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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
27673591-80d1-4988-96a0-eaed3ea1a7f0 | 2025-06-08T00:01:54 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth challenge for anngood via key from 88.254.238.30 MITRE Technique: T1190 | {
"geo_location": "Haiti",
"device_hash": "ce7a5f1d3bd0f72b24230fd1861b2002",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_6) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/34.0.834.0 Safari/536.1",
"session_id": "664efeb2-1ee7-4b22-a33a-ad9008a06e8b",
"risk_score": 20.81,
"confidence": 0.37
} | anngood | challenge | null | null | null | MITRE Technique: T1190 | Auth challenge for anngood via key from 88.254.238.30 MITRE Technique: T1190 | null | null | null | null | 88.254.238.30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 05:d9:6c:fc:e9:7c |
dcc4b50f-28a5-49ac-8e34-da92c39cf390 | 2025-03-29T12:34:25 | iot | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "New Caledonia",
"device_hash": "11d2a94cb0b97e4a373c4a5cc34d4f5b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_8; rv:1.9.4.20) Gecko/9404-09-10 04:49:35 Firefox/3.8",
"session_id": "05270c77-0eff-42cd-a9a0-60de6512a77c",
"risk_score": 23.65,
"confidence": 0.87
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-7a3ec757 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
920152ec-4a0b-4380-9d0f-416da2b00add | 2025-03-27T11:26:05 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: DNS Tunneling detected from 12.240.90.203 targeting 10.194.237.69 MITRE Technique: T1543.003 | {
"geo_location": "Bhutan",
"device_hash": "aedd867ae1d37d3638faafbbf8409d2481537a01",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; dv-MV; rv:1.9.1.20) Gecko/3671-08-14 16:11:22 Firefox/6.0",
"session_id": "b4d9c468-e6e8-4709-8bf9-288649f430a1",
"risk_score": 48.4,
"confidence": 0.38
} | null | null | null | null | null | MITRE Technique: T1543.003 | LogRhythm Alert: DNS Tunneling detected from 12.240.90.203 targeting 10.194.237.69 MITRE Technique: T1543.003 | null | null | null | null | 12.240.90.203 | 10.194.237.69 | DNS Tunneling | SIG-6093 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
37258d98-dde1-47fa-8d48-ef167da9faa4 | 2025-04-23T11:31:46 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 20.254.181.159 to 202.85.152.195 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "2d12fec77e48b2b228adcecbb6ffa538",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_4 rv:4.0; ca-AD) AppleWebKit/535.16.3 (KHTML, like Gecko) Version/4.0 Safari/535.16.3",
"session_id": "bf88bb3a-8664-4b8e-827d-8517756085c0",
"risk_score": 64.91,
"co... | null | connection | null | null | null | No additional info | Network connection from 20.254.181.159 to 202.85.152.195 No additional info | null | null | null | null | 20.254.181.159 | 202.85.152.195 | null | null | null | null | null | null | null | null | null | null | TCP | 635,840 | null | null | null |
8b258ca1-0b0b-40d2-8cdb-31689048b1c1 | 2025-02-12T18:09:15 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by dwolfe No additional info | {
"geo_location": "Haiti",
"device_hash": "c0073d91c514012efd7f10484a4fb96d55a88acb",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/19.0.887.0 Mobile/92A793 Safari/532.0",
"session_id": "a19d21af-f16f-4a4b-82f4-aca7acf6f62b",
"risk_score": 3... | dwolfe | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by dwolfe No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1b63b4dd | 926a5a813fb6d48aff891b1e70d91bc101296129 | b69c8870ec0501820ef535edef59541f761272e6cead3bee11defd1de240ff1f | null | null | null | null | null | null | null |
51dd43cf-eb98-49ca-8de9-f7834d3b512a | 2025-03-09T06:59:58 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /sister/through.webm by zhernandez MITRE Technique: T1190 | {
"geo_location": "Tunisia",
"device_hash": "223158b0a709b9e344740731bb9ddeed",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/9.6z3757.0 Mobile/65X180 Safari/532.2",
"session_id": "ef439091-930a-440d-bc51-12eec5516d06",
"risk_score": 33.48,
... | zhernandez | process_stop | /sister/through.webm | 9,948 | powershell.exe | MITRE Technique: T1190 | Endpoint process_stop /sister/through.webm by zhernandez MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ab727084-865c-4013-9616-c768bade8bb2 | 2025-01-15T23:28:06 | 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: Port Scan detected from 48.131.134.241 targeting 125.137.164.62 No additional info | {
"geo_location": "Reunion",
"device_hash": "b4839bf7733caa3895ba76d4800a9f975ca6a80e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6398-02-14 02:23:50 Firefox/14.0",
"session_id": "a5f01f61-735d-4360-8e57-3f39adee546b",
"risk_score": 27.92,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Vectra AI Alert: Port Scan detected from 48.131.134.241 targeting 125.137.164.62 No additional info | null | null | null | null | 48.131.134.241 | 125.137.164.62 | Port Scan | SIG-6790 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c0530b55-380e-4b1a-be7d-a224a2753d65 | 2025-06-29T20:33:44 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Alibaba by omarquez No additional info noise=search/app/main | {
"geo_location": "Mongolia",
"device_hash": "7eeb487ac00d379d9137bb65e3de63c6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.1)",
"session_id": "c09ac5e9-142a-4909-b4f5-1c4711029188",
"risk_score": 37.47,
"confidence": 0.59
} | omarquez | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by omarquez No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-9138050d | null | null | null | null | null | null | null | null | null | null |
4572e7d0-d911-4637-9c57-c87353243b98 | 2025-07-06T00:03:07 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by margaretdennis No additional info noise=interview|truth|either | {
"geo_location": "North Macedonia",
"device_hash": "6d71e8431b23ffd4423b4e7ad2403eb6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_4; rv:1.9.3.20) Gecko/7153-03-03 10:01:50 Firefox/3.6.11",
"session_id": "9919da4b-1221-4416-9774-3c422f0096ff",
"risk_score": 69.8,
"confidence": 0.36
} | margaretdennis | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by margaretdennis No additional info | null | null | null | null | null | null | null | null | null | OCI | res-eff3b1dd | null | null | null | null | null | null | null | null | null | null |
f46b4ba2-32e7-414f-8b37-db47b6313adc | 2025-03-17T07:34:18 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task everybody by kristen35 No additional info | {
"geo_location": "Comoros",
"device_hash": "6873ae1f953fad33d2e0e228b57af7e6a21eaca8f2c91dacb4241a32d89f73ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "b69d93e0-cb66-446d-8d40-489987396712",
"risk_score": 31.27,
"confidence": 0.79
} | kristen35 | scheduled_task | everybody | 2,070 | svchost.exe | No additional info | Endpoint scheduled_task everybody by kristen35 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
79a46187-9513-471c-bda1-9aa2e8608b3d | 2025-04-09T18:08:15 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Alibaba by madisonbaldwin MITRE Technique: T1566.001 | {
"geo_location": "Rwanda",
"device_hash": "4e44db507a190e8a055ddeed453e35de",
"user_agent": "Opera/8.92.(X11; Linux i686; nr-ZA) Presto/2.9.176 Version/11.00",
"session_id": "db4d7e65-e6fd-432e-97e5-dfa44c39765c",
"risk_score": 44.21,
"confidence": 0.88
} | madisonbaldwin | api_abuse | null | null | null | MITRE Technique: T1566.001 | Cloud api_abuse in Alibaba by madisonbaldwin MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-a43f2c51 | null | null | null | null | null | null | null | null | null | null |
9cf23318-cba6-4c3e-9ea2-78a09c8f54c0 | 2025-05-20T06:36:46 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by qlindsey MITRE Technique: T1543.003 | Associated Threat Actor: REvil | {
"geo_location": "Mexico",
"device_hash": "e3105eed99ca1537be30f5bbbbe496a7",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/30.0.874.0 Mobile/16F228 Safari/533.2",
"session_id": "5d55d0f4-bee3-4260-baa9-f42cbfd0c4d0",
"risk_score": 58.57,
"c... | qlindsey | api_abuse | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: REvil | AI system api_abuse by qlindsey MITRE Technique: T1543.003 | Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | model-e0206d1e | a7dd271e0b41afd557bea52c85883893fb2190c003585cf646c34759bffbcf67 | 655f75103ac501201e1b4c471565ecc1c92f0087 | null | null | null | null | null | null | null |
5c2128fe-1f32-4d4c-94fb-5f4646f28cf5 | 2025-04-04T09:47:44 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Bahamas",
"device_hash": "5f93af9c55df9f98876dde84eca6d024164db2f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.1)",
"session_id": "cdb25aa7-f087-4bd6-b8eb-1673246c8c91",
"risk_score": 83.38,
"confidence": 0.09
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-4da0b92a | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b8b6180a-2f94-4710-a49d-32195ab1478d | 2025-04-23T09:43:05 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth success for bridgetmiller via passwordless from 37.232.201.22 No additional info | {
"geo_location": "Gabon",
"device_hash": "3a9d2cbc5c80c00b60ca06491ee357fc",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/35.0.820.0 Safari/532.2",
"session_id": "6f17ba9a-b900-462b-973c-c1e0edbcae49",
"risk_score": 60.61,
"confidence": 0.07
} | bridgetmiller | success | null | null | null | No additional info | Auth success for bridgetmiller via passwordless from 37.232.201.22 No additional info | null | null | null | null | 37.232.201.22 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 53:61:d1:27:7a:e1 |
34d2c84b-0082-4973-83a2-29a404af6a3c | 2025-02-18T05:26:25 | iot | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC physical_tamper No additional info noise=major|whose|land | {
"geo_location": "Indonesia",
"device_hash": "228c601d1112c478108f13e0ad4b9186c497b690",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "bf0061d3-1ca9-4055-aafc-9ca46219036c",
"risk_score": 30.51,
"confidence": 0.48
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-a16f6f24 | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
edef512a-1510-4b60-bd8b-d79f42ef4e7b | 2025-04-27T10:26:38 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in OCI by brownmarissa Associated Threat Actor: Leafminer | {
"geo_location": "Mali",
"device_hash": "c65e912b4ec7e39a0687bbf25776996632924ac4ec2a21add4c98637cac0136f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ve-ZA) AppleWebKit/535.20.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.20.6",
"session_id": "b86f8e48-ae58-4345-be4c-... | brownmarissa | crypto_mining | null | null | null | Associated Threat Actor: Leafminer | Cloud crypto_mining in OCI by brownmarissa Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | OCI | res-23fe9d20 | null | null | null | null | null | null | null | null | null | null |
8cf2923e-b425-47f1-8845-02e71f2d34b0 | 2025-03-04T10:26:18 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for qhinton via key from 50.0.208.4 No additional info | {
"geo_location": "Aruba",
"device_hash": "8166345b14f652ebe3ffbcb5142582ce8821d1d95604fdae5321e1dfa302ac8b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/53.0.890.0 Safari/531.2",
"session_id": "209dbf39-740d-4e4e-b1c1-b14866528783",
"risk_scor... | qhinton | challenge | null | null | null | No additional info | Auth challenge for qhinton via key from 50.0.208.4 No additional info | null | null | null | null | 50.0.208.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 7d:c5:7d:9c:42:ea |
83899941-47e6-432f-97cb-acb2b68caba1 | 2025-01-24T20:14:26 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Samoa",
"device_hash": "950335a535eb63dd7c97d8a96e7c2df4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.44.2 (KHTML, like Gecko) Version/5.0 Safari/532.44.2",
"session_id": "e34469d7-aecd-46de-8541-489fa3be183c",
"risk_score": 53.23,
"confidence": 0.74
} | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | null | Thermostat | iot-15803bea | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bd1ec24b-d839-4272-8aae-26211ccfc52a | 2025-07-10T13:16:39 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: SQL Injection detected from 42.220.204.236 targeting 146.92.39.200 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "943528d6ba589fc0060f416e542ca5d977fa3ec5",
"user_agent": "Opera/9.82.(Windows NT 4.0; bg-BG) Presto/2.9.168 Version/10.00",
"session_id": "0f56c6cc-dc27-4515-8799-7329774873c9",
"risk_score": 68.89,
"confidence": 0.05
} | null | null | null | null | null | No additional info | Tanium Alert: SQL Injection detected from 42.220.204.236 targeting 146.92.39.200 No additional info | null | null | null | null | 42.220.204.236 | 146.92.39.200 | SQL Injection | SIG-7431 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
db631dee-e855-4b47-a3a6-4673b8440bb7 | 2025-07-11T00:01:57 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 28.233.236.164 to 10.47.248.24 No additional info noise=let|hand|sound | {
"geo_location": "Faroe Islands",
"device_hash": "165242b03503ac0862af788aecbeb7137438d613",
"user_agent": "Opera/8.29.(Windows 95; yue-HK) Presto/2.9.185 Version/11.00",
"session_id": "5cb4411d-edac-4be3-99f3-eab574a775cd",
"risk_score": 11.76,
"confidence": 0.6
} | null | disconnection | null | null | null | No additional info | Network disconnection from 28.233.236.164 to 10.47.248.24 No additional info | null | null | null | null | 28.233.236.164 | 10.47.248.24 | null | null | null | null | null | null | null | null | null | null | TCP | 741,895 | null | null | null |
d67127ab-f210-41a1-a874-4a07f9f3506b | 2022-02-22T08:35:15 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network connection from 146.184.121.194 to 10.118.239.186 Associated Threat Actor: Conti | {
"geo_location": "Christmas Island",
"device_hash": "aea3dd5fd0ef84f62c0eaf27d9f18f15",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/12.7s5224.0 Mobile/03L598 Safari/531.2",
"session_id": "f436380e-64da-4031-86d8-7f3b7a56f6c9",
"risk_score... | null | connection | null | null | null | Associated Threat Actor: Conti | Network connection from 146.184.121.194 to 10.118.239.186 Associated Threat Actor: Conti | null | null | null | null | 146.184.121.194 | 10.118.239.186 | null | null | null | null | null | null | null | null | null | null | ICMP | 566,404 | null | null | null |
98150760-c57b-41a5-8a6a-f777dcf60255 | 2025-02-04T11:50:32 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for gloria10 via password from 74.128.164.70 No additional info | {
"geo_location": "Tuvalu",
"device_hash": "0d56a82fbecefcf0039b7d361382fdc5fe50b26427ba7e2ca8d6c9210e3ddc8e",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/17.0.825.0 Safari/533.1",
"session_id": "bfac6280-4317-4967-853e-3cbb3787646a",
"risk_score": 40.31,
"... | gloria10 | failed | null | null | null | No additional info | Auth failed for gloria10 via password from 74.128.164.70 No additional info | {
"baseline_deviation": 1.26,
"entropy": 7.67,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 74.128.164.70 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | eb:81:18:a4:c4:e7 |
87d7bf2f-c6be-471a-810e-dfbf5da5d058 | 2025-03-21T19:33:13 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network connection from 10.250.63.184 to 67.20.171.199 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "62c8d71883645fa460be4b6e949ae11e95730124efd9729af5066dde0248cd1f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.1)",
"session_id": "0d1a5aad-421b-4aae-8567-e06a83b9b540",
"risk_score": 29.73,
"confidence": 0.76
} | null | connection | null | null | null | No additional info | Network connection from 10.250.63.184 to 67.20.171.199 No additional info | null | null | null | null | 10.250.63.184 | 67.20.171.199 | null | null | null | null | null | null | null | null | null | null | HTTP | 408,335 | null | null | null |
ca01aef3-e569-45e3-90c9-996ddd5a4169 | 2025-03-13T09:13:50 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /film/heavy.wav by bjackson Associated Threat Actor: APT29 noise=F4CC5114 | {
"geo_location": "Albania",
"device_hash": "07c0ac4516a84d37a4d51fe11a86b07aefb11dee3ad7a288473b0199e3ce2b03",
"user_agent": "Opera/8.81.(X11; Linux i686; ss-ZA) Presto/2.9.186 Version/10.00",
"session_id": "bcae3e93-70b2-4534-a7e2-e363d7fc80e4",
"risk_score": 65.86,
"confidence": 0.56
} | bjackson | driver_load | /film/heavy.wav | 3,379 | explorer.exe | Associated Threat Actor: APT29 | Endpoint driver_load /film/heavy.wav by bjackson Associated Threat Actor: APT29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e0df971f-e004-44d3-b4e6-44aa6bcaa228 | 2025-03-03T06:01:53 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall allow HTTPS traffic from 149.118.199.124:670 to 24.215.181.188:14571 No additional info noise=TGF3eWVyLg== | {
"geo_location": "Maldives",
"device_hash": "8b8c35d8963a1582396db2030eae34fb9db06d6dbc6fd6240c4e9095f86c9349",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/32.0.846.0 Safari/531.1",
"session_id": "3ef59647-271a-478a-b8c5-44733b1efe45",
"risk_score": 30.57,
"c... | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 149.118.199.124:670 to 24.215.181.188:14571 No additional info | null | null | null | null | 149.118.199.124 | 24.215.181.188 | null | null | null | null | null | null | null | null | 670 | 14,571 | HTTPS | 778,571 | 2,025 | null | null |
877c01b7-a1cf-4633-a361-73972bef52c3 | 2025-02-07T17:49:27 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor protocol_violation No additional info noise=U2hvdWxkLg== | {
"geo_location": "Bahamas",
"device_hash": "8a13f5f033683a400fe4a272e2e6f646",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/14.0w0417.0 Mobile/57B271 Safari/531.0",
"session_id": "bd96ed09-3395-430d-b734-81bc80567b53",
"risk_score": 49.98,
... | null | protocol_violation | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | {
"baseline_deviation": 2.93,
"entropy": 4.17,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Sensor | iot-d60730c6 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c0bd4858-7d39-4c72-beef-4539b6862658 | 2025-01-13T05:32:27 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for jacobsmith via biometric from 124.85.197.76 No additional info noise=category/category | {
"geo_location": "North Macedonia",
"device_hash": "77c74397868e27f753370752d6ee4e1a4a881577",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/61.0.833.0 Safari/536.1",
"session_id": "c6aa8f21-deb6-4aeb-8dde-9ba32e72356c",
"risk_score": 57.23,
"confidence": 0.... | jacobsmith | challenge | null | null | null | No additional info | Auth challenge for jacobsmith via biometric from 124.85.197.76 No additional info | null | null | null | null | 124.85.197.76 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 18:78:71:2a:3c:40 |
c8aca23d-d7a2-498a-b37f-aa78b8e06b24 | 2025-05-12T21:10:04 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Alibaba by zthomas MITRE Technique: T1110.003 | {
"geo_location": "North Korea",
"device_hash": "5085d010dd1ce1082847a2a7853c209bdfaf4654",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/10.7p3097.0 Mobile/43J447 Safari/534.2",
"session_id": "d818cabe-297b-4170-bc2e-769791c14752",
"risk_s... | zthomas | config_change | null | null | null | MITRE Technique: T1110.003 | Cloud config_change in Alibaba by zthomas MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | Alibaba | res-fb7b2583 | null | null | null | null | null | null | null | null | null | null |
ba528614-018e-47d9-9f4e-4da2e87b2b3c | 2025-01-30T00:16:47 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 218.103.30.217 to 143.101.112.5 Associated Threat Actor: BlueNoroff | {
"geo_location": "Morocco",
"device_hash": "3c91cde5c27bb12803d67edc872c7b0f",
"user_agent": "Opera/8.95.(X11; Linux x86_64; tl-PH) Presto/2.9.180 Version/10.00",
"session_id": "e780bfeb-e758-4ba9-bd6b-40af49b57b68",
"risk_score": 29.91,
"confidence": 0.52
} | null | bandwidth_usage | null | null | null | Associated Threat Actor: BlueNoroff | Network bandwidth_usage from 218.103.30.217 to 143.101.112.5 Associated Threat Actor: BlueNoroff | null | null | null | null | 218.103.30.217 | 143.101.112.5 | null | null | null | null | null | null | null | null | null | null | UDP | 786,342 | null | null | null |
70494602-f977-4dd0-ae56-2b6d91af3077 | 2025-03-21T11:15:15 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Guatemala",
"device_hash": "71213a884b77a670f866f9fc765702169df2f59a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_5) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/37.0.869.0 Safari/534.1",
"session_id": "30d8adba-2c0e-4c44-817e-42c029c237d8",
"risk_score": 13.14,
"confiden... | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | {
"baseline_deviation": 0.98,
"entropy": 5.9,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Thermostat | iot-ef329d06 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10065935-a4a0-4514-afea-b62240de20b5 | 2025-07-01T04:35:19 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny RDP traffic from 105.88.21.165:29454 to 150.246.193.221:294 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "ee6724cacdccae6168a6217b9c944b7d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.9.6 (KHTML, like Gecko) Version/4.0.3 Safari/535.9.6",
"session_id": "55b51cba-9bf2-4da5-9d41-34e0a6d04954",
"risk_score": 47.72,
"confidence":... | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 105.88.21.165:29454 to 150.246.193.221:294 No additional info | null | null | null | null | 105.88.21.165 | 150.246.193.221 | null | null | null | null | null | null | null | null | 29,454 | 294 | RDP | 563,968 | 184 | null | null |
f47fb146-2957-49a0-b627-965c128acff5 | 2029-07-19T11:27:31 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Argentina",
"device_hash": "21ab6e2b7e66e87f2fe25217bb962262",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; cs-CZ) AppleWebKit/533.5.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.5.2",
"session_id": "4142b66b-b6e0-4b3c-8bb5-b92062e86f80",
"risk_score"... | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-d3eb6c93 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b0cea48-302d-4759-b08a-349f444ebbd1 | 2025-01-21T05:47:01 | ids_alert | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|low| desc=Microsoft Sentinel Alert: Cloud API Abuse detected from 128.1.69.204 targeting N/A No additional info | {
"geo_location": "Russia",
"device_hash": "d56ceb077b667df540ce2c22c34488ed1440836f40885f7aa0387b0eed0db8ff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.1)",
"session_id": "5394bed5-5905-4288-97d4-e26940d369e0",
"risk_score": 51.52,
"confidence": 0.29
} | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Cloud API Abuse detected from 128.1.69.204 targeting N/A No additional info | null | null | null | null | 128.1.69.204 | N/A | Cloud API Abuse | SIG-5528 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
afba4d44-7a4e-46b4-a3ad-cd2bcd000bb3 | 2025-03-17T07:58:26 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine HTTPS traffic from 72.45.134.30:338 to 106.236.164.144:104 No additional info | {
"geo_location": "Gabon",
"device_hash": "f37f8788d0fdbf46d32848ac149970d05ca65763c6458ec563896de03f9b63ad",
"user_agent": "Opera/9.94.(Windows 95; apn-IN) Presto/2.9.186 Version/12.00",
"session_id": "89f3445a-e85a-49cf-ad26-ab1519fada57",
"risk_score": 58.28,
"confidence": 0.1
} | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 72.45.134.30:338 to 106.236.164.144:104 No additional info | null | null | null | null | 72.45.134.30 | 106.236.164.144 | null | null | null | null | null | null | null | null | 338 | 104 | HTTPS | 950,886 | 1,645 | null | null |
13639ea8-c472-46a5-a76a-d6cc14ae897e | 2025-03-05T05:40:56 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 167.48.55.71 to 20.176.76.156 MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "56979df19d7cfcc09951d15f317ff68606dc20b3",
"user_agent": "Opera/9.82.(Windows 98; Win 9x 4.90; as-IN) Presto/2.9.185 Version/10.00",
"session_id": "314de522-431d-4091-9fb4-ceb2ed02f078",
"risk_score": 58.24,
"confidence": 0.26
} | null | latency_spike | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | Network latency_spike from 167.48.55.71 to 20.176.76.156 MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | null | null | null | null | 167.48.55.71 | 20.176.76.156 | null | null | null | null | null | null | null | null | null | null | HTTPS | 898,693 | null | null | null |
9be9b5ca-d50a-4f5a-a6e5-3b32aaf1cfc2 | 2021-04-08T08:14:27 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Brute Force detected from 73.44.150.228 targeting 146.56.103.123 No additional info | {
"geo_location": "Botswana",
"device_hash": "ca1c75b817eaf2a498fb433bd32b1b49a038f59ad0a7a805750fb834a17d0530",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; pt-PT; rv:1.9.1.20) Gecko/7275-01-17 08:22:24 Firefox/3.8",
"session_id": "f94eb22e-d058-4dc6-8022-0f350e35bc6c",
"risk_score": 35.33,
"confidence": 0.... | null | null | null | null | null | No additional info | Wazuh Alert: Brute Force detected from 73.44.150.228 targeting 146.56.103.123 No additional info | null | null | null | null | 73.44.150.228 | 146.56.103.123 | Brute Force | SIG-7859 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
058aea9f-880b-4475-a777-625ed734dab2 | 2024-03-15T08:08:43 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Azure by amandachang No additional info | {
"geo_location": "Uganda",
"device_hash": "5d834a129dafa83b7d5a103536228e0f48cbf37a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; id-ID) AppleWebKit/535.17.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6535.17.1",
"session_id": "3aaad877-cba0-4965-b5eb-de4a7d98300a",
"risk... | amandachang | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by amandachang No additional info | null | null | null | null | null | null | null | null | null | Azure | res-b5194943 | null | null | null | null | null | null | null | null | null | null |
13d66582-823a-416c-9baf-735bdc25b4e5 | 2025-02-06T01:52:37 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: Domain Fronting detected from 156.169.237.63 targeting N/A MITRE Technique: T1218.011 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "fdf8d087b5f7fc3aa51c566c65ddcfb2",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/45.0.822.0 Safari/534.2",
"session_id": "bef5f8aa-7b42-439a-937a-faf9c8cf3cae",
"risk_score": 57.81,
"confidence": 0.7
... | null | null | null | null | null | MITRE Technique: T1218.011 | Trellix Alert: Domain Fronting detected from 156.169.237.63 targeting N/A MITRE Technique: T1218.011 | null | null | null | null | 156.169.237.63 | N/A | Domain Fronting | SIG-4875 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
4e8fc666-68fc-43a5-9de4-dbb2b5c6f750 | 2025-02-03T13:25:21 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny SSH traffic from 154.30.251.207:624 to 202.120.104.234:1012 No additional info noise=RGVncmVlLg== | {
"geo_location": "Iran",
"device_hash": "12ccb9a83fce0759b0c40275c08bd6eaeb2717fd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_7; rv:1.9.2.20) Gecko/6683-12-02 14:43:15 Firefox/3.8",
"session_id": "8ca10d3c-c772-4a40-9953-cf1deee21a0c",
"risk_score": 38.2,
"confidence": 0.69
} | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 154.30.251.207:624 to 202.120.104.234:1012 No additional info | null | null | null | null | 154.30.251.207 | 202.120.104.234 | null | null | null | null | null | null | null | null | 624 | 1,012 | SSH | 683,491 | 1,600 | null | null |
d03fb8f6-b882-4d25-b1a0-e473a9dd4790 | 2025-05-19T07:04:29 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 29.160.137.31 to 107.177.197.106 No additional info noise=develop|floor|music | {
"geo_location": "Suriname",
"device_hash": "132fafec1970d9bb534ff50262d666519c809ab1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_2; rv:1.9.2.20) Gecko/8765-09-01 11:30:15 Firefox/3.6.4",
"session_id": "f724ae3e-e674-454e-92fc-fb796195e961",
"risk_score": 33.71,
"confidence": 0.4
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 29.160.137.31 to 107.177.197.106 No additional info | null | null | null | null | 29.160.137.31 | 107.177.197.106 | null | null | null | null | null | null | null | null | null | null | TCP | 165,499 | null | null | null |
a36e2c33-dc27-4361-a31b-7bf1bdf3d10b | 2025-06-05T00:01:34 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth failed for thomas04 via OAuth from 5.18.193.62 Associated Threat Actor: Kimsuky | {
"geo_location": "San Marino",
"device_hash": "e057b30dfebf25b9cc0c2d42c08f5fe2",
"user_agent": "Opera/9.51.(X11; Linux i686; os-RU) Presto/2.9.187 Version/10.00",
"session_id": "5888b16f-2c1f-42ff-b805-cf1273c9ab18",
"risk_score": 28.06,
"confidence": 0.42
} | thomas04 | failed | null | null | null | Associated Threat Actor: Kimsuky | Auth failed for thomas04 via OAuth from 5.18.193.62 Associated Threat Actor: Kimsuky | null | null | null | null | 5.18.193.62 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | d9:fd:47:85:13:30 |
ef2f26a0-d2ae-47b1-b48f-5293369d4086 | 2025-06-11T02:40:10 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by hartrichard No additional info | {
"geo_location": "Togo",
"device_hash": "605e6fc381d672f6c9e75063c0f145ac88c63f8cf63f801dc95db5af8120a8de",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/13.0.829.0 Mobile/95K538 Safari/531.0",
"session_id": "d3f9ae71-bf55-4aeb-abc5-7b61a896... | hartrichard | fine_tuning | null | null | null | No additional info | AI system fine_tuning by hartrichard No additional info | {
"baseline_deviation": 0.82,
"entropy": 4.51,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-99bf0b51 | 8770b7b01da1c5a713727cfa561eef0463300079878e5541e92820f53133d27c | 59cbb3097c1af0c095c412f43deabd5c380bb388 | null | null | null | null | null | null | null |
9893e7f8-19a9-40ec-86d8-a16c64b6c395 | 2025-04-01T14:24:06 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by john75 Cross-tenant access detected | {
"geo_location": "Romania",
"device_hash": "723091ebb1ff354c2ed233b1813219ab011505b5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/59.0.884.0 Safari/531.2",
"session_id": "b3515649-9221-4dcf-a57b-85d600567ff2",
"risk_score": 80.39,
"confiden... | john75 | storage_access | null | null | null | Cross-tenant access detected | Cloud storage_access in AWS by john75 Cross-tenant access detected | {
"baseline_deviation": 1.55,
"entropy": 6.05,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-2bb43ad7 | null | null | null | null | null | null | null | null | null | null |
dbf495c4-19a8-455d-bdd7-2fce1a5af305 | 2025-04-10T18:50:59 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera firmware_update No additional info noise=U3VyZS4= | {
"geo_location": "El Salvador",
"device_hash": "e516880e6ea75e2ba2747d3bc8d6e0bf",
"user_agent": "Opera/9.46.(Windows NT 6.1; lo-LA) Presto/2.9.162 Version/11.00",
"session_id": "b9fbc985-d9cb-4e3d-a95b-251bdf73055f",
"risk_score": 65.09,
"confidence": 0.76
} | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-38619b31 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6a197595-c3b0-416b-9370-91d41ffff6fd | 2025-07-08T17:41:24 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in Alibaba by waltonmonica No additional info | {
"geo_location": "Costa Rica",
"device_hash": "b8bf6178fa8186d78a3f8ab441a7a624",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/16.0.852.0 Safari/535.2",
"session_id": "c1ffcf27-5369-426a-9e91-d6650cf807cf",
"risk_score": 81.45,
"confidence": 0.78
} | waltonmonica | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by waltonmonica No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-033fc643 | null | null | null | null | null | null | null | null | null | null |
617b61b5-3589-4449-8e61-4eadde8bd5d6 | 2025-03-11T03:00:11 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by michelle17 MITRE Technique: T1574.002 | {
"geo_location": "United Arab Emirates",
"device_hash": "e255338f37ac2ca6a4f7240acb15f22d4017dd8f3c97409cb5945aedf3e10f6a",
"user_agent": "Opera/9.45.(Windows NT 5.01; ayc-PE) Presto/2.9.180 Version/12.00",
"session_id": "946e2173-dde9-4e4a-8fea-484171abb394",
"risk_score": 36.52,
"confidence": 0.1
} | michelle17 | model_inversion | null | null | null | MITRE Technique: T1574.002 | AI system model_inversion by michelle17 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-a7c206c6 | efd8d97f2c81297b204de7124d9a7888c85b0d8b | 41ccc89cb1de21704335678d15afe5ed00ed4ef8ab6d97995eaeb69b06b51dff | null | null | null | null | null | null | null |
42b98ec2-8d78-4976-9cff-9f59472041c8 | 2025-01-23T22:51:10 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load own by martinapril No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "8474865caab46564fe276a83f04943d7b12e1cafb94f70b9c8850c93beddd6e0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.0)",
"session_id": "ed4e3fc0-11ab-43df-a715-3af5286a99e1",
"risk_score": 57.31... | martinapril | driver_load | own | 7,461 | cmd.exe | No additional info | Endpoint driver_load own by martinapril No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
50fffffd-3ba2-4491-9710-0b426c376639 | 2025-03-06T13:26:04 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 167.214.181.169 to 9.239.211.133 MITRE Technique: T1134.001 | {
"geo_location": "Wallis and Futuna",
"device_hash": "579679a6a43fcde64ad3469919f38d8d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_3 rv:3.0; af-ZA) AppleWebKit/534.27.4 (KHTML, like Gecko) Version/5.1 Safari/534.27.4",
"session_id": "17b5de24-182e-450c-997d-69bb25ae2361",
"risk_score": 55.... | null | beaconing | null | null | null | MITRE Technique: T1134.001 | Network beaconing from 167.214.181.169 to 9.239.211.133 MITRE Technique: T1134.001 | null | null | null | null | 167.214.181.169 | 9.239.211.133 | null | null | null | null | null | null | null | null | null | null | ICMP | 408,877 | null | null | null |
c987b682-3b78-4955-be25-95017162a71d | 2025-03-30T01:36:37 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /although/clearly.json by markkirk No additional info | {
"geo_location": "Guam",
"device_hash": "638293bb3701113ed1069ecc4ca8eec0",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/35.0.816.0 Safari/533.0",
"session_id": "7646e063-d17c-4494-8905-8772f65eb223",
"risk_score": 35.37,
"confidence": 0.26
} | markkirk | file_access | /although/clearly.json | 7,363 | powershell.exe | No additional info | Endpoint file_access /although/clearly.json by markkirk No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0861f5e5-3446-42fe-b66c-7240e3afc89e | 2025-06-01T10:29:20 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in AWS by yjohnson Associated Threat Actor: FIN7 | {
"geo_location": "Nigeria",
"device_hash": "ec15fc3b10f611b87d98d47d09da079f21f5780f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/32.0.879.0 Safari/533.1",
"session_id": "62429d46-7210-4110-ac3b-3cf4ad378770",
"risk_score": 66.32,
"confidence": 0.69
} | yjohnson | lambda_execution | null | null | null | Associated Threat Actor: FIN7 | Cloud lambda_execution in AWS by yjohnson Associated Threat Actor: FIN7 | {
"baseline_deviation": 2.15,
"entropy": 4.58,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-32182e80 | null | null | null | null | null | null | null | null | null | null |
d9f88dd5-5650-4e67-ad75-1b1cf675426f | 2025-06-28T08:55:44 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Container Escape detected from 176.81.167.202 targeting 144.36.248.234 No additional info | {
"geo_location": "Bahamas",
"device_hash": "309f0984e2a3f1ad31bce07ffaa9ea919350eb8f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.1)",
"session_id": "9d6bf334-a31e-4ae7-85be-1d732f535ce4",
"risk_score": 40.49,
"confidence": 0.58
} | null | null | null | null | null | No additional info | Snort Alert: Container Escape detected from 176.81.167.202 targeting 144.36.248.234 No additional info | null | null | null | null | 176.81.167.202 | 144.36.248.234 | Container Escape | SIG-5927 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
550f64c3-c11c-487c-b48a-af0d9d7e3b95 | 2025-05-05T23:57:44 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SSH traffic from 114.2.89.174:888 to 114.216.99.68:904 MITRE Technique: T1059.005 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "3d4473e8dc9f545ff49861db4066750d",
"user_agent": "Opera/9.49.(X11; Linux x86_64; li-NL) Presto/2.9.167 Version/12.00",
"session_id": "9e792add-e27f-430d-bb47-63d66c6c23cb",
"risk_score": 38.59,
"confidence": 0.83
} | null | inspect | null | null | null | MITRE Technique: T1059.005 | Firewall inspect SSH traffic from 114.2.89.174:888 to 114.216.99.68:904 MITRE Technique: T1059.005 | null | null | null | null | 114.2.89.174 | 114.216.99.68 | null | null | null | null | null | null | null | null | 888 | 904 | SSH | 948,307 | 462 | null | null |
04231e39-2707-449c-9e0a-2c249add20c4 | 2025-02-15T22:55:29 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Alibaba by marioclark Associated Threat Actor: APT37 | {
"geo_location": "Estonia",
"device_hash": "5fe3c6a1dfeaf346ea9bc29547f94c8a267a605fb6a7606b0a401ebf881300b3",
"user_agent": "Mozilla/5.0 (Windows CE; pa-PK; rv:1.9.0.20) Gecko/2266-03-22 23:12:12 Firefox/3.6.16",
"session_id": "455a6fb8-ec89-4248-8f13-4d77269441d2",
"risk_score": 39.83,
"confidence": 0.89... | marioclark | config_change | null | null | null | Associated Threat Actor: APT37 | Cloud config_change in Alibaba by marioclark Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | Alibaba | res-48ea1d7a | null | null | null | null | null | null | null | null | null | null |
b0291dcc-186e-492e-b027-349a558412d7 | 2025-04-23T18:19:24 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by colleen07 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "0c76293cdcd20d47b2b3516d25337c56bc37f6ef",
"user_agent": "Opera/9.85.(Windows NT 5.01; zh-HK) Presto/2.9.174 Version/11.00",
"session_id": "6ffbdda7-8f46-4fc8-a5d6-68a56eb852f9",
"risk_score": 43.46,
"confidence": 0.4
} | colleen07 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by colleen07 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d75a3327 | eba119668b75630d7838cbf68aadb748956b20a4 | 994166f8a9d075190b826f656f0d92829d1ab53b | null | null | null | null | null | null | null |
31dda480-21c2-4557-82a3-753bd802006e | 2025-01-23T11:47:04 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /while/see.txt by laura56 MITRE Technique: T1566.001 | {
"geo_location": "Australia",
"device_hash": "76e5c8ee2ce8aed880a005690aab66322908d4e62ea553228a294c927b1e9007",
"user_agent": "Opera/9.43.(Windows NT 10.0; ff-SN) Presto/2.9.173 Version/12.00",
"session_id": "03f9fd05-3574-438b-a3e3-08bb86934082",
"risk_score": 21.73,
"confidence": 0.25
} | laura56 | scheduled_task | /while/see.txt | 1,838 | powershell.exe | MITRE Technique: T1566.001 | Endpoint scheduled_task /while/see.txt by laura56 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d4938dfa-0cc0-4400-9462-c1c8922cb1c0 | 2025-06-29T16:58:35 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: Living-off-the-Land detected from 134.229.225.57 targeting 15.145.140.83 MITRE Technique: T1134.001 noise=Democrat|political|majority | {
"geo_location": "Taiwan",
"device_hash": "0edbcdcffc20054e9f8fd6d65d268399fad873d2c72145e675b9944da7e47d1d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_0 rv:3.0; ayc-PE) AppleWebKit/533.12.2 (KHTML, like Gecko) Version/4.0 Safari/533.12.2",
"session_id": "87656c65-b532-4ba4-88ee-7a86751debd9"... | null | null | null | null | null | MITRE Technique: T1134.001 | ArcSight Alert: Living-off-the-Land detected from 134.229.225.57 targeting 15.145.140.83 MITRE Technique: T1134.001 | null | null | null | null | 134.229.225.57 | 15.145.140.83 | Living-off-the-Land | SIG-5167 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
3882c10e-59eb-43dc-89ac-edc3dcbd6c2b | 2025-06-07T08:21:55 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /good/attack.xlsx by smithrichard MITRE Technique: T1059.005 | {
"geo_location": "Solomon Islands",
"device_hash": "b41c595755e1f2aa488a3a1b63d20639",
"user_agent": "Opera/8.93.(Windows 98; Win 9x 4.90; mhr-RU) Presto/2.9.185 Version/12.00",
"session_id": "b503b8c0-d14d-4617-8b0f-478b64a90497",
"risk_score": 47.47,
"confidence": 0.46
} | smithrichard | registry_change | /good/attack.xlsx | 4,307 | svchost.exe | MITRE Technique: T1059.005 | Endpoint registry_change /good/attack.xlsx by smithrichard 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 |
775a15a3-c634-4b78-905c-69241d4aa4ae | 2025-01-26T18:29:28 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by thomas30 No additional info | {
"geo_location": "Maldives",
"device_hash": "16f162f9bd0425a55aced1fc8ca5b3730a394047",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.0)",
"session_id": "e58b9112-7c6e-4768-ab77-0924ce392bdf",
"risk_score": 47.77,
"confidence": 0.85
} | thomas30 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by thomas30 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fa2bd5e2 | 24a8bd5ca2472ba1cb114ecc1988cec0f9d0921c795f9cc405e821d39c3b7b42 | 5ae70a545fb3df29bae97915a361988cf20053a5 | null | null | null | null | null | null | null |
a24ee545-e8c3-4ea3-bf9f-e449cf18193c | 2025-03-23T20:04:57 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by robertsonjacob MITRE Technique: T1566.001 | Associated Threat Actor: APT29 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Sao Tome and Principe",
"device_hash": "691db3e77626906cfa14378d8b27de32",
"user_agent": "Opera/8.97.(X11; Linux x86_64; brx-IN) Presto/2.9.189 Version/10.00",
"session_id": "31e3cef2-2ed1-4121-a9de-7a98205d51cc",
"risk_score": 54.61,
"confidence": 0.21
} | robertsonjacob | lambda_execution | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: APT29 | Unconventional IOC: Power consumption spikes | Cloud lambda_execution in Alibaba by robertsonjacob MITRE Technique: T1566.001 | Associated Threat Actor: APT29 | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | Alibaba | res-519320fa | null | null | null | null | null | null | null | null | null | null |
c1dd9b9c-d13b-4633-a3d5-d61491d6ad09 | 2025-03-21T09:27:53 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for catherine57 via password from 210.222.175.126 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "00ee793eeaa80ac1754c2b302a08c585",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/27.0.817.0 Safari/532.1",
"session_id": "4348f840-5d9b-489a-9494-c39567651506",
"risk_score": 61.68,
"confidence": 0.08
} | catherine57 | failed | null | null | null | No additional info | Auth failed for catherine57 via password from 210.222.175.126 No additional info | {
"baseline_deviation": 0.51,
"entropy": 5.13,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 210.222.175.126 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 36:da:af:b3:da:b6 |
a955739d-94b3-4724-ab92-98136b228c0f | 2025-05-18T11:31:51 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "El Salvador",
"device_hash": "f0f7350d0be55da7de3a2ff3738c0065",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 11_4_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/31.0.885.0 Mobile/15U689 Safari/535.2",
"session_id": "86ef5942-b767-49ce-b9cb-08d75a4acdda",
"risk_score": 33.01,... | null | sensor_spoofing | null | null | null | Unconventional IOC: Bios timestamp anomalies | IoT device Camera sensor_spoofing Unconventional IOC: Bios timestamp anomalies | null | Camera | iot-6f7ea9a5 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b5f81e07-a7dd-44d1-97a8-bbb5b6b480f2 | 2025-01-27T04:58:27 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by valdezsarah No additional info | {
"geo_location": "North Macedonia",
"device_hash": "ca1f19b32be6c2d33e7d0102ac6214bb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.1)",
"session_id": "f1caed8b-469a-477c-a874-2ad8b9aa24c0",
"risk_score": 39.6,
"confidence": 0.1
} | valdezsarah | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by valdezsarah No additional info | null | null | null | null | null | null | null | null | null | Azure | res-50a9fb1f | null | null | null | null | null | null | null | null | null | null |
d9b275bd-5149-48db-8081-5a7ab0934b71 | 2025-05-10T17:12:53 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection staff by davidholland No additional info noise=always|politics|ready | {
"geo_location": "Jordan",
"device_hash": "2673a6794504e5e515a8cc60b3c3ae5aab05cdb7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.0)",
"session_id": "f3edf314-1d2d-4f81-a1ce-bfe97aa456c3",
"risk_score": 39.88,
"confidence": 0.87
} | davidholland | memory_injection | staff | 5,798 | cmd.exe | No additional info | Endpoint memory_injection staff by davidholland No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f400649-7b4d-4a8c-8dce-d68ba278d4bb | 2025-06-30T02:53:45 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny TCP traffic from 10.115.247.195:39114 to 10.89.120.121:480 Geo anomaly: Impossible travel detected | {
"geo_location": "Gabon",
"device_hash": "37f1e8571becda01f640fcb22b61a790",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.23.7 (KHTML, like Gecko) Version/4.0 Safari/531.23.7",
"session_id": "a912491d-90d4-40a1-9b7a-1e8f8fed450e",
"risk_score": 63.81,
"confidence": 0.85
} | null | deny | null | null | null | Geo anomaly: Impossible travel detected | Firewall deny TCP traffic from 10.115.247.195:39114 to 10.89.120.121:480 Geo anomaly: Impossible travel detected | null | null | null | null | 10.115.247.195 | 10.89.120.121 | null | null | null | null | null | null | null | null | 39,114 | 480 | TCP | 416,785 | 3,158 | null | null |
5d36a79d-c50a-475a-889a-52653d50c1a9 | 2025-06-28T08:16:47 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in AWS by byrdjason MITRE Technique: T1547.001 | {
"geo_location": "Israel",
"device_hash": "bfcf7f5bd20f5f8da5fd16da499a9fe7",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ak-GH; rv:1.9.1.20) Gecko/8507-01-25 11:46:44 Firefox/3.8",
"session_id": "72b28d91-fd79-4e3b-a0be-a51ccc011735",
"risk_score": 45.54,
"confidence": 0.36
} | byrdjason | shadow_it | null | null | null | MITRE Technique: T1547.001 | Cloud shadow_it in AWS by byrdjason MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | AWS | res-714bd12a | null | null | null | null | null | null | null | null | null | null |
13a273d8-b8f0-49bf-86bd-509705fc6c51 | 2025-06-11T20:58:11 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for reedronald via passwordless from 113.174.184.85 No additional info | {
"geo_location": "Tonga",
"device_hash": "c7eddd5089c5984c11a5615bc4cbc615c159a4fd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.22.6 (KHTML, like Gecko) Version/5.0 Safari/534.22.6",
"session_id": "42490e0c-6cff-47a4-91f4-f2e5741b7c2e",
"risk_score": 45.52,
"confidence": 0.13
} | reedronald | bypass | null | null | null | No additional info | Auth bypass for reedronald via passwordless from 113.174.184.85 No additional info | null | null | null | null | 113.174.184.85 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 20:e1:80:16:32:c8 |
e53ff1c6-950b-4ad2-a658-fc75f1d5acab | 2025-03-10T05:29:32 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by lhamilton Associated Threat Actor: APT29 | {
"geo_location": "Anguilla",
"device_hash": "dd27686dbecf249ad26d069394bec51a08dbf95463a6786a547015ee40cc102c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/16.9q3015.0 Mobile/61F468 Safari/536.0",
"session_id": "0b2995c4-edef-496c-8ab2-86191d15... | lhamilton | adversarial_input | null | null | null | Associated Threat Actor: APT29 | AI system adversarial_input by lhamilton Associated Threat Actor: APT29 | null | null | null | null | null | null | null | null | null | null | null | model-b7a86677 | 71d8c22bef6793302cd27de8ea90f4e4 | 0cb39d018661f4637a625cc27869d4160ab8c7a2 | null | null | null | null | null | null | null |
75133264-43ce-4b0d-8f73-d56fd7e9e581 | 2025-03-11T11:57:06 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine TCP traffic from 31.21.197.216:369 to 144.108.157.71:154 No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "f753201721b9f58ddd3e2a2e65fa9338",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/30.0.885.0 Safari/531.1",
"session_id": "d6bffd0e-d1e1-43a6-adc2-c4ad08a0e471",
"risk_score": 53.51,
"confidence": 0.59
} | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 31.21.197.216:369 to 144.108.157.71:154 No additional info | null | null | null | null | 31.21.197.216 | 144.108.157.71 | null | null | null | null | null | null | null | null | 369 | 154 | TCP | 9,310 | 985 | null | null |
b81cff37-52e1-4781-92f4-7a517334e006 | 2025-02-15T22:00:01 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop also by ambergreen No additional info | {
"geo_location": "Peru",
"device_hash": "e07a19b54bbd573696391ce62b8766f6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "49ef7650-5194-407c-9c22-a8ec93e72d99",
"risk_score": 45.61,
"confidence": 0.33
} | ambergreen | process_stop | also | 7,067 | powershell.exe | No additional info | Endpoint process_stop also by ambergreen No additional info | {
"baseline_deviation": 1.06,
"entropy": 7.28,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f6fcc38c-6bf3-4959-97a6-d3049635bdf1 | 2025-04-16T14:45:58 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Ghana",
"device_hash": "207d8257365175d3bd20195e09aa771382b5303af72829d9638b59e5bf252806",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_8; rv:1.9.2.20) Gecko/2955-12-24 22:57:20 Firefox/3.6.1",
"session_id": "d383f346-4dfd-40ca-83c9-8f231ef225d2",
"risk_score": 33.97,
"confi... | null | protocol_violation | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | null | Thermostat | iot-69a499f4 | 7.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ff59794-0599-4817-adba-f588b6ef2652 | 2025-04-26T18:16:43 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 39.158.173.112:548 to 214.174.37.242:14143 MITRE Technique: T1574.002 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "43986b77801bc7efc3b2707a390c746937b6e754c6044c4b573fe44ec921fa29",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.24.1 (KHTML, like Gecko) Version/5.0.1 Safari/531.24.1",
"session_id": "fba1e368-f5e3-4ce9-89a2-76fb611c9b6f",... | null | allow | null | null | null | MITRE Technique: T1574.002 | Firewall allow DNS traffic from 39.158.173.112:548 to 214.174.37.242:14143 MITRE Technique: T1574.002 | null | null | null | null | 39.158.173.112 | 214.174.37.242 | null | null | null | null | null | null | null | null | 548 | 14,143 | DNS | 41,040 | 2,825 | null | null |
41269b4c-d40f-4a6f-9184-5ad21a885d4a | 2025-01-31T12:21:56 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall allow DNS traffic from 23.61.226.251:65162 to 210.195.46.92:589 No additional info | {
"geo_location": "American Samoa",
"device_hash": "9f71a7433583a0a1c462e43ef9733c9fa30b9525ef72da4d908306d7667d38a5",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9284-11-16 22:12:55 Firefox/3.6.19",
"session_id": "fbd8de8b-fcbe-4a27-99c0-a4996bc21f40",
"risk_score": 61.75,
"confidence":... | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 23.61.226.251:65162 to 210.195.46.92:589 No additional info | null | null | null | null | 23.61.226.251 | 210.195.46.92 | null | null | null | null | null | null | null | null | 65,162 | 589 | DNS | 885,859 | 1,799 | null | null |
e00e0dd8-9fab-48ff-a76f-1d7d7a79eab5 | 2025-07-02T09:00:13 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop unit by bryan78 MITRE Technique: T1547.001 | {
"geo_location": "Greece",
"device_hash": "aa7d72937abd7e14cb638c7f622e8ac8",
"user_agent": "Opera/8.85.(Windows NT 6.0; lo-LA) Presto/2.9.180 Version/11.00",
"session_id": "ff2967db-05bd-4c06-988e-16c876c337c7",
"risk_score": 28.59,
"confidence": 0.45
} | bryan78 | process_stop | unit | 642 | explorer.exe | MITRE Technique: T1547.001 | Endpoint process_stop unit by bryan78 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 |
c56ba3b6-7e67-43b6-8563-06274543e8b8 | 2025-03-07T13:46:05 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 9.76.207.111:590 to 4.179.164.125:542 No additional info noise=UG9saWNlLg== | {
"geo_location": "Faroe Islands",
"device_hash": "0408d7d515dea654904b0f22c06c1687e3d39d89",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/49.0.872.0 Safari/533.2",
"session_id": "7e47a315-a950-4706-8c08-235effad4f2f",
"risk_score": 57.35,
"confidence": 0.96... | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 9.76.207.111:590 to 4.179.164.125:542 No additional info | null | null | null | null | 9.76.207.111 | 4.179.164.125 | null | null | null | null | null | null | null | null | 590 | 542 | RDP | 685,294 | 2,839 | null | null |
19dc1c3c-042b-401b-b922-997c259ebfa9 | 2024-02-03T05:29:33 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 10.227.254.145 to 67.191.114.109 No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "15d8d1ee1b16dabea2bbae4950c24108d57acf58",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; yue-HK) AppleWebKit/531.16.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.16.1",
"session_id": "4b47dea8-11bf-4a11-9aeb-d1c70... | null | beaconing | null | null | null | No additional info | Network beaconing from 10.227.254.145 to 67.191.114.109 No additional info | {
"baseline_deviation": 1.66,
"entropy": 4.6,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.227.254.145 | 67.191.114.109 | null | null | null | null | null | null | null | null | null | null | ICMP | 576,756 | null | null | null |
6a8de865-2a9c-4b38-8701-44a816cdafb1 | 2025-06-28T09:17:21 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth bypass for thomasbennett via MFA from 220.255.185.162 No additional info noise=increase|rule|reflect | {
"geo_location": "Samoa",
"device_hash": "ae0b24e3e1b836ff612efefe20bf6ef615a5801d781466bf3a929ade6ed7bd77",
"user_agent": "Opera/9.35.(X11; Linux i686; gv-GB) Presto/2.9.183 Version/10.00",
"session_id": "088cee8e-56cf-4ad3-8d30-107357a9a2bb",
"risk_score": 34.66,
"confidence": 0.77
} | thomasbennett | bypass | null | null | null | No additional info | Auth bypass for thomasbennett via MFA from 220.255.185.162 No additional info | null | null | null | null | 220.255.185.162 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 50:10:1c:b1:f5:c5 |
5e5ae9c2-f3ea-4480-b625-57d1c6bf863e | 2025-04-12T16:56:24 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: Domain Fronting detected from 3.201.147.134 targeting 181.48.238.161 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "9abd2db1de7bed7882bdad628c4b687d",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; kok-IN; rv:1.9.0.20) Gecko/8392-01-11 05:28:12 Firefox/9.0",
"session_id": "fda56998-8a8e-4b05-ae6a-3a2df2ca001a",
"risk_score": 60.61,
"confidence": 0.53
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Domain Fronting detected from 3.201.147.134 targeting 181.48.238.161 No additional info | {
"baseline_deviation": 1.3,
"entropy": 4.67,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 3.201.147.134 | 181.48.238.161 | Domain Fronting | SIG-8651 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
72717d13-40da-446d-b49f-4e1517684c8a | 2025-04-10T16:50:28 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by travistara No additional info noise=list | {
"geo_location": "Macao",
"device_hash": "1e057d1cb5684b4f2485b587c4b3abd5c3628458",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/46.0.844.0 Safari/534.2",
"session_id": "2bbd530f-32f1-4bc9-9ea8-831183fb7cf6",
"risk_score": 63.28,
"confidence": 0.63
} | travistara | model_access | null | null | null | No additional info | AI system model_access by travistara No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9db6337a | adbbd20cb96c5db82dd27b406c4c5ecbe17f8acd | 6c41c455298ebf65470e78b6d4f1ac85a7ceee5d | null | null | null | null | null | null | null |
adacf2c6-27a5-40b7-ac24-74a23459171c | 2025-06-07T23:41:50 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in OCI by agutierrez MITRE Technique: T1204.002 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "49ba46deb0f91cc6ac4e309c8f6dc937",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_7; rv:1.9.4.20) Gecko/4252-06-17 15:52:21 Firefox/3.8",
"session_id": "a154bf4e-6f2f-4651-b30c-3bf430345a87",
"risk_score": 46.9,
"confidence... | agutierrez | shadow_it | null | null | null | MITRE Technique: T1204.002 | Cloud shadow_it in OCI by agutierrez MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | OCI | res-1ca588a2 | null | null | null | null | null | null | null | null | null | null |
c61c071b-cc3a-42dd-901d-127f02a5568a | 2025-03-31T18:22:10 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 86.248.241.92 to 64.1.98.141 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "22bbae6ed6ae61329b007c05d47b1f55d2c0450b4ee63bc2ee80ff3570defbb9",
"user_agent": "Opera/9.96.(Windows 98; ug-CN) Presto/2.9.174 Version/11.00",
"session_id": "f707bba8-8664-47f3-aba7-4ab5e7902820",
"risk_score": 54.33,
"confidence": 0.6
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 86.248.241.92 to 64.1.98.141 No additional info | null | null | null | null | 86.248.241.92 | 64.1.98.141 | null | null | null | null | null | null | null | null | null | null | TCP | 644,070 | null | null | null |
5ea234f0-2e7b-4480-800a-e7546fcc76df | 2025-06-27T23:25:02 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec then by ywood No additional info | {
"geo_location": "Suriname",
"device_hash": "65e1596f8bf765a12be2e944ee0335d1df987c5f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.1)",
"session_id": "120a29bd-2801-41ae-985d-73b894881201",
"risk_score": 39.02,
"confidence": 0.26
} | ywood | wmi_exec | then | 4,976 | explorer.exe | No additional info | Endpoint wmi_exec then by ywood No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e8a30cc-d664-44be-a688-58c20270bb03 | 2025-04-29T08:11:16 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth success for sjimenez via password from 8.70.191.233 No additional info | {
"geo_location": "Lithuania",
"device_hash": "847516d497a568ba8892982552ffc6e1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; si-LK) AppleWebKit/534.6.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6534.6.5",
"session_id": "ec79cdec-47f2-498f-a908-ea09414da4c5",
"risk_score"... | sjimenez | success | null | null | null | No additional info | Auth success for sjimenez via password from 8.70.191.233 No additional info | null | null | null | null | 8.70.191.233 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | f8:60:ec:1c:f8:66 |
5f9c2349-c371-496f-95d8-e4af7a188782 | 2025-01-29T20:58:11 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_access by sharonwashington No additional info | {
"geo_location": "Guinea",
"device_hash": "83c0ee98cb5f0f0c73e5f488c05ae329",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.0)",
"session_id": "49d25a8d-c74d-4f45-b468-93a9a6c11add",
"risk_score": 43.31,
"confidence": 0.11
} | sharonwashington | model_access | null | null | null | No additional info | AI system model_access by sharonwashington No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7a6b49da | ee45b05e613c116a95c9f447448731c1 | a1983aa72d3a5bebfcd249a9712bcd1d | null | null | null | null | null | null | null |
15d5d6ff-a84e-4554-887c-4029ebcf81d7 | 2028-10-14T00:33:36 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: DDoS detected from 117.59.35.229 targeting 47.48.181.115 No additional info noise=category/categories/main | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "c13688450a6f0104d226c9aa27a95cf7",
"user_agent": "Opera/8.77.(X11; Linux x86_64; wo-SN) Presto/2.9.185 Version/10.00",
"session_id": "86b5e0d8-587b-4bfa-ae86-d0eb3f36de11",
"risk_score": 41.31,
"confidence": 0.41
} | null | null | null | null | null | No additional info | Carbon Black Alert: DDoS detected from 117.59.35.229 targeting 47.48.181.115 No additional info | null | null | null | null | 117.59.35.229 | 47.48.181.115 | DDoS | SIG-3095 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
d1ad4618-c1f1-4606-acce-e3935d625f3b | 2025-04-25T04:55:45 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Medical protocol_violation Associated Threat Actor: Equation Group | {
"geo_location": "Mongolia",
"device_hash": "46bbb92f4565b7129b0e8bca4258e32d",
"user_agent": "Opera/9.30.(X11; Linux i686; kok-IN) Presto/2.9.169 Version/10.00",
"session_id": "876c131c-996f-456b-9ccf-cad244d4fa6a",
"risk_score": 57.37,
"confidence": 0.85
} | null | protocol_violation | null | null | null | Associated Threat Actor: Equation Group | IoT device Medical protocol_violation Associated Threat Actor: Equation Group | null | Medical | iot-f0ad73db | 6.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57be57d9-ae54-48c1-859c-4250a9e2ad6f | 2025-05-20T13:45:43 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by angela88 Associated Threat Actor: REvil noise=U29jaWFsIFBNLg== | {
"geo_location": "Iran",
"device_hash": "33ad224ec6e3ea620334ca86802a92c155a674a207f967d887c5329d0cbf8ea1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.40.2 (KHTML, like Gecko) Version/4.1 Safari/532.40.2",
"session_id": "c8c234fe-cd47-485a-b21e-0a26abb21f36",
"risk_score": 42.53,... | angela88 | lambda_execution | null | null | null | Associated Threat Actor: REvil | Cloud lambda_execution in Azure by angela88 Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | Azure | res-e9750b90 | null | null | null | null | null | null | null | null | null | null |
64106cd6-0105-4888-99e7-e288377d5eae | 2025-01-19T16:58:14 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Azure by alison36 No additional info noise=two|what|season | {
"geo_location": "Equatorial Guinea",
"device_hash": "3b1c3032885e9adfd6dd8f87c68984ce20b188a2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; szl-PL) AppleWebKit/533.28.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.28.7",
"session_id": "04a1e880-3529-4b8f-b971-64267787dd... | alison36 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by alison36 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-cef5bb7c | null | null | null | null | null | null | null | null | null | null |
a166bc64-8399-4ebe-978b-8742e28e9d74 | 2025-06-03T22:12:32 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "South Africa",
"device_hash": "508e2c4a82671765cffad51f25fb8974ac06aa5d8c996fd82a8d20c9c8f4745c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_5 rv:3.0; am-ET) AppleWebKit/532.8.1 (KHTML, like Gecko) Version/4.0.5 Safari/532.8.1",
"session_id": "fb345e08-6e0e-4b6c-84aa-b2e40cb7... | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-41a573bf | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
66378f63-91de-4534-92d4-af951e55e9a4 | 2025-03-07T07:35:40 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for khunter via OAuth from 88.242.212.76 Unconventional IOC: ACPI table modifications | {
"geo_location": "Gambia",
"device_hash": "68634a637f9b7c58955447579d24f57c0de0a561",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; sl-SI) AppleWebKit/531.38.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6531.38.1",
"session_id": "475feabd-7334-4b06-992b-6edb621e0429",
"risk... | khunter | bypass | null | null | null | Unconventional IOC: ACPI table modifications | Auth bypass for khunter via OAuth from 88.242.212.76 Unconventional IOC: ACPI table modifications | null | null | null | null | 88.242.212.76 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 37:9b:29:f7:6f:bc |
6e8ff3a8-e2a9-463f-8d38-6397ab58fad2 | 2025-02-04T18:28:47 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 10.150.97.6 to 220.207.138.25 No additional info | {
"geo_location": "China",
"device_hash": "cbc963ec7f39facc31d8386776a6aabd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/37.0.880.0 Mobile/74X560 Safari/534.2",
"session_id": "2fa23d9d-36b1-406c-9b2e-b2dd696b85af",
"risk_score": 27.89,
"co... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 10.150.97.6 to 220.207.138.25 No additional info | null | null | null | null | 10.150.97.6 | 220.207.138.25 | null | null | null | null | null | null | null | null | null | null | HTTPS | 768,735 | null | null | null |
263b14d7-6635-4737-834c-48afaab456f5 | 2025-03-30T23:17:15 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by sosaellen Unconventional IOC: TPM attestation failures | {
"geo_location": "Guatemala",
"device_hash": "7f9dfeab0fad23466d1b6e52b6a40af2db3b49b3e97bd20b5688ea68e4198503",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/16.6y7650.0 Mobile/30Y646 Safari/533.2",
"session_id": "cff59040-b44b-4d0c-a937-3a67ab... | sosaellen | fine_tuning | null | null | null | Unconventional IOC: TPM attestation failures | AI system fine_tuning by sosaellen Unconventional IOC: TPM attestation failures | {
"baseline_deviation": 1.3,
"entropy": 4.13,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-73df318f | d589877e119a216eed30540bf3db2ad88aeaccd5 | 3353ed0c8aacf57ac0871004ee8013f6b7cc4884 | null | null | null | null | null | null | null |
b2b61e6b-61c1-44bf-84cd-4b7fcc142d30 | 2025-02-07T20:47:25 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system membership_inference by lingary MITRE Technique: T1059.001 | {
"geo_location": "Russia",
"device_hash": "503bdd2c32682df2a2630d1bdeabe030",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_4 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/16.0o4975.0 Mobile/28U032 Safari/532.0",
"session_id": "f523659f-3ae7-4107-9ef9-f21e8225573e",
"risk_score": 84.51,
"... | lingary | membership_inference | null | null | null | MITRE Technique: T1059.001 | AI system membership_inference by lingary MITRE Technique: T1059.001 | {
"baseline_deviation": 1.9,
"entropy": 7.61,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-e1a54563 | 93ad4dc6a8c4116eb4327a430ed8ab1900fab97d03ae75469574b5422c337320 | aad136385b4f409368721d4a557e3be1f98663ac | null | null | null | null | null | null | null |
c0aeb9fc-006c-4d9e-b029-6231c2062ce3 | 2025-07-11T03:01:06 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by dawsonjessica No additional info | {
"geo_location": "Aruba",
"device_hash": "f476fce1d7e4dba8f9fc9e8150510e36e35d2bb5",
"user_agent": "Mozilla/5.0 (Linux; Android 1.6) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/30.0.815.0 Safari/534.0",
"session_id": "92634a55-1f4e-48d1-95c2-36142500d406",
"risk_score": 54.94,
"confidence": 0.99
} | dawsonjessica | membership_inference | null | null | null | No additional info | AI system membership_inference by dawsonjessica No additional info | null | null | null | null | null | null | null | null | null | null | null | model-50de1b1a | 34c43499334b3b4bddb4b103b82dacb46d095c3c127d1501fcaacf96bffe9f4b | adb9e10b711bd98f539b3e2160266566afbe9062811a5b7eb277ea97b344cc99 | null | null | null | null | null | null | null |
8c9f8a33-fed9-452b-8de3-9e64206eefbd | 2025-07-06T19:24:14 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task within by rodriguezshannon MITRE Technique: T1059.001 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Bolivia",
"device_hash": "a529a7e3859d826e62b2f68897d7357d8eeb57bfc580e0d3789d753a68dc54f8",
"user_agent": "Opera/9.80.(Windows 98; Win 9x 4.90; lo-LA) Presto/2.9.183 Version/10.00",
"session_id": "f33fa074-33b6-4a06-8624-bd51cf53c4c2",
"risk_score": 29.31,
"confidence": 0.87
} | rodriguezshannon | scheduled_task | within | 4,616 | svchost.exe | MITRE Technique: T1059.001 | Unconventional IOC: Power consumption spikes | Endpoint scheduled_task within by rodriguezshannon MITRE Technique: T1059.001 | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
31ca18a6-3e4c-47dd-aee2-e8e8f1298462 | 2025-05-17T11:50:12 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for mitchellbates via key from 188.220.246.113 MITRE Technique: T1204.002 noise=person|walk|road | {
"geo_location": "Mongolia",
"device_hash": "ba8640563e19c4062364222ae958cf8971b085a4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.16.4 (KHTML, like Gecko) Version/4.0.5 Safari/535.16.4",
"session_id": "683990fd-1550-4bf6-be65-b4a5a3bf2519",
"risk_score": 39.49,
"confidence": ... | mitchellbates | timeout | null | null | null | MITRE Technique: T1204.002 | Auth timeout for mitchellbates via key from 188.220.246.113 MITRE Technique: T1204.002 | null | null | null | null | 188.220.246.113 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ba:97:0e:71:bb:26 |
b37720a9-ea82-46be-a5cd-e1563fcab249 | 2025-03-14T22:14:21 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth challenge for kylebrooks via password from 16.152.244.73 No additional info | {
"geo_location": "Norway",
"device_hash": "e640f2a3f410de492c4d604185b87a5997077c557c44a891892f1bf8eb6a4f79",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; tig-ER) AppleWebKit/531.28.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.28.2",
"session_id": "e0ec5ecd-6099-46a7-b7... | kylebrooks | challenge | null | null | null | No additional info | Auth challenge for kylebrooks via password from 16.152.244.73 No additional info | null | null | null | null | 16.152.244.73 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 09:d2:65:8a:4b:c7 |
0614b38a-e084-4fda-8e70-87fbe1dd686a | 2025-06-06T18:48:05 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task huge by michelletapia No additional info | {
"geo_location": "Russia",
"device_hash": "c4fc812508333602bc561f6678bf5aa7edeabcc93d4cde0dac8fe5514e18613b",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/23.0.855.0 Safari/532.0",
"session_id": "0e068864-4535-43c4-b992-cdf9d026cd43",
"risk_score": 71.05,
"confid... | michelletapia | scheduled_task | huge | 504 | cmd.exe | No additional info | Endpoint scheduled_task huge by michelletapia No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
470f8329-64cb-41b4-846d-72ed29660591 | 2025-07-02T21:35:59 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC physical_tamper No additional info noise=search/explore/tags | {
"geo_location": "Mexico",
"device_hash": "0100a57032e33268bd419f9562557bf1b28aaf3c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.1)",
"session_id": "33f5b5b3-4553-4612-8f58-d2dfd16fbae6",
"risk_score": 76.87,
"confidence": 0.24
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-12aa55d1 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7c8c5e85-ac9d-4750-95ac-3773911c1699 | 2025-06-02T23:36:10 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Uganda",
"device_hash": "f36d5649faca47c0083568add4ccfe11acd4cd2955aa4f55248c404aa201d790",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.0)",
"session_id": "0a7b924f-a764-4ed9-a1c9-64010a53148e",
"risk_score": 58.8,
"confidence": 0.03
} | null | battery_drain | null | null | null | Unconventional IOC: Thermal sensor anomalies | IoT device Camera battery_drain Unconventional IOC: Thermal sensor anomalies | null | Camera | iot-d98de8bb | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a96387d3-f7b9-4b0a-9f15-7b480eb1d891 | 2025-04-07T08:20:51 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system model_access by christopherbender MITRE Technique: T1204.002 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "2b8f5375354801c818aa0da08ebd1476ed43301a6a8ed5d6cfd540a79366cdcf",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.30.3 (KHTML, like Gecko) Version/4.1 Safari/535.30.3",
"session_id": "fd70c1d4-5a3b-... | christopherbender | model_access | null | null | null | MITRE Technique: T1204.002 | AI system model_access by christopherbender MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-84cb6e0b | c754659a40aad6c9aeda9c77446b9ac6 | 0308675b743c77a02a1cc3d3722ca39a541e6021772a995cfe253da8a6670d8f | null | null | null | null | null | null | null |
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