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 | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
876d00a1-b260-4949-bbb8-1df2357ec5f1 | 2025-01-16T18:06:24 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Mongolia",
"device_hash": "6e63b8eb411e2a0eab5550ab76c55835ef588b50",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.1)",
"session_id": "a307ab68-b820-4419-a49a-71e3c2f51da8",
"risk_score": 51.76,
"confidence": 0.8
} | null | null | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-c2a145a3 | 4.0 | null | null | null | null | null | null | null | null | null | null |
5760d212-4c52-41c7-99fb-0e74a9268dc3 | 2021-03-19T01:14:42 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by phillip28 Associated Threat Actor: Inception Framework | {
"geo_location": "Russia",
"device_hash": "09e3eddd0c8dabcb98e2b6d97a352c2b9fca5d5263d548e092899702ca6d7ab8",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:39.0) Gecko/39.0 Firefox/39.0",
"session_id": "16f2fb1a-5d80-4d1f-88b4-a267be3cc359",
"risk_score": 13.86,
"confidence": 0.41
} | null | null | null | null | null | Associated Threat Actor: Inception Framework | AI system adversarial_input by phillip28 Associated Threat Actor: Inception Framework | adversarial_input | null | null | phillip28 | null | null | null | null | null | null | null | null | null | null | null | null | model-64869743 | 00c38d5776da7743f4861935b06a4be1ed2ed025 | e499e4cd814d1a5394e35eaeff602cf85329013eb45acb962c3de61451e849a7 | null | null |
0e984372-f14a-44d6-87c7-7ecae5e122ac | 2025-01-27T16:22:09 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by jennifer08 No additional info | {
"geo_location": "Samoa",
"device_hash": "0a0f2449c18a368b14f33a2a053abcf2",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/24.0.841.0 Safari/536.0",
"session_id": "41e5a1d3-3133-4847-b020-f538371e3af3",
"risk_score": 16.42,
"confidence": 0.81
} | null | null | null | null | null | No additional info | AI system adversarial_input by jennifer08 No additional info | adversarial_input | null | null | jennifer08 | null | null | null | null | null | null | null | null | null | null | null | null | model-1917b386 | 29bfdd906d34095721e94d42cf80988d64ed57a22ee10126a1845c0999fd87ed | 12784de1ea1e09e553adf4e1a3096b883c2f1f19 | null | null |
ebfc271f-d140-4820-95e1-366140b7a35a | 2025-03-08T10:57:52 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by gilbertcandace No additional info | {
"geo_location": "Bulgaria",
"device_hash": "9c819becd2ea9c2bf2ea4f4ad72e16bca4b9f7db",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.1)",
"session_id": "68c547ba-8d73-4aea-938e-2b8aa6dd671e",
"risk_score": 60.05,
"confidence": 0.95
} | null | null | null | null | null | No additional info | AI system api_abuse by gilbertcandace No additional info | api_abuse | null | null | gilbertcandace | null | null | null | null | null | null | null | null | null | null | null | null | model-ab32cb0e | dd225bd2b9e44dbb166009539b0fc82a0ee76eec | c8df8171c15f96766700237173a648e8 | null | null |
0536f470-c650-4a2f-8548-ea262de3ce18 | 2025-06-27T14:08:43 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Credential Stuffing detected from 126.187.245.246 targeting 34.250.187.88 MITRE Technique: T1543.003 | {
"geo_location": "Cook Islands",
"device_hash": "f107a6609d4c817538a43f7a3d5b139a",
"user_agent": "Mozilla/5.0 (Windows 98; dv-MV; rv:1.9.1.20) Gecko/9765-06-30 01:45:00 Firefox/3.8",
"session_id": "0589cb1b-32f0-4190-a4f2-ff9704e33c30",
"risk_score": 33.08,
"confidence": 0.28
} | 126.187.245.246 | 34.250.187.88 | Credential Stuffing | SIG-2740 | Evasion | MITRE Technique: T1543.003 | Snort Alert: Credential Stuffing detected from 126.187.245.246 targeting 34.250.187.88 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b914f452-220e-4be8-9dba-6ccf72a47b32 | 2025-01-26T02:50:58 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow UDP traffic from 197.198.11.192:734 to 33.55.134.80:452 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Samoa",
"device_hash": "70ec9bcd6af46a1c5653161efa85f1f306280976a96bfd0143b565d90176eed8",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/47.0.857.0 Safari/533.0",
"session_id": "b6d7af2f-7318-44e8-b985-f6759dd4d0a8",
"risk_score": 38.05,
"confidence": 0.36
} | 197.198.11.192 | 33.55.134.80 | null | null | null | Unconventional IOC: Thermal sensor anomalies | Firewall allow UDP traffic from 197.198.11.192:734 to 33.55.134.80:452 Unconventional IOC: Thermal sensor anomalies | allow | 905,014 | UDP | null | null | null | null | null | null | null | null | 734 | 452 | 2,317 | null | null | null | null | null | null | null |
f58607fc-913d-4011-8d44-4b8f73cbd0c3 | 2020-09-04T06:49:47 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for gregory79 via password from 207.175.131.233 No additional info noise=able|apply|him | {
"geo_location": "Sierra Leone",
"device_hash": "a6b7b5f1759a5785f6b89eb616065fa21f9aaffde3f565d11250cf472392edcd",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_7 rv:4.0; tr-TR) AppleWebKit/535.35.2 (KHTML, like Gecko) Version/5.0 Safari/535.35.2",
"session_id": "ef861303-5eee-485d-83a6-5188480e63d6",
"risk_score": 41.33,
"confidence": 0.81
} | 207.175.131.233 | null | null | null | null | No additional info | Auth failed for gregory79 via password from 207.175.131.233 No additional info | failed | null | null | gregory79 | null | null | null | null | null | null | null | null | null | null | password | 7d:d3:4b:94:52:e1 | null | null | null | null | null |
1254c651-2187-4da7-b3de-55f047b5029e | 2025-03-27T06:14:40 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 10.241.77.98 to 50.158.91.13 No additional info noise=explore | {
"geo_location": "Gibraltar",
"device_hash": "94cc0d6d83c2dd4029736bbba127c72d42fe54ef",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/27.0.875.0 Safari/535.2",
"session_id": "7f4ee6a2-c155-4d81-bbd0-5393e2997965",
"risk_score": 26.02,
"confidence": 0.05
} | 10.241.77.98 | 50.158.91.13 | null | null | null | No additional info | Network protocol_anomaly from 10.241.77.98 to 50.158.91.13 No additional info | protocol_anomaly | 544,309 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dc11f5b6-ffff-47b1-8242-868262f34174 | 2025-04-27T10:00:47 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth bypass for richardpena via passwordless from 58.240.53.233 MITRE Technique: T1547.001 noise=UHJlcGFyZS4= | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "d4ce2777e9f21835e14159d9d723d3a4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/532.48.1 (KHTML, like Gecko) Version/4.1 Safari/532.48.1",
"session_id": "6d370e30-d51c-4ee0-8559-6e08d6b6ba27",
"risk_score": 76.36,
"confidence": 0.81
} | 58.240.53.233 | null | null | null | null | MITRE Technique: T1547.001 | Auth bypass for richardpena via passwordless from 58.240.53.233 MITRE Technique: T1547.001 | bypass | null | null | richardpena | null | null | null | null | null | null | null | null | null | null | passwordless | 47:07:44:37:b7:11 | null | null | null | null | null |
1d008856-3c4e-42c7-b1a1-ff1167e3678c | 2025-02-28T01:50:44 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for richard56 via password from 36.21.38.128 No additional info | {
"geo_location": "Ghana",
"device_hash": "2c27eee77b9170070e250bbe47544db8",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/46.0.838.0 Safari/532.0",
"session_id": "f3b1f471-a0b3-4eb9-9ce3-3cc339a51b07",
"risk_score": 80.06,
"confidence": 0.01
} | 36.21.38.128 | null | null | null | null | No additional info | Auth locked for richard56 via password from 36.21.38.128 No additional info | locked | null | null | richard56 | null | null | null | null | null | null | null | null | null | null | password | 9b:94:b1:c0:cd:3b | null | null | null | null | null |
8a1a38cc-ac63-49ec-a970-10399860c4aa | 2025-05-14T10:01:18 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for edominguez via passwordless from 10.73.235.110 MITRE Technique: T1071.001 | {
"geo_location": "New Zealand",
"device_hash": "f7e3aa53321e92dd500fd86164eb58e5c6802f6b",
"user_agent": "Opera/8.56.(Windows NT 5.1; gd-GB) Presto/2.9.187 Version/11.00",
"session_id": "a074c8b5-10da-441c-a159-036bedf650ce",
"risk_score": 62.92,
"confidence": 0.71
} | 10.73.235.110 | null | null | null | null | MITRE Technique: T1071.001 | Auth success for edominguez via passwordless from 10.73.235.110 MITRE Technique: T1071.001 | success | null | null | edominguez | null | null | null | null | null | null | null | null | null | null | passwordless | 37:0e:87:de:35:9f | null | null | null | null | null |
24a59ccb-8ba8-4c4f-921f-de98664e1f03 | 2025-01-24T19:43:35 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop RDP traffic from 13.145.196.24:678 to 10.6.205.90:62841 MITRE Technique: T1053.005 noise=U2VuaW9yLg== | {
"geo_location": "Nicaragua",
"device_hash": "ea3d7f0a7ed55c91d1144cf1be3a5dd4",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/56.0.830.0 Safari/535.2",
"session_id": "dcfe78c0-902a-4318-ad3d-02278794ceb6",
"risk_score": 32.05,
"confidence": 0.81
} | 13.145.196.24 | 10.6.205.90 | null | null | null | MITRE Technique: T1053.005 | Firewall drop RDP traffic from 13.145.196.24:678 to 10.6.205.90:62841 MITRE Technique: T1053.005 | drop | 403,779 | RDP | null | null | null | null | null | null | null | null | 678 | 62,841 | 3,279 | null | null | null | null | null | null | null |
e2f8b463-8a5e-4027-879a-8ede249c5edf | 2025-01-14T03:21:27 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny TCP traffic from 207.94.121.145:379 to 74.152.14.98:788 No additional info noise=former|born|share | {
"geo_location": "Chad",
"device_hash": "638b296b259361185b93d3ade2a3fda0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/47.0.805.0 Safari/535.0",
"session_id": "88d3d62d-b31f-4245-aa3f-c02a7ac9095c",
"risk_score": 51.81,
"confidence": 0.64
} | 207.94.121.145 | 74.152.14.98 | null | null | null | No additional info | Firewall deny TCP traffic from 207.94.121.145:379 to 74.152.14.98:788 No additional info | deny | 606,542 | TCP | null | null | null | null | null | null | null | null | 379 | 788 | 206 | null | null | null | null | null | null | null |
d998952c-c4d8-45b5-83c5-9696a7af24a7 | 2025-04-01T13:39:22 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by william28 No additional info | {
"geo_location": "Haiti",
"device_hash": "8d4eaddb2e93509d505f16497e3b6f68b91b3c53ade874899cc0025ea8e105f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.1)",
"session_id": "56604574-3adc-4e7b-8ae5-91bf6ecb4069",
"risk_score": 75.05,
"confidence": 0.71
} | null | null | null | null | null | No additional info | AI system model_access by william28 No additional info | model_access | null | null | william28 | null | null | null | {
"baseline_deviation": 1.48,
"entropy": 2.87,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-a99e56aa | 2c5b14f1c7139642fbbac2da0fa5fbbb9645fdce | 66e38f49459ad2e3b1b0c8a443ae6f4d | null | null |
693983a5-f3b3-4016-86df-9675d99f53a5 | 2025-04-28T11:14:38 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera command_injection No additional info noise=main/search/wp-content | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "140127056ae41eaf3e55f635cbc55afc10ce47b53270fc0905eca7101fc1aae3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "4b15df57-7d9d-4a04-96af-a7234c41281b",
"risk_score": 49.2,
"confidence": 0.81
} | null | null | null | null | null | No additional info | IoT device Camera command_injection No additional info | command_injection | null | null | null | null | null | null | null | Camera | iot-657373e8 | 4.7 | null | null | null | null | null | null | null | null | null | null |
d97dd0b9-989b-4895-9183-6f9710c73605 | 2025-02-03T20:26:57 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change appear by bmcclure No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "a2bc507061f17eb7b624aedbcea47040",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/56.0.877.0 Safari/535.0",
"session_id": "7469d7bf-911b-4640-adf2-7307a72bd0f5",
"risk_score": 9.78,
"confidence": 0.98
} | null | null | null | null | null | No additional info | Endpoint registry_change appear by bmcclure No additional info | registry_change | null | null | bmcclure | appear | 8,709 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ec13db3-5466-496d-85e7-80df3088e91c | 2025-04-03T02:35:09 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for alyssahale via passwordless from 217.110.237.253 Associated Threat Actor: DarkSide | {
"geo_location": "Montserrat",
"device_hash": "9a4a39acf058333147c765db0ffa194029fb691a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/25.0.815.0 Mobile/51D894 Safari/535.2",
"session_id": "0d7db1b3-e1fc-4dad-8cd9-d18168b20edd",
"risk_score": 44.74,
"confidence": 0.16
} | 217.110.237.253 | null | null | null | null | Associated Threat Actor: DarkSide | Auth failed for alyssahale via passwordless from 217.110.237.253 Associated Threat Actor: DarkSide | failed | null | null | alyssahale | null | null | null | null | null | null | null | null | null | null | passwordless | 17:2b:38:6b:8a:fc | null | null | null | null | null |
d8172e23-faeb-41e9-a744-6320028313b3 | 2025-05-05T09:10:57 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth failed for changjoseph via SAML from 145.203.194.124 No additional info noise=community|talk|responsibility | {
"geo_location": "Yemen",
"device_hash": "47436b3d576334a7850eea1ab18b8814221e4d6d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "6bf111b6-e2ee-435e-8735-bb6b16afd433",
"risk_score": 59.66,
"confidence": 0.54
} | 145.203.194.124 | null | null | null | null | No additional info | Auth failed for changjoseph via SAML from 145.203.194.124 No additional info | failed | null | null | changjoseph | null | null | null | null | null | null | null | null | null | null | SAML | 5e:b5:22:8c:ad:87 | null | null | null | null | null |
7a992e07-252c-42f8-83a8-17c702dc8009 | 2025-06-08T16:05:57 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access foot by lozanorobert No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "300038320cf49e74ad4a681169b7348b3633c65716f9e1bec1223a5bd57d7e00",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/40.0.809.0 Safari/534.1",
"session_id": "0e93e775-ad24-4775-a9dd-c1dce6ee8482",
"risk_score": 51.25,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Endpoint file_access foot by lozanorobert No additional info | file_access | null | null | lozanorobert | foot | 6,995 | explorer.exe | {
"baseline_deviation": 0.57,
"entropy": 6.06,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
4813abc7-625b-4dd5-a333-d9f2c936b052 | 2025-02-11T09:13:36 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in OCI by cristian69 No additional info | {
"geo_location": "Serbia",
"device_hash": "884324fd385a73211e1938fed5a88217c9dc5d73",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0 rv:6.0; da-DK) AppleWebKit/535.10.7 (KHTML, like Gecko) Version/5.0 Safari/535.10.7",
"session_id": "4a4d3dc7-4beb-4d17-9e94-aa41f92e6b8c",
"risk_score": 77.53,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Cloud config_change in OCI by cristian69 No additional info | config_change | null | null | cristian69 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-d89edc2b |
d06ea904-9db8-43ea-8986-e038df603128 | 2025-02-12T18:29:01 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth timeout for wstone via MFA from 14.66.231.67 Credential stuffing pattern detected | {
"geo_location": "Marshall Islands",
"device_hash": "2e4be05d3482d51eb41880a24702bd151b948cb4",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; the-NP; rv:1.9.0.20) Gecko/9969-11-08 00:05:18 Firefox/3.6.4",
"session_id": "4eb587ac-84a5-4ffd-b263-4368877081f4",
"risk_score": 38.11,
"confidence": 0.28
} | 14.66.231.67 | null | null | null | null | Credential stuffing pattern detected | Auth timeout for wstone via MFA from 14.66.231.67 Credential stuffing pattern detected | timeout | null | null | wstone | null | null | null | null | null | null | null | null | null | null | MFA | 93:e4:a7:4d:2e:3a | null | null | null | null | null |
a54eb39c-2351-4690-a3d1-1f730586b8f4 | 2025-04-02T23:01:28 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by melissa59 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "8c1a2cd390cf6eb5510ec0116b7b4023",
"user_agent": "Opera/8.59.(Windows NT 6.0; fy-DE) Presto/2.9.168 Version/11.00",
"session_id": "f58794e5-dc97-4e87-8515-b7bdb627db9e",
"risk_score": 64.15,
"confidence": 0.17
} | null | null | null | null | null | No additional info | AI system adversarial_input by melissa59 No additional info | adversarial_input | null | null | melissa59 | null | null | null | null | null | null | null | null | null | null | null | null | model-f1934373 | 8322d0fbb0f832697fa40c104975e80abcc90aeb2025470c680e70f6220084d2 | d721d0f868a3e948b444638853d07e4b | null | null |
76dfcf17-f59b-4822-9e8a-fca1d5e71479 | 2025-01-16T07:28:52 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow DNS traffic from 10.230.57.192:39615 to 10.145.65.69:53348 MITRE Technique: T1190 | {
"geo_location": "Austria",
"device_hash": "6305dea590070a5a0538376761d03d1f2141ae247b6131b7c1814de3b6e4005e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.16.6 (KHTML, like Gecko) Version/5.0.1 Safari/532.16.6",
"session_id": "f37efb64-092e-4d7f-b52a-0d5b16452434",
"risk_score": 60.22,
"confidence": 0.48
} | 10.230.57.192 | 10.145.65.69 | null | null | null | MITRE Technique: T1190 | Firewall allow DNS traffic from 10.230.57.192:39615 to 10.145.65.69:53348 MITRE Technique: T1190 | allow | 118,985 | DNS | null | null | null | null | null | null | null | null | 39,615 | 53,348 | 194 | null | null | null | null | null | null | null |
9325bb6a-506a-495b-8da2-88d1d341cbc3 | 2025-05-08T00:47:45 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in OCI by rrobinson No additional info | {
"geo_location": "Korea",
"device_hash": "c39eafb09744943aff798ba9e92ed7224a7047ee",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.1)",
"session_id": "d7e0987d-d67f-40aa-b728-e4e248e4e3c3",
"risk_score": 59.77,
"confidence": 0.98
} | null | null | null | null | null | No additional info | Cloud config_change in OCI by rrobinson No additional info | config_change | null | null | rrobinson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-5b94bc58 |
88252d3b-513c-4306-adda-700aeb3382d1 | 2025-05-24T11:31:46 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /growth/apply.odp by erin39 No additional info | {
"geo_location": "Sudan",
"device_hash": "73139597704359adc20c06e7428bf4dcebfcdd68",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.3) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/51.0.846.0 Safari/534.1",
"session_id": "489f7f01-c6aa-44ac-8e4e-2d38c5880a95",
"risk_score": 42.05,
"confidence": 0.22
} | null | null | null | null | null | No additional info | Endpoint driver_load /growth/apply.odp by erin39 No additional info | driver_load | null | null | erin39 | /growth/apply.odp | 8,699 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e68bb022-6af7-4fb7-838d-c74be56f0f06 | 2025-01-19T09:32:24 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical battery_drain MITRE Technique: T1110.003 | {
"geo_location": "Andorra",
"device_hash": "e5e55f89bc0f83320bc9555f1939b78e",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; niu-NZ; rv:1.9.2.20) Gecko/7256-03-27 06:09:56 Firefox/13.0",
"session_id": "98c920ed-2b8f-480e-b276-2f827e78ff03",
"risk_score": 78.94,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1110.003 | IoT device Medical battery_drain MITRE Technique: T1110.003 | battery_drain | null | null | null | null | null | null | null | Medical | iot-f8c21e71 | 3.6 | null | null | null | null | null | null | null | null | null | null |
b4db55d9-023f-41ea-8ca4-a3c6f2a68860 | 2025-04-21T02:58:05 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for teresasandoval via MFA from 151.192.26.143 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Russian Federation",
"device_hash": "d4b2ab5b9ab296f0ae9e11ee4038ee2c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "428c301f-19ab-48eb-94dd-7ad01226efda",
"risk_score": 63.37,
"confidence": 0.3
} | 151.192.26.143 | null | null | null | null | Unconventional IOC: Quantum random number deviations | Auth failed for teresasandoval via MFA from 151.192.26.143 Unconventional IOC: Quantum random number deviations | failed | null | null | teresasandoval | null | null | null | null | null | null | null | null | null | null | MFA | 88:be:51:a5:c1:9a | null | null | null | null | null |
bcc5e574-06ff-4bf1-8a57-b347099c8111 | 2025-06-03T10:13:04 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection garden by wjohnson No additional info | {
"geo_location": "Jordan",
"device_hash": "5536e16d245ba7e6cb39e1ca9fa47bcc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/534.31.6 (KHTML, like Gecko) Version/5.1 Safari/534.31.6",
"session_id": "18a626eb-9d3c-4de0-bcd7-46d0f172a54b",
"risk_score": 27.62,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Endpoint memory_injection garden by wjohnson No additional info | memory_injection | null | null | wjohnson | garden | 438 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
06fb869f-2fbe-438a-b661-2618a5dbe39f | 2025-04-10T17:30:41 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Alibaba by brianafuller No additional info | {
"geo_location": "Rwanda",
"device_hash": "e6905f48f1a04ab50eb2ca728cb190a0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/11.6j2507.0 Mobile/39O008 Safari/535.1",
"session_id": "f8399d9c-7afa-4dec-bfda-472d199f63ce",
"risk_score": 25.77,
"confidence": 0.2
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Alibaba by brianafuller No additional info | permission_escalation | null | null | brianafuller | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-cb113e4e |
0c0a9c43-2288-4d73-b5a9-4656146804c4 | 2024-03-22T11:27:27 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Alibaba by qhenderson No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "fa060a7fd8db10ee4ba8b66aae2ce5fa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; hy-AM) AppleWebKit/533.14.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.14.2",
"session_id": "a511de6e-669e-43a8-b11c-43668eb2acb7",
"risk_score": 59.16,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Cloud container_escape in Alibaba by qhenderson No additional info | container_escape | null | null | qhenderson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-4d771396 |
4ab6cb35-a9dd-4be4-9398-1498347aa33b | 2025-01-23T08:46:26 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network beaconing from 10.29.109.145 to 83.135.32.192 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "c65db5c44120a52e51276d0adb1b757b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/40.0.832.0 Safari/534.1",
"session_id": "88381ef1-c642-4c95-82de-8730ba0cd5e3",
"risk_score": 41.47,
"confidence": 0.67
} | 10.29.109.145 | 83.135.32.192 | null | null | null | No additional info | Network beaconing from 10.29.109.145 to 83.135.32.192 No additional info | beaconing | 677,113 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a547f291-55a0-4d85-bd4e-581ca714b3b8 | 2025-02-08T06:07:14 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /myself/rich.pdf by joseph95 MITRE Technique: T1190 noise=QWZmZWN0Lg== | {
"geo_location": "Italy",
"device_hash": "8b23ccfc85b9bd37cbf783e523ce24d4cb432a66",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ve-ZA; rv:1.9.1.20) Gecko/2497-12-10 14:47:04 Firefox/3.6.12",
"session_id": "3b740861-c484-4868-94cb-90dd340d3005",
"risk_score": 59.71,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1190 | Endpoint service_install /myself/rich.pdf by joseph95 MITRE Technique: T1190 | service_install | null | null | joseph95 | /myself/rich.pdf | 8,188 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
910c4d70-c2f3-4bd0-914f-8c6885c1c725 | 2025-02-27T23:10:30 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: DNS Tunneling detected from 93.60.188.233 targeting N/A No additional info | {
"geo_location": "Tanzania",
"device_hash": "78af757956489e319bfbf4e2f2f24b4d0377839ec4c58db087956e07d288b917",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ia-FR) AppleWebKit/534.11.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6534.11.5",
"session_id": "fcee8764-8adc-4a4c-a6f8-02f936ff4d51",
"risk_score": 26.74,
"confidence": 0.35
} | 93.60.188.233 | N/A | DNS Tunneling | SIG-3152 | Policy | No additional info | CrowdStrike Alert: DNS Tunneling detected from 93.60.188.233 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5d15f21b-584a-41b6-9a5c-b9963c560023 | 2025-06-04T01:32:10 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in OCI by william66 No additional info | {
"geo_location": "Qatar",
"device_hash": "8558285d8175ab9025cad88d54617ed3bc9989ba",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.1)",
"session_id": "815b1be1-8f8a-47ad-afe5-d885453f912c",
"risk_score": 43.24,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by william66 No additional info | crypto_mining | null | null | william66 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-636fdaae |
865b4099-bfb1-49f5-9ea6-f92af05de751 | 2025-05-28T04:27:40 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 10.221.1.163 to 170.227.34.160 No additional info noise=8E341326 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "aec2dcc2aa61fc224527d6c912315a80",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/534.30.3 (KHTML, like Gecko) Version/5.1 Safari/534.30.3",
"session_id": "756dbe62-4eba-4ef6-a0ae-f121160374ba",
"risk_score": 27.05,
"confidence": 0.36
} | 10.221.1.163 | 170.227.34.160 | null | null | null | No additional info | Network bandwidth_usage from 10.221.1.163 to 170.227.34.160 No additional info | bandwidth_usage | 500,786 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c0dbc4a7-25c5-4658-8dff-636836f57744 | 2025-05-06T19:46:20 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Cloud API Abuse detected from 213.181.106.2 targeting 9.167.42.43 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "1407b59878ca14e1dd188a8c78eb61607d4a73a9d84a43b47a96d688ce3a38e9",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/41.0.851.0 Safari/536.1",
"session_id": "7d3287b0-59e6-43c2-9b9f-1d50adec374d",
"risk_score": 91.87,
"confidence": 0.73
} | 213.181.106.2 | 9.167.42.43 | Cloud API Abuse | SIG-3215 | Malware | No additional info | ArcSight Alert: Cloud API Abuse detected from 213.181.106.2 targeting 9.167.42.43 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2a8f8b53-49cf-4e13-bbd0-0aa341d46bcd | 2025-01-23T08:59:22 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel MITRE Technique: T1574.002 | {
"geo_location": "Belize",
"device_hash": "17bb2f1324fdde8f51230fd1bf4dafe6be854a68b8fea7343bfc6072291aebcf",
"user_agent": "Opera/8.80.(X11; Linux i686; af-ZA) Presto/2.9.162 Version/12.00",
"session_id": "d1c9f27c-5690-45db-a46e-389879137a18",
"risk_score": 33.89,
"confidence": 0.23
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat side_channel MITRE Technique: T1574.002 | side_channel | null | null | null | null | null | null | null | Thermostat | iot-d9d0353f | 8.2 | null | null | null | null | null | null | null | null | null | null |
2772c08f-f31c-4da2-800d-f534ce57c6e4 | 2025-05-17T16:40:02 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1486 | Associated Threat Actor: APT35 | {
"geo_location": "Anguilla",
"device_hash": "3ee6a7c2e4d410e52e6f9c9f562cb82b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_0 rv:4.0; th-TH) AppleWebKit/531.8.2 (KHTML, like Gecko) Version/5.0 Safari/531.8.2",
"session_id": "b45e8f2d-1b4c-41b6-b431-5f26cac6e42c",
"risk_score": 59.65,
"confidence": 0.89
} | null | null | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: APT35 | IoT device Thermostat sensor_spoofing MITRE Technique: T1486 | Associated Threat Actor: APT35 | sensor_spoofing | null | null | null | null | null | null | null | Thermostat | iot-7d98a195 | 8.9 | null | null | null | null | null | null | null | null | null | null |
ed391ba5-61bb-417d-bcdc-5122052abd52 | 2025-03-15T04:40:30 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect SMB traffic from 128.56.65.251:51685 to 163.17.90.53:720 No additional info noise=UmVnaW9uLg== | {
"geo_location": "Bahrain",
"device_hash": "709a5c68dc686a84595e9c839ea8fa70caf277d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.1)",
"session_id": "78f2aa37-8bd1-4a42-a531-c3236a6ba2fb",
"risk_score": 49.69,
"confidence": 0.23
} | 128.56.65.251 | 163.17.90.53 | null | null | null | No additional info | Firewall inspect SMB traffic from 128.56.65.251:51685 to 163.17.90.53:720 No additional info | inspect | 950,702 | SMB | null | null | null | null | {
"baseline_deviation": 1.93,
"entropy": 4.94,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 51,685 | 720 | 1,318 | null | null | null | null | null | null | null |
7d0355cc-ba5f-4c06-a9a5-5004851d6e3a | 2025-04-08T02:41:33 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only RDP traffic from 140.219.125.144:353 to 10.107.17.153:1014 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "642532168e9dcfc94be6318ac118c7182d178d7e",
"user_agent": "Opera/9.12.(X11; Linux x86_64; the-NP) Presto/2.9.166 Version/10.00",
"session_id": "35e28435-4304-4e9c-9870-462e1a6811be",
"risk_score": 20.7,
"confidence": 0.07
} | 140.219.125.144 | 10.107.17.153 | null | null | null | No additional info | Firewall log-only RDP traffic from 140.219.125.144:353 to 10.107.17.153:1014 No additional info | log-only | 821,702 | RDP | null | null | null | null | null | null | null | null | 353 | 1,014 | 3,034 | null | null | null | null | null | null | null |
09c8ee32-d568-4f5f-83bf-36663832c3eb | 2025-02-12T12:33:08 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: Zero-Day Exploit detected from 39.198.190.219 targeting 178.44.150.251 MITRE Technique: T1059.001 | {
"geo_location": "Dominican Republic",
"device_hash": "c01b2b988d436b126fed56eeb135e70a61228dfd63ec59f2840de6e1c7bb7896",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/4.1)",
"session_id": "8d679e5b-65f7-4f9e-a0f2-688fe7f6fc37",
"risk_score": 52.46,
"confidence": 0.72
} | 39.198.190.219 | 178.44.150.251 | Zero-Day Exploit | SIG-7291 | Malware | MITRE Technique: T1059.001 | QRadar Alert: Zero-Day Exploit detected from 39.198.190.219 targeting 178.44.150.251 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | {
"baseline_deviation": 1.42,
"entropy": 6.67,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
567e8af4-3d15-40e4-b22c-c8481a82230b | 2025-04-19T13:41:15 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth failed for nealdavid via biometric from 202.121.165.55 No additional info | {
"geo_location": "Somalia",
"device_hash": "15f4399419a672b4bfb6118ae04cc26bb0c61543793216e390e389b91c2071be",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/3.1)",
"session_id": "06be2a2d-7087-440e-b857-05d85dc526bf",
"risk_score": 27.87,
"confidence": 0.56
} | 202.121.165.55 | null | null | null | null | No additional info | Auth failed for nealdavid via biometric from 202.121.165.55 No additional info | failed | null | null | nealdavid | null | null | null | {
"baseline_deviation": 2.13,
"entropy": 4.99,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | biometric | d0:90:18:85:33:78 | null | null | null | null | null |
4f2f3c8f-09fd-4c0d-9290-b28df075bbca | 2025-02-02T20:26:56 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall drop UDP traffic from 204.192.255.240:140 to 214.109.151.152:525 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "b00f0c233794b8a4589af9700579ab818ab030b57aa4aa62ba45816a902a7a71",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:26.0) Gecko/26.0 Firefox/26.0",
"session_id": "92f1bbae-9f16-4d9e-aa07-b7a212a54b85",
"risk_score": 94.05,
"confidence": 0.59
} | 204.192.255.240 | 214.109.151.152 | null | null | null | No additional info | Firewall drop UDP traffic from 204.192.255.240:140 to 214.109.151.152:525 No additional info | drop | 390,898 | UDP | null | null | null | null | null | null | null | null | 140 | 525 | 2,809 | null | null | null | null | null | null | null |
bea0d010-c07c-4f40-83cc-b9a8a67dbeec | 2025-04-22T19:43:58 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Brute Force detected from 223.31.46.27 targeting N/A No additional info | {
"geo_location": "Japan",
"device_hash": "17de5fb3043a2f1ec867277bc5c5190924e025f8ad53ff7107c501b7bb70eb1e",
"user_agent": "Opera/9.96.(Windows CE; or-IN) Presto/2.9.189 Version/12.00",
"session_id": "58413e13-eb51-4650-b5d6-8a6c55a74cbf",
"risk_score": 40.88,
"confidence": 0.19
} | 223.31.46.27 | N/A | Brute Force | SIG-9867 | Recon | No additional info | CrowdStrike Alert: Brute Force detected from 223.31.46.27 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e98cb21-53e3-47a1-8cca-b0f940113cd8 | 2025-01-28T13:37:29 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow ICMP traffic from 144.27.108.23:95 to 27.130.56.108:373 Geo anomaly: Impossible travel detected | {
"geo_location": "Syrian Arab Republic",
"device_hash": "ee1281a7ad55e40f8dd4bbb33abda88c59c34597",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/18.0.892.0 Safari/536.0",
"session_id": "dba3cc6e-bdf5-4ccb-89bc-0df0053f3438",
"risk_score": 50.17,
"confidence": 0.38
} | 144.27.108.23 | 27.130.56.108 | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow ICMP traffic from 144.27.108.23:95 to 27.130.56.108:373 Geo anomaly: Impossible travel detected | allow | 57,873 | ICMP | null | null | null | null | null | null | null | null | 95 | 373 | 1,335 | null | null | null | null | null | null | null |
77484db1-2b3c-45fa-b6ba-e5140f21df9f | 2025-06-10T03:57:59 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Portugal",
"device_hash": "eb50bbe786ce9d195c2eed2ed9244fa4ceeafd8e197c97f144b7112cc68550cd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; hsb-DE) AppleWebKit/531.48.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.48.2",
"session_id": "9fe21fb5-6118-412a-b6b4-349211680711",
"risk_score": 60,
"confidence": 0.18
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | {
"baseline_deviation": 1.3,
"entropy": 6.77,
"frequency_anomaly": false,
"sequence_anomaly": true
} | HVAC | iot-6d7881cb | 6.4 | null | null | null | null | null | null | null | null | null | null |
aee1ff38-b12a-40bf-9166-324405fa53e8 | 2025-05-15T21:24:00 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for willisbryan via SAML from 21.60.72.124 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "692a0458ec43c8dc81d76d461f03ab593fd11c530eca0f749c6cb988cc3f82bc",
"user_agent": "Opera/8.38.(Windows NT 10.0; gd-GB) Presto/2.9.186 Version/10.00",
"session_id": "7117f3af-ee10-4a32-b8c3-746969408af6",
"risk_score": 48.93,
"confidence": 0.55
} | 21.60.72.124 | null | null | null | null | No additional info | Auth challenge for willisbryan via SAML from 21.60.72.124 No additional info | challenge | null | null | willisbryan | null | null | null | null | null | null | null | null | null | null | SAML | 0c:3c:16:50:d1:c2 | null | null | null | null | null |
1de908a5-776c-4d96-9ae9-b634d27a7b52 | 2025-05-25T05:56:32 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: Domain Fronting detected from 57.190.252.27 targeting 116.187.253.212 No additional info | {
"geo_location": "Mauritius",
"device_hash": "5fceb9bb81ce6bd0fc810ef791ad267a4f4b1503f26b768ad880bf176efb4381",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/10.1w6704.0 Mobile/80M229 Safari/535.1",
"session_id": "914da33b-0979-4ac6-b37b-8ad1bc3d010e",
"risk_score": 72.66,
"confidence": 0.56
} | 57.190.252.27 | 116.187.253.212 | Domain Fronting | SIG-9580 | Exploit | No additional info | FireEye HX Alert: Domain Fronting detected from 57.190.252.27 targeting 116.187.253.212 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6a782e9b-4623-48a2-acdc-96ecf396720c | 2025-01-30T08:58:34 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in Alibaba by kirkangela No additional info noise=371C91A4 | {
"geo_location": "Denmark",
"device_hash": "341f38d880cea7babd21a3270ab41f8c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/29.0.889.0 Mobile/14H183 Safari/534.0",
"session_id": "8eb705f0-b9e3-43cf-a8df-c8d1f4667178",
"risk_score": 58.19,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Cloud container_escape in Alibaba by kirkangela No additional info | container_escape | null | null | kirkangela | null | null | null | {
"baseline_deviation": 2.84,
"entropy": 3.87,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-4b8645dd |
39dc858e-0f75-477b-bf14-199f41a75dc8 | 2025-03-22T19:17:30 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /action/money.jpg by megan51 MITRE Technique: T1059.001 | {
"geo_location": "Zimbabwe",
"device_hash": "d6dc23c1404712f437ebf8c3a5cf5374",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.36.4 (KHTML, like Gecko) Version/5.1 Safari/535.36.4",
"session_id": "d5d2eb39-87be-4b72-8f5e-8b4068270b03",
"risk_score": 21.76,
"confidence": 0.42
} | null | null | null | null | null | MITRE Technique: T1059.001 | Endpoint process_start /action/money.jpg by megan51 MITRE Technique: T1059.001 | process_start | null | null | megan51 | /action/money.jpg | 8,187 | cmd.exe | {
"baseline_deviation": 1.36,
"entropy": 7.02,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
a0786a01-5a6a-4900-89b7-649aa019bd39 | 2025-05-27T22:20:29 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 145.159.253.105 to 7.134.22.156 No additional info | {
"geo_location": "Tunisia",
"device_hash": "bde935125675d38591ba60034206bbb36c4c173e9704063ceb68cc4583143e53",
"user_agent": "Opera/8.14.(Windows NT 5.0; ky-KG) Presto/2.9.190 Version/10.00",
"session_id": "38585032-d8b7-4549-a261-b81acac16599",
"risk_score": 88.09,
"confidence": 0.26
} | 145.159.253.105 | 7.134.22.156 | null | null | null | No additional info | Network covert_channel from 145.159.253.105 to 7.134.22.156 No additional info | covert_channel | 662,768 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bb9d1800-11b2-4430-b5b8-1c064bb3ee53 | 2025-04-06T17:28:20 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 162.123.156.255 to 184.5.32.175 No additional info | {
"geo_location": "Paraguay",
"device_hash": "dd76ae3423f40940ce45b717992e49f2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.0)",
"session_id": "fe9838ec-1cf1-4b0e-aad8-abbc0a8fe1ab",
"risk_score": 33.66,
"confidence": 0.97
} | 162.123.156.255 | 184.5.32.175 | null | null | null | No additional info | Network beaconing from 162.123.156.255 to 184.5.32.175 No additional info | beaconing | 141,901 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bef077cf-6486-42fb-8806-52d14c0d8911 | 2025-05-20T14:54:08 | firewall | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine NTP traffic from 215.177.60.126:25606 to 115.52.155.183:9 No additional info | {
"geo_location": "Tonga",
"device_hash": "736bd2551b2f512e6a655e8ac6492749a0d93b73",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; et-EE) AppleWebKit/535.19.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6535.19.1",
"session_id": "75d02d04-2ed6-4e00-a4f3-0968238a8dac",
"risk_score": 63.73,
"confidence": 0.17
} | 215.177.60.126 | 115.52.155.183 | null | null | null | No additional info | Firewall quarantine NTP traffic from 215.177.60.126:25606 to 115.52.155.183:9 No additional info | quarantine | 168,841 | NTP | null | null | null | null | null | null | null | null | 25,606 | 9 | 172 | null | null | null | null | null | null | null |
bdb78403-c650-4514-8736-ccc2197fe2c9 | 2025-04-03T03:26:51 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "1c382f2544c3df0574f6602957da827403d3c8c0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_5 rv:3.0; mk-MK) AppleWebKit/535.37.4 (KHTML, like Gecko) Version/5.0 Safari/535.37.4",
"session_id": "9ac68e6e-0844-4faf-a0e2-b403bc02e9c6",
"risk_score": 47.22,
"confidence": 0.12
} | null | null | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Sensor | iot-49ae4d56 | 2.0 | null | null | null | null | null | null | null | null | null | null |
026edf1a-fa26-43c9-ad15-ad5518953e5b | 2025-02-23T10:14:45 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /hour/play.jpg by pfinley No additional info | {
"geo_location": "Seychelles",
"device_hash": "82467b1e90a1528d1bedc5e2f5537c226d7aa937",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.0)",
"session_id": "d3b96cfa-6812-4cc0-98ca-8a70be8cf712",
"risk_score": 83.34,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Endpoint service_install /hour/play.jpg by pfinley No additional info | service_install | null | null | pfinley | /hour/play.jpg | 1,064 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6e314b5-9bd5-4862-b561-3cb7272b958b | 2025-03-11T20:39:01 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Tuvalu",
"device_hash": "113e87e205109af2dfd1e13cf33933f4d7b0d08c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; yi-US) AppleWebKit/532.2.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.2.4",
"session_id": "58e6d4d7-e2fb-4042-8a24-9a1466d1901e",
"risk_score": 74.32,
"confidence": 0.07
} | null | null | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | side_channel | null | null | null | null | null | null | null | Thermostat | iot-a1081043 | 1.8 | null | null | null | null | null | null | null | null | null | null |
de4fa52a-fab8-4fa9-adcb-c623968f8570 | 2025-07-09T04:36:46 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth challenge for marcus72 via password from 10.8.165.24 No additional info | {
"geo_location": "Senegal",
"device_hash": "ae66bb275b962d83ab192da4dcff43520e5f344a",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/59.0.859.0 Safari/533.2",
"session_id": "7809794f-516f-4bf4-af96-27b5c187ff03",
"risk_score": 64.04,
"confidence": 0.63
} | 10.8.165.24 | null | null | null | null | No additional info | Auth challenge for marcus72 via password from 10.8.165.24 No additional info | challenge | null | null | marcus72 | null | null | null | null | null | null | null | null | null | null | password | 86:e5:cc:9c:e7:6d | null | null | null | null | null |
1021ed7b-4684-418e-b778-289e7643f0ff | 2025-07-05T02:34:41 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by ubarnett No additional info | {
"geo_location": "Finland",
"device_hash": "d4fa9ac902f460ca67096dd7c1afdde3",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_1; rv:1.9.5.20) Gecko/7538-05-22 03:35:59 Firefox/3.6.4",
"session_id": "13d8ca79-06bc-48e1-85bd-98b9da73b0d8",
"risk_score": 68.99,
"confidence": 0.85
} | null | null | null | null | null | No additional info | AI system prompt_injection by ubarnett No additional info | prompt_injection | null | null | ubarnett | null | null | null | null | null | null | null | null | null | null | null | null | model-1cec7b19 | fb5b300909d228125ea01eeafdbbd94960f0990c | 82d3fe51563b22f475435d0d6bcea021ba05b7b94d4793e5d49aba2f4447ea93 | null | null |
61790ac9-6368-4724-8e2b-b974d6b4cf82 | 2023-06-09T03:46:23 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec indicate by amanda07 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "d7d0d2b8e4cf35cb88c31cdeccb0081b",
"user_agent": "Opera/8.35.(Windows NT 6.1; pt-PT) Presto/2.9.181 Version/11.00",
"session_id": "16713c72-487c-4b17-a46d-742555d939a6",
"risk_score": 55.75,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Endpoint wmi_exec indicate by amanda07 No additional info | wmi_exec | null | null | amanda07 | indicate | 7,290 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6321c055-25e1-4bf6-8304-b50589cc4b50 | 2025-02-04T02:33:37 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by joshua78 No additional info | {
"geo_location": "Botswana",
"device_hash": "b2ec66a77e0f2f8de82ae0dadd9dd925",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/26.0.817.0 Safari/531.1",
"session_id": "8de07cd8-e3d2-4e56-b2d3-1d06c4f159e1",
"risk_score": 69.45,
"confidence": 0.67
} | null | null | null | null | null | No additional info | AI system adversarial_input by joshua78 No additional info | adversarial_input | null | null | joshua78 | null | null | null | null | null | null | null | null | null | null | null | null | model-8b53e823 | 7de2782cbf097864018f38c076743e3aed207087 | ee5126e1b708d33a9d452bf7d2fd76c727130cad7335f8838bd17ce6fec6da57 | null | null |
29612899-5cca-4c1f-af2e-8d56314ab18f | 2025-07-04T11:25:16 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /hot/all.mp3 by annegreene No additional info | {
"geo_location": "Germany",
"device_hash": "ebcf35f6f5ea4fe91a1c4cf4820dc48d6c9fcee1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.43.2 (KHTML, like Gecko) Version/4.0.4 Safari/535.43.2",
"session_id": "5b71b8a1-159e-4d90-9339-91cb96bbb474",
"risk_score": 41.21,
"confidence": 0.02
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /hot/all.mp3 by annegreene No additional info | scheduled_task | null | null | annegreene | /hot/all.mp3 | 792 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a501e681-010f-444b-953f-753526a556ba | 2025-03-04T07:31:37 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "91ce87d459a749eb844ecd519009718fefc17d2c",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/60.0.818.0 Safari/533.2",
"session_id": "1f9ca1ad-2a09-4f2b-a695-c72c153ddd78",
"risk_score": 92.83,
"confidence": 0.87
} | null | null | null | null | null | No additional info | IoT device Medical firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Medical | iot-463c5cba | 9.6 | null | null | null | null | null | null | null | null | null | null |
961002d4-5b5a-4ee6-bc21-afd1433646a8 | 2025-01-18T10:29:08 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Azure by rodriguezjason Unconventional IOC: ACPI table modifications | {
"geo_location": "Cameroon",
"device_hash": "4eef95ff08b39cbd6a5458e5ed708bafda5c0f0953458e335afa28b99317218d",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; sa-IN; rv:1.9.0.20) Gecko/3877-04-04 09:19:46 Firefox/3.8",
"session_id": "c359af66-96cd-4f46-9f90-110adf922116",
"risk_score": 46.82,
"confidence": 0.98
} | null | null | null | null | null | Unconventional IOC: ACPI table modifications | Cloud config_change in Azure by rodriguezjason Unconventional IOC: ACPI table modifications | config_change | null | null | rodriguezjason | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-7e371eb4 |
03e827d9-8500-43d2-866f-346b144ff56d | 2025-05-25T18:03:46 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network connection from 199.186.15.114 to 56.104.234.1 No additional info | {
"geo_location": "Greece",
"device_hash": "54251f9ff5f486efda5fe0d4691f93b84cf2cb3a1f3ba0a25962e21180f917b1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_9 rv:5.0; nso-ZA) AppleWebKit/531.30.3 (KHTML, like Gecko) Version/4.1 Safari/531.30.3",
"session_id": "e3c291cd-41a4-4d2b-99f7-7528ac022602",
"risk_score": 61.21,
"confidence": 0.51
} | 199.186.15.114 | 56.104.234.1 | null | null | null | No additional info | Network connection from 199.186.15.114 to 56.104.234.1 No additional info | connection | 913,594 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1228fc6a-78ec-4e1b-9ec5-286e73ec61cf | 2025-05-12T14:09:37 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 59.181.177.86 to 93.152.172.127 MITRE Technique: T1078.004 noise=wp-content | {
"geo_location": "Cambodia",
"device_hash": "07bfe19bc9573f721ee94741a7382f8bb2910264",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_8 rv:2.0; pa-IN) AppleWebKit/534.30.5 (KHTML, like Gecko) Version/4.0 Safari/534.30.5",
"session_id": "3e27e264-ecb8-4797-84d2-f102178e3a68",
"risk_score": 48.57,
"confidence": 0.63
} | 59.181.177.86 | 93.152.172.127 | null | null | null | MITRE Technique: T1078.004 | Network bandwidth_usage from 59.181.177.86 to 93.152.172.127 MITRE Technique: T1078.004 | bandwidth_usage | 355,165 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71fa69ec-435f-4032-8eee-53ff347a9329 | 2025-03-10T02:32:07 | ids_alert | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Vectra AI Alert: Supply Chain Compromise detected from 33.30.87.134 targeting 77.75.98.112 MITRE Technique: T1547.001 | {
"geo_location": "Indonesia",
"device_hash": "e41a0f8156be591548bc3f1a62e8b2f647d4f92baa0e419b917ed6ba5416caf2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/5.0)",
"session_id": "654a091b-3de2-4334-bbfe-97c6d84e560b",
"risk_score": 54.53,
"confidence": 0.57
} | 33.30.87.134 | 77.75.98.112 | Supply Chain Compromise | SIG-7991 | Evasion | MITRE Technique: T1547.001 | Vectra AI Alert: Supply Chain Compromise detected from 33.30.87.134 targeting 77.75.98.112 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 |
43e54fd6-90e2-4f79-9c99-d39ee24ed98d | 2025-03-09T16:08:08 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for hancockeileen via OAuth from 213.136.81.140 No additional info | {
"geo_location": "Namibia",
"device_hash": "9dc1b3fd9b692d3ec469cda463545f2e",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; pl-PL; rv:1.9.1.20) Gecko/2307-12-04 02:26:18 Firefox/14.0",
"session_id": "f3db4246-ab03-459f-9e0b-3aa9ec9fc5dd",
"risk_score": 61.2,
"confidence": 0.17
} | 213.136.81.140 | null | null | null | null | No additional info | Auth bypass for hancockeileen via OAuth from 213.136.81.140 No additional info | bypass | null | null | hancockeileen | null | null | null | null | null | null | null | null | null | null | OAuth | 50:b4:fb:1d:19:0e | null | null | null | null | null |
064f0f4d-8b15-48ef-a5f9-12fe3d3adfef | 2025-02-01T14:39:50 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine SSH traffic from 19.211.233.33:36380 to 92.27.180.171:953 MITRE Technique: T1543.003 noise=posts/tag | {
"geo_location": "Jersey",
"device_hash": "1396dd47a9497afd8c21c94ab42bb755",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2 rv:6.0; lv-LV) AppleWebKit/533.44.4 (KHTML, like Gecko) Version/5.0.2 Safari/533.44.4",
"session_id": "989bec48-8142-4e05-abf1-153f95f0db70",
"risk_score": 60.26,
"confidence": 0.45
} | 19.211.233.33 | 92.27.180.171 | null | null | null | MITRE Technique: T1543.003 | Firewall quarantine SSH traffic from 19.211.233.33:36380 to 92.27.180.171:953 MITRE Technique: T1543.003 | quarantine | 739,160 | SSH | null | null | null | null | null | null | null | null | 36,380 | 953 | 2,047 | null | null | null | null | null | null | null |
304d837a-ef7d-46e0-bd6d-e50b51f42dc8 | 2025-04-07T20:28:56 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Medical battery_drain MITRE Technique: T1071.001 | Associated Threat Actor: Cobalt Group noise=58B785B3 | {
"geo_location": "Greenland",
"device_hash": "78e69669a0c7c8d67e4452a35136664a",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; sa-IN; rv:1.9.2.20) Gecko/2071-02-04 08:42:52 Firefox/3.8",
"session_id": "8226d79f-c211-4a37-bddc-5b625819e4dd",
"risk_score": 27.35,
"confidence": 0.1
} | null | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Cobalt Group | IoT device Medical battery_drain MITRE Technique: T1071.001 | Associated Threat Actor: Cobalt Group | battery_drain | null | null | null | null | null | null | null | Medical | iot-50719bb4 | 10.1 | null | null | null | null | null | null | null | null | null | null |
34fb6d6b-d8d9-4048-8a6a-62a4fe11e00a | 2025-03-17T06:03:08 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by garciabrendan MITRE Technique: T1574.002 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "6bac2f524457e74d35884f794d4943981fb9b437",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/16.0.846.0 Safari/536.0",
"session_id": "4413f7da-0540-4622-aefe-4f9da800d1a5",
"risk_score": 34.58,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system model_inversion by garciabrendan MITRE Technique: T1574.002 | model_inversion | null | null | garciabrendan | null | null | null | null | null | null | null | null | null | null | null | null | model-eb684ad2 | 7294233033019fee8e7dcc9d103e9e49755d58b3 | 72a2955adce2d122b616975e3d1fa103 | null | null |
6256b6fc-7ab5-4e50-906e-8cbe4f9a43e9 | 2025-06-18T21:28:32 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by amanda97 No additional info | {
"geo_location": "Latvia",
"device_hash": "04262d996b38ffaddf2c74016fe8d16a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; lij-IT) AppleWebKit/534.48.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6534.48.3",
"session_id": "0d745e06-301f-41ef-9bf2-862f4ba96635",
"risk_score": 44.26,
"confidence": 0.9
} | null | null | null | null | null | No additional info | AI system api_abuse by amanda97 No additional info | api_abuse | null | null | amanda97 | null | null | null | null | null | null | null | null | null | null | null | null | model-c9bd332b | be283f9d4f54decf45d6495c2d1842d6bb88e36c40c823e4954ed6098f14104d | 050000125c65941e9035944d2e0a24d9 | null | null |
07ff0b73-df4f-42ac-b935-a3f48047b29b | 2025-07-05T02:55:31 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth success for william99 via passwordless from 10.42.119.2 MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Hungary",
"device_hash": "a55e51c5e29dbfe162ba75deb141aabe813ba727",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/25.0.879.0 Safari/535.2",
"session_id": "dfc330ad-c372-4ec2-811c-65671df0f819",
"risk_score": 18.42,
"confidence": 0.46
} | 10.42.119.2 | null | null | null | null | MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | Auth success for william99 via passwordless from 10.42.119.2 MITRE Technique: T1190 | Unconventional IOC: ACPI table modifications | success | null | null | william99 | null | null | null | null | null | null | null | null | null | null | passwordless | bf:26:3b:cf:04:b7 | null | null | null | null | null |
440db31c-4d3f-4a1e-a3ae-4290642cba1b | 2025-02-06T13:48:39 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in AWS by jasminefrost No additional info | {
"geo_location": "French Polynesia",
"device_hash": "26deb21730c0f919d816bf94c8d44cf4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "8c276174-08ee-4b73-8e40-64b189a7bd87",
"risk_score": 48.3,
"confidence": 0.55
} | null | null | null | null | null | No additional info | Cloud crypto_mining in AWS by jasminefrost No additional info | crypto_mining | null | null | jasminefrost | null | null | null | {
"baseline_deviation": 1.18,
"entropy": 6.24,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-da98a0cc |
7129a6ae-c07b-4d82-8f02-5a8e3ca1639b | 2025-04-09T13:04:04 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth locked for lindamartinez via password from 73.166.108.39 No additional info noise=read|decide|whatever | {
"geo_location": "Albania",
"device_hash": "40c208647b4e8c7799a26dd822a8d997319f44c95a27f3e00f63841d10956ca3",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; lb-LU; rv:1.9.1.20) Gecko/3300-08-05 03:16:38 Firefox/3.8",
"session_id": "8c4b38fc-9271-4f15-8c4e-77c746175e1a",
"risk_score": 60.69,
"confidence": 0.86
} | 73.166.108.39 | null | null | null | null | No additional info | Auth locked for lindamartinez via password from 73.166.108.39 No additional info | locked | null | null | lindamartinez | null | null | null | null | null | null | null | null | null | null | password | d8:d5:9e:2c:10:49 | null | null | null | null | null |
a5a769d2-1c33-46ae-a994-b945866e60b5 | 2028-07-29T09:31:19 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by sthomas No additional info | {
"geo_location": "Lebanon",
"device_hash": "f2a7240cb58d8bf77d1ce7a68a49c6dda4a15cd05c689499ee39a7b621feb87d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/36.0.808.0 Safari/532.1",
"session_id": "60ccce1e-19b8-4140-9ad0-fe74d2924d43",
"risk_score": 28.88,
"confidence": 0.4
} | null | null | null | null | null | No additional info | AI system adversarial_input by sthomas No additional info | adversarial_input | null | null | sthomas | null | null | null | null | null | null | null | null | null | null | null | null | model-4b7b586f | 10df2584555a87b3e657b9e160708e556e943e17d8fb076b38c7cb4b8d756c82 | 9841520fe0fb305204a45f81d1787af6 | null | null |
0cb3fd1f-ade4-4b9d-86c3-8cfb054a235c | 2025-05-18T23:08:59 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical protocol_violation Associated Threat Actor: Conti | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "2a1b9154b56a48d73990067caf3068a6",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:16.0) Gecko/16.0 Firefox/16.0",
"session_id": "50b3767a-4dfe-4410-ad4a-198b26b4a68d",
"risk_score": 97.7,
"confidence": 0.57
} | null | null | null | null | null | Associated Threat Actor: Conti | IoT device Medical protocol_violation Associated Threat Actor: Conti | protocol_violation | null | null | null | null | null | null | null | Medical | iot-47d0402f | 1.3 | null | null | null | null | null | null | null | null | null | null |
13eb3047-03cd-45b0-b369-824e2d73beb3 | 2025-05-28T07:35:34 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by johnsonkristen No additional info | {
"geo_location": "Iran",
"device_hash": "d5263f243f33ae0f44b52f07a85e4e9e2c1f3f37",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/17.9f8079.0 Mobile/94Q356 Safari/533.0",
"session_id": "d1a3ae08-83e6-4405-9038-7029a5c649fa",
"risk_score": 49.52,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by johnsonkristen No additional info | lambda_execution | null | null | johnsonkristen | null | null | null | {
"baseline_deviation": 1.89,
"entropy": 6.34,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-9d58894a |
af056ac7-2ae9-4ca4-ba02-4ef83b6f1c07 | 2025-02-03T01:57:14 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 10.168.145.112 to 10.116.176.254 DGA domain detected | {
"geo_location": "India",
"device_hash": "9374c1de7c8ed317b32e265990888f47b038d17a9c012533b6bae778492e026e",
"user_agent": "Opera/8.22.(Windows NT 10.0; raj-IN) Presto/2.9.179 Version/11.00",
"session_id": "c19b7c6b-9ab8-4d6d-b9ed-a19445e88816",
"risk_score": 54.14,
"confidence": 0.68
} | 10.168.145.112 | 10.116.176.254 | null | null | null | DGA domain detected | Network bandwidth_usage from 10.168.145.112 to 10.116.176.254 DGA domain detected | bandwidth_usage | 762,252 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3249cae7-67b0-463a-937d-a68c29533f02 | 2029-03-25T05:22:54 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall allow TCP traffic from 38.234.153.59:844 to 142.143.97.45:956 MITRE Technique: T1218.011 | {
"geo_location": "Kiribati",
"device_hash": "65a04001fa615d8850267635fe418f68aca2cb3011689d5f80dfef94f33b8125",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/32.0.849.0 Mobile/09R405 Safari/535.2",
"session_id": "3291a259-4238-4a13-a188-ee640ae1368d",
"risk_score": 55.19,
"confidence": 0.62
} | 38.234.153.59 | 142.143.97.45 | null | null | null | MITRE Technique: T1218.011 | Firewall allow TCP traffic from 38.234.153.59:844 to 142.143.97.45:956 MITRE Technique: T1218.011 | allow | 141,904 | TCP | null | null | null | null | null | null | null | null | 844 | 956 | 2,374 | null | null | null | null | null | null | null |
1f3c15bb-db90-4b13-8717-cc17ff28bb66 | 2025-05-16T07:46:38 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Malta",
"device_hash": "4d2b854a347e5de72606f0c264537ae966d6ef71",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/42.0.855.0 Safari/535.2",
"session_id": "bfdec23b-fb8f-46da-ab31-42e4a2996099",
"risk_score": 39.05,
"confidence": 0.56
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-73bb2a5f | 1.3 | null | null | null | null | null | null | null | null | null | null |
752b56e6-82b6-44c4-b724-f9eebcc28da1 | 2025-03-07T03:31:12 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "27a79c8ef992c34ad77c446a8d2b8217",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.1)",
"session_id": "96768981-2634-4b4d-a79e-6ea0c81c114c",
"risk_score": 46.63,
"confidence": 0.13
} | null | null | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Thermostat | iot-fcfcc9e2 | 5.2 | null | null | null | null | null | null | null | null | null | null |
7625aec0-a4b4-4e36-8ef6-cf64f4762e48 | 2025-03-21T22:12:12 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism director by riveramelvin No additional info | {
"geo_location": "Switzerland",
"device_hash": "7e7fd5df10bf9c398b06457c4da385ab48e972cd",
"user_agent": "Opera/8.52.(Windows NT 5.01; be-BY) Presto/2.9.176 Version/10.00",
"session_id": "0ff68f77-2aaa-4f4a-bd18-7dc87ccba1fe",
"risk_score": 71.68,
"confidence": 0.18
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism director by riveramelvin No additional info | persistence_mechanism | null | null | riveramelvin | director | 1,448 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
640a0c1f-c781-431a-93c7-5a093b4704e2 | 2025-01-27T04:34:43 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network connection from 67.211.234.117 to 22.142.120.162 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "ed5dc58860d2d483326cda89f172b8fa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "5e8b6ba0-39a1-4b31-9b7d-ffc3930a1f56",
"risk_score": 31.53,
"confidence": 0.08
} | 67.211.234.117 | 22.142.120.162 | null | null | null | No additional info | Network connection from 67.211.234.117 to 22.142.120.162 No additional info | connection | 18,823 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15493e9f-79d5-4007-b120-0dbdf2233e77 | 2025-05-18T15:22:33 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network beaconing from 108.159.70.196 to 112.35.123.152 MITRE Technique: T1486 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "094201cf66fb2e8a26ce325e638bf490c1e52f1aa54065b5919c251c62af008d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ia-FR) AppleWebKit/535.13.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.13.5",
"session_id": "b6e18412-9b3f-4de6-9483-e31a770b467d",
"risk_score": 85.16,
"confidence": 0.98
} | 108.159.70.196 | 112.35.123.152 | null | null | null | MITRE Technique: T1486 | Network beaconing from 108.159.70.196 to 112.35.123.152 MITRE Technique: T1486 | beaconing | 815,323 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
322bc1f3-095c-4aaa-8db9-c62c3fc646e4 | 2025-03-01T08:49:05 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism degree by mthompson No additional info | {
"geo_location": "Mauritania",
"device_hash": "d37e499d5ad5e1907857c5bf817b0130d8ab774e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7; rv:1.9.4.20) Gecko/6409-08-01 17:38:14 Firefox/5.0",
"session_id": "3389dd4d-b631-4d74-b14d-33701499c9d7",
"risk_score": 10.6,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism degree by mthompson No additional info | persistence_mechanism | null | null | mthompson | degree | 7,352 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68632b5a-da4d-44bd-90c7-4136d5663f96 | 2029-01-09T00:03:09 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in AWS by murphymatthew No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "5935589318d2084683e66a42055bd572bdb1ea0e0eb781b204a6a43922e63d71",
"user_agent": "Mozilla/5.0 (Android 1.1; Mobile; rv:66.0) Gecko/66.0 Firefox/66.0",
"session_id": "b37387e4-7c44-46b2-9837-91ea18b34ed1",
"risk_score": 62.05,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Cloud crypto_mining in AWS by murphymatthew No additional info | crypto_mining | null | null | murphymatthew | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-67bbc2eb |
5187bdaa-5266-49a3-847d-cb450401813a | 2025-06-28T16:18:22 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism determine by connerjeffery MITRE Technique: T1134.001 | {
"geo_location": "Poland",
"device_hash": "d37cc4fb516e2233a957c97716a7e294",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.0)",
"session_id": "465ef881-f20f-47f7-b0e5-07428beed1e1",
"risk_score": 53.92,
"confidence": 0.86
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint persistence_mechanism determine by connerjeffery MITRE Technique: T1134.001 | persistence_mechanism | null | null | connerjeffery | determine | 9,412 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bd87bd80-0110-4d48-8111-a9a1ebfeefaf | 2028-09-06T02:25:09 | firewall | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTPS traffic from 10.238.6.201:63 to 142.138.189.80:97 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "95321812638302f6ff2a25c9a6c8f1d9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/11.6g9151.0 Mobile/18V679 Safari/534.1",
"session_id": "30b5929c-9db2-4291-afc0-aafca0d32be5",
"risk_score": 79.17,
"confidence": 0.77
} | 10.238.6.201 | 142.138.189.80 | null | null | null | No additional info | Firewall log-only HTTPS traffic from 10.238.6.201:63 to 142.138.189.80:97 No additional info | log-only | 221,923 | HTTPS | null | null | null | null | {
"baseline_deviation": 2.72,
"entropy": 3.98,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 63 | 97 | 3,190 | null | null | null | null | null | null | null |
d3c2cc5d-45bd-450e-b222-527946d13873 | 2025-03-12T22:07:36 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth bypass for laralacey via key from 10.218.150.156 Unconventional IOC: TPM attestation failures | {
"geo_location": "Barbados",
"device_hash": "4534a5f90255487db60926248f4f6c24",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/41.0.824.0 Safari/536.2",
"session_id": "cc20f970-1af7-4c84-ab28-bc076542307f",
"risk_score": 74.69,
"confidence": 0.22
} | 10.218.150.156 | null | null | null | null | Unconventional IOC: TPM attestation failures | Auth bypass for laralacey via key from 10.218.150.156 Unconventional IOC: TPM attestation failures | bypass | null | null | laralacey | null | null | null | {
"baseline_deviation": 1.04,
"entropy": 2.59,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | key | 22:70:8c:27:dd:3c | null | null | null | null | null |
c57a420c-602c-481e-863c-79e1a5560a05 | 2025-03-05T08:20:33 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by paul55 No additional info | {
"geo_location": "Isle of Man",
"device_hash": "521b6429d46c2a30c30302d7fc2192ad",
"user_agent": "Opera/9.51.(X11; Linux i686; dz-BT) Presto/2.9.178 Version/11.00",
"session_id": "a7c53baf-7e61-49ac-8e50-3d4f264d84d6",
"risk_score": 52.84,
"confidence": 0.54
} | null | null | null | null | null | No additional info | AI system model_inversion by paul55 No additional info | model_inversion | null | null | paul55 | null | null | null | null | null | null | null | null | null | null | null | null | model-694fb127 | a5eac35248171ce1303c1489380e170cac9651d6 | a3b7f4970aae345469f38279df5289e78b42a224c269fd63ad5a49dab2bb29a6 | null | null |
11f55cee-0658-4228-9923-9dfb0f871ad5 | 2025-04-16T21:53:50 | ids_alert | Microsoft Sentinel v1.0.0 | emergency | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Microsoft Sentinel Alert: Living-off-the-Land detected from 20.55.23.66 targeting N/A No additional info | {
"geo_location": "France",
"device_hash": "4cd7c6e00a42d0b40804445441eff9e350deda41",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/32.0.802.0 Safari/532.0",
"session_id": "e9a05e1d-001d-449f-93f9-11d044bb2d35",
"risk_score": 54.98,
"confidence": 0.97
} | 20.55.23.66 | N/A | Living-off-the-Land | SIG-7660 | Recon | No additional info | Microsoft Sentinel Alert: Living-off-the-Land detected from 20.55.23.66 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.99,
"entropy": 3.48,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
8766553c-a0fa-4c07-8c48-d61732db8d32 | 2025-01-26T13:22:50 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth locked for aimee38 via passwordless from 167.176.85.242 No additional info noise=6B3C7B7F | {
"geo_location": "Austria",
"device_hash": "7ba2b169929f8a7c1849b91fe0286a267c1632abd940cc2798e6888888cd5167",
"user_agent": "Opera/8.27.(Windows 98; sat-IN) Presto/2.9.168 Version/12.00",
"session_id": "cb79277c-9271-4e90-b146-c3278630bb4e",
"risk_score": 88.09,
"confidence": 0.85
} | 167.176.85.242 | null | null | null | null | No additional info | Auth locked for aimee38 via passwordless from 167.176.85.242 No additional info | locked | null | null | aimee38 | null | null | null | null | null | null | null | null | null | null | passwordless | ae:1a:f5:35:7d:e3 | null | null | null | null | null |
1c3afa96-debe-4efe-bad0-7f33f11e3c6f | 2025-03-23T22:58:19 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Benin",
"device_hash": "e3e84180deab7753dc668f35e574e2c65ce788c7",
"user_agent": "Opera/8.89.(X11; Linux i686; ku-TR) Presto/2.9.178 Version/12.00",
"session_id": "452687df-f8cc-4e82-884a-fd733b1c9a15",
"risk_score": 69.78,
"confidence": 0.32
} | null | null | null | null | null | No additional info | IoT device Medical firmware_update No additional info | firmware_update | null | null | null | null | null | null | {
"baseline_deviation": 2.39,
"entropy": 7.22,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Medical | iot-976e9359 | 9.9 | null | null | null | null | null | null | null | null | null | null |
fa22bee9-d56c-4f62-b9d8-0f1825e43eb4 | 2025-04-02T01:18:31 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access early by jeremyduncan No additional info | {
"geo_location": "North Macedonia",
"device_hash": "c14a19bf79a7df4d77ae9e522ffbfffca0b50b03fe272f66c43d34d731483eb8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mt-MT) AppleWebKit/533.38.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6533.38.5",
"session_id": "1d8881bd-4035-4a27-8658-57a634d32c58",
"risk_score": 49.47,
"confidence": 0.16
} | null | null | null | null | null | No additional info | Endpoint file_access early by jeremyduncan No additional info | file_access | null | null | jeremyduncan | early | 2,792 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3af09e99-bb66-490f-951f-3914f5e862f1 | 2025-01-16T20:48:41 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "47107e263fc7f1e9b3cf8f245cb453d1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/46.0.833.0 Mobile/33X205 Safari/532.1",
"session_id": "4ec71ff9-359d-4fe9-8291-ac2ca24d2259",
"risk_score": 17.05,
"confidence": 0.06
} | null | null | null | null | null | No additional info | IoT device Sensor side_channel No additional info | side_channel | null | null | null | null | null | null | null | Sensor | iot-b06db232 | 5.4 | null | null | null | null | null | null | null | null | null | null |
deffabbf-89ad-4b1d-8114-2845a9780c32 | 2025-04-07T15:14:59 | firewall | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow SMB traffic from 203.202.93.31:956 to 193.247.205.138:285 No additional info noise=TmlnaHQu | {
"geo_location": "Trinidad and Tobago",
"device_hash": "c80d44bc4b3a2c006d4496db32f07f7e6e80ec2d590826a5d941a88686f0069a",
"user_agent": "Mozilla/5.0 (Android 1.5; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "cb46d125-089a-4b92-b802-ddcf94784fbd",
"risk_score": 68.36,
"confidence": 0.47
} | 203.202.93.31 | 193.247.205.138 | null | null | null | No additional info | Firewall allow SMB traffic from 203.202.93.31:956 to 193.247.205.138:285 No additional info | allow | 6,943 | SMB | null | null | null | null | null | null | null | null | 956 | 285 | 2,097 | null | null | null | null | null | null | null |
f546182f-49de-4470-aeb7-83a888ef4ff3 | 2025-07-08T15:28:06 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /rule/member.avi by cgreene No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "24668de151f54f51662d56865f12c58b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; om-KE) AppleWebKit/531.23.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6531.23.4",
"session_id": "3727f7cc-d850-4c13-9f8c-b90679e7f23a",
"risk_score": 56.22,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /rule/member.avi by cgreene No additional info | scheduled_task | null | null | cgreene | /rule/member.avi | 9,046 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a4c3399d-13b3-4651-9b78-1da25c8d32de | 2025-01-21T21:07:43 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow HTTPS traffic from 6.95.45.188:726 to 153.197.160.198:62823 MITRE Technique: T1218.011 | Associated Threat Actor: Lazarus Group | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Rwanda",
"device_hash": "229718510dc17e859f12aaa0c1a30a8163fcf596cb62b3dbab1effdc2e9f2fd0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_6 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/54.0.845.0 Mobile/19E943 Safari/536.2",
"session_id": "e5986453-36c8-46bd-a702-d9265849e704",
"risk_score": 48.43,
"confidence": 0.02
} | 6.95.45.188 | 153.197.160.198 | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Lazarus Group | Unconventional IOC: Bios timestamp anomalies | Firewall allow HTTPS traffic from 6.95.45.188:726 to 153.197.160.198:62823 MITRE Technique: T1218.011 | Associated Threat Actor: Lazarus Group | Unconventional IOC: Bios timestamp anomalies | allow | 917,341 | HTTPS | null | null | null | null | null | null | null | null | 726 | 62,823 | 1,778 | null | null | null | null | null | null | null |
8ccc00d2-c83b-4003-bc2e-4d917a7dcb61 | 2025-05-15T23:07:38 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network connection from 66.43.31.58 to 36.9.71.0 No additional info noise=site|foot|their | {
"geo_location": "United Kingdom",
"device_hash": "b2069b608afdf713a763d44377ff2543",
"user_agent": "Opera/8.88.(X11; Linux x86_64; it-CH) Presto/2.9.182 Version/11.00",
"session_id": "d52448c7-4ced-4e5c-bc65-f777cf81b3d0",
"risk_score": 41.08,
"confidence": 0.93
} | 66.43.31.58 | 36.9.71.0 | null | null | null | No additional info | Network connection from 66.43.31.58 to 36.9.71.0 No additional info | connection | 850,518 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
17f5dc6a-7a35-45c4-b6ec-8f26229c3f8f | 2025-02-01T20:58:02 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /final/worry.json by pcurry No additional info | {
"geo_location": "Russia",
"device_hash": "a53c98610ec27e2977ee2b66b35d37694bbe2e1e",
"user_agent": "Opera/8.34.(X11; Linux x86_64; km-KH) Presto/2.9.166 Version/12.00",
"session_id": "374a8db9-ad05-4ff4-a3ba-6e29745fda1e",
"risk_score": 40.39,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Endpoint service_install /final/worry.json by pcurry No additional info | service_install | null | null | pcurry | /final/worry.json | 3,277 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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