: T1204.002 noise=search/wp-content/explore | {
"geo_location": "Switzerland",
"device_hash": "5baff5100a34f71089b44f5c2ada7813",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.1)",
"session_id": "9a304e46-f3cf-4681-b153-78858ff8813f",
"risk_score": 80.78,
"confidence": 0.48
} | null | deny | null | null | null | MITRE Technique: T1204.002 | Firewall deny RDP traffic from 174.61.177.103:499 to 159.154.213.95:18 MITRE Technique: T1204.002 | null | null | null | null | 174.61.177.103 | 159.154.213.95 | null | null | null | null | null | null | null | null | 499 | 18 | RDP | 114,495 | 3,041 | null | null |
18d8c2d0-ad45-43a7-bfcf-6160000e35f9 | 2025-04-12T05:52:48 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by smithnathaniel No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "e5f9feedbab27f9b01117ea511e55577",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/41.0.885.0 Safari/534.2",
"session_id": "35098a60-c825-4f70-ad74-00dac85f8d54",
"risk_score": 27.85,
"confidence": 0.4
} | smithnathaniel | fine_tuning | null | null | null | No additional info | AI system fine_tuning by smithnathaniel No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8a89785e | 9858910bb1f8f203d4c24e5f199637ed473fafab | 67cee63248f3463e35080c803f133e8a1c4a79e3a81de95d56dd9495c307e28a | null | null | null | null | null | null | null |
9b8e131a-3ac2-43c0-9f1f-2f9929824263 | 2025-06-08T08:35:23 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /meeting/too.wav by fowlerashley No additional info | {
"geo_location": "Gibraltar",
"device_hash": "70a2bdcefa6ff5c09d4f6c2d4fdf949f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.1)",
"session_id": "b577e0c6-4ca0-46c1-ae79-f6e72a27f6ab",
"risk_score": 46.81,
"confidence": 0.83
} | fowlerashley | registry_change | /meeting/too.wav | 6,934 | cmd.exe | No additional info | Endpoint registry_change /meeting/too.wav by fowlerashley No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e299f10d-8a89-4ff5-abbe-6bb12cbb6e44 | 2025-05-14T11:58:29 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall drop NTP traffic from 10.139.156.139:46 to 13.76.79.118:826 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "3c2f6eb69a083bf5a0fbb8b8e0f27991cb09ff88",
"user_agent": "Opera/9.87.(Windows NT 6.1; byn-ER) Presto/2.9.183 Version/11.00",
"session_id": "e2b58d18-98ca-4908-9fa1-507fc57b3b1c",
"risk_score": 63.46,
"confidence": 0.45
} | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 10.139.156.139:46 to 13.76.79.118:826 No additional info | null | null | null | null | 10.139.156.139 | 13.76.79.118 | null | null | null | null | null | null | null | null | 46 | 826 | NTP | 515,395 | 2,566 | null | null |
3531e1a1-a1c0-4db5-986e-39f7f1023aa9 | 2025-04-04T20:01:15 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow TCP traffic from 52.44.173.158:43528 to 10.124.189.21:625 No additional info noise=SGVhbHRoLg== | {
"geo_location": "Indonesia",
"device_hash": "4dc4c4d0de78344ade17defc32f2ccc52b18b4a3d7eadf1d5daeaecf45470b04",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.1)",
"session_id": "2613bd77-bdf2-4422-966a-c693e2cc1efd",
"risk_score": 95.58,
"confidence": 0.07
} | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 52.44.173.158:43528 to 10.124.189.21:625 No additional info | {
"baseline_deviation": 1.67,
"entropy": 4.61,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 52.44.173.158 | 10.124.189.21 | null | null | null | null | null | null | null | null | 43,528 | 625 | TCP | 299,111 | 1,426 | null | null |
22c0b8fb-77c7-405c-813e-02b45e74bb5a | 2025-06-14T18:35:53 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in GCP by catherine21 MITRE Technique: T1190 | {
"geo_location": "Switzerland",
"device_hash": "6768d0daec43abbec833647db79e982303362eb3e01a55b86c9894440419090a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_6 rv:4.0; nn-NO) AppleWebKit/533.3.2 (KHTML, like Gecko) Version/5.0.5 Safari/533.3.2",
"session_id": "ea2c321e-06d6-452f-96dc-351248309e9... | catherine21 | config_change | null | null | null | MITRE Technique: T1190 | Cloud config_change in GCP by catherine21 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | GCP | res-865c831e | null | null | null | null | null | null | null | null | null | null |
91a18ce1-0322-4fee-b24b-1caa4ca299a4 | 2025-04-30T15:15:31 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow SSH traffic from 8.136.158.78:788 to 141.235.18.76:30170 Unconventional IOC: CPU microcode changes | {
"geo_location": "Saint Barthelemy",
"device_hash": "759a90847823370f07da7305b4c11131a9273ab60e8086872bf941843da6253f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ig-NG) AppleWebKit/534.1.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6534.1.2",
"session_id": "4ae65376-dc2b-... | null | allow | null | null | null | Unconventional IOC: CPU microcode changes | Firewall allow SSH traffic from 8.136.158.78:788 to 141.235.18.76:30170 Unconventional IOC: CPU microcode changes | null | null | null | null | 8.136.158.78 | 141.235.18.76 | null | null | null | null | null | null | null | null | 788 | 30,170 | SSH | 417,225 | 3,105 | null | null |
0cc6d8a0-1ce7-48c0-91c3-c98f773512e4 | 2025-06-04T07:31:51 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by henglish No additional info | {
"geo_location": "Mauritania",
"device_hash": "8ac75d53b8eb51b797a16bbb77d312c441b1a47592115cdabe2346a224b4073d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_2; rv:1.9.6.20) Gecko/8623-01-31 19:14:26 Firefox/3.8",
"session_id": "1693ece1-0659-439c-9857-f22035ba5720",
"risk_score": 45.55,
... | henglish | membership_inference | null | null | null | No additional info | AI system membership_inference by henglish No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7cb2bf04 | 94b4022dce47975b6b5a3c170a39d468136da8d8 | 25de0eac1609dcc18aee2210b91754dbbb48d05c91fc52954b6764d56fd03465 | null | null | null | null | null | null | null |
b1aff036-4308-4a61-81e2-cf72b339d4ce | 2022-07-15T12:16:05 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in GCP by guzmancurtis No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "aa3c19398e372f09bbe5f180524a4529be60764c421862e9d42598461f3b6a00",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_9 rv:4.0; unm-US) AppleWebKit/534.10.1 (KHTML, like Gecko) Version/5.0.5 Safari/534.10.1",
"session_id": "4f52336c-a5be-4ad4-8a01-... | guzmancurtis | container_escape | null | null | null | No additional info | Cloud container_escape in GCP by guzmancurtis No additional info | null | null | null | null | null | null | null | null | null | GCP | res-5ed3b12e | null | null | null | null | null | null | null | null | null | null |
e21caccc-a8ae-4c30-92c8-7e39c844e904 | 2025-06-08T04:15:18 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by chavezstephanie Associated Threat Actor: Wizard Spider | {
"geo_location": "Poland",
"device_hash": "415d2bf0be3d4ecde5bc21fd02b1ca8b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.47.1 (KHTML, like Gecko) Version/4.0.4 Safari/534.47.1",
"session_id": "7721fc56-5ad2-4159-8f4f-138d1cda7c78",
"risk_score": 19.32,
"confidence": 0.41
} | chavezstephanie | adversarial_input | null | null | null | Associated Threat Actor: Wizard Spider | AI system adversarial_input by chavezstephanie Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | null | null | model-9fd87fb0 | 846de2a01aeb3c981631e232d90fc8a954578b0d650c76f85af8417d3af49b96 | 735d88a2a8621552a161af0c44e0295c | null | null | null | null | null | null | null |
199f7c81-efce-45f7-a457-5dc3ccfccbd8 | 2025-06-28T16:44:55 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth success for lisa98 via password from 37.32.5.145 MITRE Technique: T1110.003 noise=RmluaXNoLg== | {
"geo_location": "Guinea",
"device_hash": "ef792a9549813b3741bac364c1ad0cf0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.22.1 (KHTML, like Gecko) Version/4.0.4 Safari/535.22.1",
"session_id": "2d210efa-8970-457f-a659-1cf0670935a1",
"risk_score": 15.55,
"confidence": 0.... | lisa98 | success | null | null | null | MITRE Technique: T1110.003 | Auth success for lisa98 via password from 37.32.5.145 MITRE Technique: T1110.003 | null | null | null | null | 37.32.5.145 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | de:29:7c:3c:7e:c7 |
c0bcb86f-c111-4506-be31-68f6ce57fa86 | 2025-03-21T05:18:39 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect HTTPS traffic from 39.241.167.94:383 to 27.201.218.99:583 No additional info | {
"geo_location": "Algeria",
"device_hash": "91e0f2e7ebb8bd44ad376a76ce07aa81",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_1 rv:3.0; ff-SN) AppleWebKit/532.50.6 (KHTML, like Gecko) Version/4.0 Safari/532.50.6",
"session_id": "62d02357-bc65-4f97-ba4a-e0625d644d1a",
"risk_score": 50.02,
"confi... | null | inspect | null | null | null | No additional info | Firewall inspect HTTPS traffic from 39.241.167.94:383 to 27.201.218.99:583 No additional info | {
"baseline_deviation": 2.53,
"entropy": 6.57,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 39.241.167.94 | 27.201.218.99 | null | null | null | null | null | null | null | null | 383 | 583 | HTTPS | 546,008 | 351 | null | null |
c75250cf-1c4d-42ed-88b5-3d14b39f0b03 | 2025-03-02T07:07:01 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by maurice57 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "4f9bba6b6f7449766b6ce60c4a477fe33e81d1f1ab43fd73730f47027c11bdab",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_5 rv:4.0; ka-GE) AppleWebKit/533.27.3 (KHTML, like Gecko) Version/5.0.5 Safari/533.27.3",
"session_id": "bfb9c473-7d66-42a4-a075-6e84... | maurice57 | membership_inference | null | null | null | No additional info | AI system membership_inference by maurice57 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d686c2b4 | 7fc9f449cd468d85cb27120a121070500b7e6e99 | d8a7ce644326ddb1f7d0253d00b20a0020d07911 | null | null | null | null | null | null | null |
8e284476-7a5d-40be-9f10-2718904589a6 | 2025-04-01T05:01:26 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in GCP by bettyparks Unconventional IOC: GPU memory artifacts | {
"geo_location": "Latvia",
"device_hash": "f204f68e326d968011733873f193d2bdb37e8deb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.45.1 (KHTML, like Gecko) Version/4.0.1 Safari/531.45.1",
"session_id": "e7f43bf2-94d0-4a08-85f1-4cd07786ae4f",
"risk_score": 26.49,
"confidence": 0.0... | bettyparks | shadow_it | null | null | null | Unconventional IOC: GPU memory artifacts | Cloud shadow_it in GCP by bettyparks Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | GCP | res-2637c71b | null | null | null | null | null | null | null | null | null | null |
1d07ff8c-a5ce-4400-be4d-a4bfec99edf2 | 2025-04-23T13:14:43 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /through/dream.mov by rebecca40 No additional info noise=app | {
"geo_location": "American Samoa",
"device_hash": "c5f01acc1ef4219797f2c15e9c9953a48511d6d7",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_3 rv:6.0; ro-RO) AppleWebKit/535.22.6 (KHTML, like Gecko) Version/4.0.4 Safari/535.22.6",
"session_id": "c1f8e28a-d548-4178-903d-5ec94cc22c5b",
"risk_score... | rebecca40 | wmi_exec | /through/dream.mov | 7,723 | cmd.exe | No additional info | Endpoint wmi_exec /through/dream.mov by rebecca40 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a976eaa9-1308-4b93-a3ed-5b135b30f1a0 | 2025-02-06T10:09:03 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec air by pricerobert No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "2f635420a4adc0319f547e3122ec75ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.0)",
"session_id": "0bc58c89-a5e7-4878-9163-9d353ff17ce5",
"risk_score": 41.24,
"confidence": 0.29
} | pricerobert | wmi_exec | air | 8,779 | powershell.exe | No additional info | Endpoint wmi_exec air by pricerobert No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41ad59bd-ea51-4b25-a763-8d219d400550 | 2025-02-13T18:47:56 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 93.1.6.87:64142 to 141.60.8.182:944 No additional info noise=maintain|military|difference | {
"geo_location": "Liechtenstein",
"device_hash": "4c61e7be80d50b0668d20d6adc04a54cd5038abd5cef10aea4572039ecf61cb4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/4.0)",
"session_id": "8f5938b9-c8f6-4814-8990-4223c768ce82",
"risk_score": 64.98,
"confidence": 0.48
} | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 93.1.6.87:64142 to 141.60.8.182:944 No additional info | null | null | null | null | 93.1.6.87 | 141.60.8.182 | null | null | null | null | null | null | null | null | 64,142 | 944 | ICMP | 542,936 | 2,122 | null | null |
b6944266-f539-4040-8c91-2349aece4320 | 2025-04-28T02:41:35 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /beat/role.mp3 by martinezashley Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Jamaica",
"device_hash": "b3a409e00de2ce4159bdbf69239f2d891233e4c4550e6678b985b593fdf4014b",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; mr-IN; rv:1.9.1.20) Gecko/5317-03-21 09:26:29 Firefox/3.8",
"session_id": "89d9b73f-a75e-4923-bf32-4f08cdf01708",
"risk_score": 10.21,
"confidence": 0.3... | martinezashley | memory_injection | /beat/role.mp3 | 7,165 | cmd.exe | Unconventional IOC: Unusual DNS TXT records | Endpoint memory_injection /beat/role.mp3 by martinezashley Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4404a164-fbdc-4b56-8c12-0dd14f661649 | 2025-06-18T06:20:01 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in Alibaba by jason32 MITRE Technique: T1218.011 | {
"geo_location": "North Korea",
"device_hash": "f9afea9c5e543dec322467d3035f8e7d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_0; rv:1.9.4.20) Gecko/5364-01-27 23:08:05 Firefox/3.8",
"session_id": "fa2e37aa-20d4-4922-8a21-c7098a64c696",
"risk_score": 81.44,
"confidence": 0.94
} | jason32 | permission_escalation | null | null | null | MITRE Technique: T1218.011 | Cloud permission_escalation in Alibaba by jason32 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Alibaba | res-4a9c4057 | null | null | null | null | null | null | null | null | null | null |
b741bd25-69dd-4572-acbb-8eb372213153 | 2025-03-31T10:06:25 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Tanzania",
"device_hash": "d35861c19857589678f19d325575c188",
"user_agent": "Opera/8.58.(X11; Linux x86_64; ayc-PE) Presto/2.9.188 Version/12.00",
"session_id": "17eed965-6450-473b-8e5d-1ad77b3a430d",
"risk_score": 57.53,
"confidence": 0.7
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-47979841 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
33f54644-0693-41ef-9711-e98c020aca3c | 2025-06-16T00:59:21 | 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 josephcox No additional info | {
"geo_location": "Aruba",
"device_hash": "b4c2f871218b28576bd1464fc9351472",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "12da4892-b6f4-404e-906e-e405e4da0b60",
"risk_score": 17.6,
"confidence": 0.75
} | josephcox | api_abuse | null | null | null | No additional info | AI system api_abuse by josephcox No additional info | null | null | null | null | null | null | null | null | null | null | null | model-432aef3c | 0acb0c5d361cdd50360ed7b1624963def9d94e0552a1e33c7b3ba923c4ac6853 | 081d3801719043a0f9a1936fd81f7199a0b966d2029f689b3a5e208bd6fbe679 | null | null | null | null | null | null | null |
b019f67d-fa05-4648-a2fc-2e4ba600956e | 2025-06-20T10:42:01 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Tokelau",
"device_hash": "bdffb2b44ba3d0dc587f5f604c6d5210",
"user_agent": "Opera/8.60.(X11; Linux x86_64; nn-NO) Presto/2.9.184 Version/10.00",
"session_id": "2e5fe874-c267-4db4-b3bd-f96b7a3292f6",
"risk_score": 89.65,
"confidence": 0.62
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | {
"baseline_deviation": 1.56,
"entropy": 7.22,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Thermostat | iot-59d1be35 | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e2558644-6e6d-4770-85c2-372181534824 | 2025-04-23T12:52:15 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical battery_drain MITRE Technique: T1059.005 | {
"geo_location": "China",
"device_hash": "2bcb0f69f5a808ad02b052113b1f1f6d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_8 rv:2.0; he-IL) AppleWebKit/534.41.7 (KHTML, like Gecko) Version/5.0.4 Safari/534.41.7",
"session_id": "71caa6b1-eb7e-4861-b4cf-dc5c4da7a39b",
"risk_score": 46.68,
"confide... | null | battery_drain | null | null | null | MITRE Technique: T1059.005 | IoT device Medical battery_drain MITRE Technique: T1059.005 | null | Medical | iot-3e17e38c | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
569e72f6-49d4-4a15-8d94-f6b60f32339d | 2025-04-15T01:23:46 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: Brute Force detected from 78.197.51.104 targeting 137.75.200.24 No additional info | {
"geo_location": "Belize",
"device_hash": "99e4127e7231ab9c3520667bd70dd64b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/16.2t8230.0 Mobile/30O802 Safari/533.2",
"session_id": "5ecf4cd1-3b18-4df0-9b51-08e2b65c7cb2",
"risk_score": 60.19,
"... | null | null | null | null | null | No additional info | Trellix Alert: Brute Force detected from 78.197.51.104 targeting 137.75.200.24 No additional info | null | null | null | null | 78.197.51.104 | 137.75.200.24 | Brute Force | SIG-4949 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
e9fa7b47-43a0-4cb0-86c6-c2a368d7568b | 2026-10-22T00:41:58 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical side_channel MITRE Technique: T1543.003 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Cyprus",
"device_hash": "87a4a55bb159dfa9043d50e9e10636a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.0)",
"session_id": "56d41c07-491e-4df8-a9e5-232304cb7bba",
"risk_score": 38.76,
"confidence": 0.65
} | null | side_channel | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: Cobalt Group | IoT device Medical side_channel MITRE Technique: T1543.003 | Associated Threat Actor: Cobalt Group | null | Medical | iot-7400a072 | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34b94949-eb02-4fb2-875d-1152fb0d832f | 2025-02-02T18:08:00 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect TCP traffic from 136.70.114.113:204 to 33.57.147.31:539 No additional info | {
"geo_location": "North Korea",
"device_hash": "206d23499819f843cc3af65118b354feb65b39de",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/49.0.849.0 Safari/534.2",
"session_id": "a3f7ee89-a84b-42c0-bb41-141ec91dfc22",
"risk_score": 23.04,
"confidence": 0.46
} | null | inspect | null | null | null | No additional info | Firewall inspect TCP traffic from 136.70.114.113:204 to 33.57.147.31:539 No additional info | null | null | null | null | 136.70.114.113 | 33.57.147.31 | null | null | null | null | null | null | null | null | 204 | 539 | TCP | 900,515 | 3,188 | null | null |
6c094168-1607-4a80-9c9a-b5e9f5b6e974 | 2025-05-16T23:25:54 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: Credential Stuffing detected from 10.159.231.57 targeting 26.27.37.146 No additional info | {
"geo_location": "Togo",
"device_hash": "2ba35d95836eee6f154b838850ebd74022921437",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/18.0.875.0 Safari/536.0",
"session_id": "8178572b-f8f8-4d72-8944-288ef9f033de",
"risk_score": 54.76,
"confidence": 0.11
} | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Credential Stuffing detected from 10.159.231.57 targeting 26.27.37.146 No additional info | null | null | null | null | 10.159.231.57 | 26.27.37.146 | Credential Stuffing | SIG-3107 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
918040d6-3afb-4632-851e-f441b9912cfe | 2025-02-16T10:04:33 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 108.84.151.153 to 199.153.196.118 No additional info | {
"geo_location": "China",
"device_hash": "443355e993772c552c525b8bf45f13f4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3342-01-02 16:27:59 Firefox/3.6.7",
"session_id": "5ccd32f5-c874-4486-81ce-53eedefec0ec",
"risk_score": 50.04,
"confidence": 0.14
} | null | connection | null | null | null | No additional info | Network connection from 108.84.151.153 to 199.153.196.118 No additional info | null | null | null | null | 108.84.151.153 | 199.153.196.118 | null | null | null | null | null | null | null | null | null | null | ICMP | 280,987 | null | null | null |
cd776bd5-5f5a-4928-9b8b-9ca31bd83d44 | 2025-05-03T02:20:22 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by phuang No additional info | {
"geo_location": "Iran",
"device_hash": "b6ae013a8f9fd74f37a85d662a01e598e7cdc023d8c7286bd591ab0ecff82346",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0; rv:1.9.2.20) Gecko/9448-09-23 13:18:36 Firefox/11.0",
"session_id": "18881f01-e9b7-442f-a9df-d430041e8aff",
"risk_score": 55.32,
"confide... | phuang | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by phuang No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-439e83e6 | null | null | null | null | null | null | null | null | null | null |
04d869f3-a46b-408a-b0f3-6df49f6eec61 | 2025-05-03T09:18:10 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: Zero-Day Exploit detected from 78.125.222.63 targeting 140.119.83.184 Obfuscated payload detected | {
"geo_location": "Estonia",
"device_hash": "78283b4ba61aca5f28fc4bb08301dcdd",
"user_agent": "Opera/9.24.(X11; Linux i686; mni-IN) Presto/2.9.189 Version/12.00",
"session_id": "7300d0ac-9548-47bb-b62a-7f3133d247cc",
"risk_score": 64.82,
"confidence": 0.66
} | null | null | null | null | null | Obfuscated payload detected | LogRhythm Alert: Zero-Day Exploit detected from 78.125.222.63 targeting 140.119.83.184 Obfuscated payload detected | null | null | null | null | 78.125.222.63 | 140.119.83.184 | Zero-Day Exploit | SIG-6613 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
3e3facc5-84eb-4f64-975c-ccfa5e0a987b | 2025-04-05T10:49:39 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: ICS Attack detected from 106.165.130.232 targeting N/A MITRE Technique: T1574.002 | Unconventional IOC: CPU microcode changes noise=usually|could|how | {
"geo_location": "Kazakhstan",
"device_hash": "d213adec451b6936423923449571fd689f58b854",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.2.2 (KHTML, like Gecko) Version/5.1 Safari/532.2.2",
"session_id": "0754d928-f7a5-4a41-ae92-c346d242f9df",
"risk_score": 59.07,
"confidence": 0.1... | null | null | null | null | null | MITRE Technique: T1574.002 | Unconventional IOC: CPU microcode changes | CrowdStrike Alert: ICS Attack detected from 106.165.130.232 targeting N/A MITRE Technique: T1574.002 | Unconventional IOC: CPU microcode changes | {
"baseline_deviation": 2.23,
"entropy": 4.52,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 106.165.130.232 | N/A | ICS Attack | SIG-4945 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
f984a0a0-51bb-420d-94b2-a9b8d2d4d606 | 2025-06-30T08:18:36 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for jonestrevor via biometric from 153.188.197.48 Associated Threat Actor: Wizard Spider | {
"geo_location": "United States of America",
"device_hash": "99fcba9aa86c4906102f84501f90082c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/53.0.864.0 Safari/534.0",
"session_id": "4d329daa-7108-4e94-946f-76262ca2c5aa",
"risk_score": 71.56,
"confidence": 0.15
} | jonestrevor | locked | null | null | null | Associated Threat Actor: Wizard Spider | Auth locked for jonestrevor via biometric from 153.188.197.48 Associated Threat Actor: Wizard Spider | null | null | null | null | 153.188.197.48 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 4a:9d:42:5e:d1:5a |
b1efd484-6213-4e05-bbcc-1308b0adb4a7 | 2025-05-15T06:34:51 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: Domain Fronting detected from 109.188.142.205 targeting N/A Associated Threat Actor: APT29 noise=V2l0aGluLg== | {
"geo_location": "Cameroon",
"device_hash": "e2db04638660277daf2ff3e0592f165b1f21b042",
"user_agent": "Opera/8.62.(X11; Linux x86_64; yi-US) Presto/2.9.169 Version/10.00",
"session_id": "4fcd82e0-6b40-4eb3-ba79-05a35ce09f78",
"risk_score": 38.96,
"confidence": 0.25
} | null | null | null | null | null | Associated Threat Actor: APT29 | OSSEC Alert: Domain Fronting detected from 109.188.142.205 targeting N/A Associated Threat Actor: APT29 | {
"baseline_deviation": 1.51,
"entropy": 4.13,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 109.188.142.205 | N/A | Domain Fronting | SIG-7935 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
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