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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8c46732d-e08c-42b6-95f0-3021df0df139 | 2025-02-07T06:12:16 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in GCP by sanchezjessica No additional info | {
"geo_location": "Vanuatu",
"device_hash": "c06d302eedce29ebd49be625ecb6cc6d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.39.1 (KHTML, like Gecko) Version/5.1 Safari/531.39.1",
"session_id": "d67f5f57-ea1a-47eb-918b-48ba7724c347",
"risk_score": 58.32,
"confidence": 0.97
} | sanchezjessica | container_escape | null | null | null | No additional info | Cloud container_escape in GCP by sanchezjessica No additional info | null | null | null | null | null | null | null | null | null | GCP | res-ad5a6b4c | null | null | null | null | null | null | null | null | null | null |
52877f1a-376a-46b0-a216-01cad0cf6897 | 2025-05-08T21:57:02 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by mshaw MITRE Technique: T1134.001 | {
"geo_location": "Kiribati",
"device_hash": "8b2de8a3a9f11926dbe944c28cce8200d924d66b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/28.0.866.0 Mobile/33L133 Safari/536.1",
"session_id": "340a736d-b904-4d54-95d2-7e2a0f410883",
"risk_score... | mshaw | prompt_injection | null | null | null | MITRE Technique: T1134.001 | AI system prompt_injection by mshaw MITRE Technique: T1134.001 | {
"baseline_deviation": 1.35,
"entropy": 5.7,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-20c66e39 | 242e4462380eb191424ba222326f414115f5720f2f6df8f932c7c3c8802c384c | 81d92596592b5e41f773651f605de535528558ae | null | null | null | null | null | null | null |
d236d6bc-3f09-4cf4-9974-96d1504e88d2 | 2025-05-26T05:15:26 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network connection from 96.61.104.221 to 119.229.41.58 Unconventional IOC: TPM attestation failures | {
"geo_location": "Lesotho",
"device_hash": "cdbd18cb9f5b130f4f860b8ff2bdcda40bf827d2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/10.8e0641.0 Mobile/01Q642 Safari/534.1",
"session_id": "6595f58f-469b-46f3-8a74-be956c61a6e4",
"risk_score": 40.... | null | connection | null | null | null | Unconventional IOC: TPM attestation failures | Network connection from 96.61.104.221 to 119.229.41.58 Unconventional IOC: TPM attestation failures | {
"baseline_deviation": 0.86,
"entropy": 5.7,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 96.61.104.221 | 119.229.41.58 | null | null | null | null | null | null | null | null | null | null | HTTPS | 391,996 | null | null | null |
d4fe3d94-8f7f-4f29-8a96-d9bb97057a3b | 2025-05-31T22:45:34 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network connection from 131.205.80.122 to 66.74.236.16 No additional info | {
"geo_location": "Myanmar",
"device_hash": "fe80e59223378034a4054e04314e5347659558de",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_4 rv:2.0; en-AG) AppleWebKit/533.13.3 (KHTML, like Gecko) Version/5.0.1 Safari/533.13.3",
"session_id": "2f243eca-87d7-404e-91ca-e470dd83e0bb",
"risk_score": 38.... | null | connection | null | null | null | No additional info | Network connection from 131.205.80.122 to 66.74.236.16 No additional info | null | null | null | null | 131.205.80.122 | 66.74.236.16 | null | null | null | null | null | null | null | null | null | null | TCP | 61,753 | null | null | null |
b6330676-66a8-489b-a773-d507558e35c3 | 2025-04-23T01:30:35 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for wblair via passwordless from 197.82.206.216 No additional info | {
"geo_location": "Samoa",
"device_hash": "25e7cbb82a278ce45f1a968d784bc73f6f5a8707237ca281c7042e1a32cc227a",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6902-07-01 09:02:07 Firefox/5.0",
"session_id": "8b22b55d-e74f-4ff9-a574-766bc5564b58",
"risk_score": 57.36,
"confidence": 0.44
} | wblair | bypass | null | null | null | No additional info | Auth bypass for wblair via passwordless from 197.82.206.216 No additional info | {
"baseline_deviation": 2.73,
"entropy": 5.92,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 197.82.206.216 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 6b:cd:a7:92:9f:c0 |
f703fa46-9315-4f32-8035-236675d3495a | 2025-06-12T18:55:40 | 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 ICMP traffic from 103.107.78.128:1023 to 56.189.111.105:970 No additional info noise=app/category | {
"geo_location": "Norway",
"device_hash": "5655d252c0883c1692993c20c3dfa823191d0d81b904b1bf56f2e131864c1dcc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_6; rv:1.9.4.20) Gecko/2420-12-13 07:00:51 Firefox/11.0",
"session_id": "3e722cbf-3613-46eb-bdef-8747487c04ab",
"risk_score": 7.68,
"confi... | null | drop | null | null | null | No additional info | Firewall drop ICMP traffic from 103.107.78.128:1023 to 56.189.111.105:970 No additional info | null | null | null | null | 103.107.78.128 | 56.189.111.105 | null | null | null | null | null | null | null | null | 1,023 | 970 | ICMP | 900,504 | 1,577 | null | null |
9d992d94-ee30-4d7d-b5aa-aba8224fabc5 | 2025-02-01T19:19:22 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in AWS by lwood MITRE Technique: T1218.011 | {
"geo_location": "Guinea",
"device_hash": "8dc2b1556f3f462010acd8b9ffeeba759e5b0dbf6b7d7672cb62943c655f0cbd",
"user_agent": "Opera/8.81.(X11; Linux i686; ayc-PE) Presto/2.9.167 Version/12.00",
"session_id": "26c38506-0123-40e6-80d7-5e8ba923b08d",
"risk_score": 45.85,
"confidence": 0.75
} | lwood | crypto_mining | null | null | null | MITRE Technique: T1218.011 | Cloud crypto_mining in AWS by lwood MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | AWS | res-c1a0e297 | null | null | null | null | null | null | null | null | null | null |
0631195d-997c-48de-8c10-49d971cee912 | 2025-03-08T23:23:16 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: DNS Tunneling detected from 199.63.30.28 targeting N/A MITRE Technique: T1204.002 | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "402e436a44ffa37a41d29effeb23a39a5623ccce",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/28.0.847.0 Mobile/42X095 Safari/531.1",
"session_id": "1da7a585-ab9a-4bce-9a1a-666707a7b1f1"... | null | null | null | null | null | MITRE Technique: T1204.002 | QRadar Alert: DNS Tunneling detected from 199.63.30.28 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | 199.63.30.28 | N/A | DNS Tunneling | SIG-7858 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
f806b817-4c8d-4767-973e-b8310eb94d05 | 2025-03-09T14:20:42 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 213.0.229.105 to 93.64.40.125 MITRE Technique: T1071.001 | {
"geo_location": "Sudan",
"device_hash": "ae80950d70565fb7a740e94c428fd1410f670efc1164bdbbd70aa1d48a1e4c4b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.0)",
"session_id": "57b50ede-be97-4d9b-ba89-4c012a8fb53c",
"risk_score": 52.04,
"confidence": 0.79
} | null | data_exfiltration | null | null | null | MITRE Technique: T1071.001 | Network data_exfiltration from 213.0.229.105 to 93.64.40.125 MITRE Technique: T1071.001 | {
"baseline_deviation": 1.65,
"entropy": 2.04,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 213.0.229.105 | 93.64.40.125 | null | null | null | null | null | null | null | null | null | null | TCP | 472,108 | null | null | null |
27801351-6ce5-40df-94fa-5f31f2e0f578 | 2025-05-20T02:13:28 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: DNS Tunneling detected from 73.45.89.37 targeting 3.206.136.249 No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "84fe853f9152a1a481c5691240c5278daabdaa30",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:7.0) Gecko/7.0 Firefox/7.0",
"session_id": "19cbd525-1a8b-4aad-a1c8-238bf64a6ac7",
"risk_score": 43.36,
"confidence": 0.48
} | null | null | null | null | null | No additional info | FireEye HX Alert: DNS Tunneling detected from 73.45.89.37 targeting 3.206.136.249 No additional info | null | null | null | null | 73.45.89.37 | 3.206.136.249 | DNS Tunneling | SIG-3534 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
8595caa5-a319-43f3-bef1-b03af6362af4 | 2025-05-15T14:25:45 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in GCP by katrina23 MITRE Technique: T1190 noise=leg|power|relate | {
"geo_location": "North Macedonia",
"device_hash": "6bdddf25b10372b672583e1fc5966d65284ab76e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_7; rv:1.9.5.20) Gecko/2200-11-27 14:39:32 Firefox/3.6.16",
"session_id": "2374c507-6913-4b8c-a946-f280e8f7b34c",
"risk_score": 71.55,
"confidence": 0.... | katrina23 | shadow_it | null | null | null | MITRE Technique: T1190 | Cloud shadow_it in GCP by katrina23 MITRE Technique: T1190 | {
"baseline_deviation": 2.65,
"entropy": 2.87,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-8d1b60ac | null | null | null | null | null | null | null | null | null | null |
6e348e3a-c933-4fef-b945-bc872ea6cc2c | 2025-02-22T23:18:38 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect NTP traffic from 32.83.209.105:48010 to 158.182.26.17:28984 MITRE Technique: T1543.003 | {
"geo_location": "Brunei Darussalam",
"device_hash": "e1dd7712a38cb5eecbf514e65dd63f7d",
"user_agent": "Opera/9.45.(Windows NT 11.0; niu-NU) Presto/2.9.184 Version/11.00",
"session_id": "24ebe256-72ca-41f4-8313-013f3294c000",
"risk_score": 55.97,
"confidence": 0.98
} | null | inspect | null | null | null | MITRE Technique: T1543.003 | Firewall inspect NTP traffic from 32.83.209.105:48010 to 158.182.26.17:28984 MITRE Technique: T1543.003 | null | null | null | null | 32.83.209.105 | 158.182.26.17 | null | null | null | null | null | null | null | null | 48,010 | 28,984 | NTP | 92,478 | 1,159 | null | null |
6ff5e39e-3541-4b24-893e-8fb2424b3cc4 | 2025-05-04T05:04:25 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: XSS detected from 10.132.166.155 targeting 200.204.136.74 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "9465592773b6e761f13c12730f5ad407",
"user_agent": "Opera/9.66.(Windows 98; Win 9x 4.90; mk-MK) Presto/2.9.190 Version/10.00",
"session_id": "b9c46068-3dd5-47f5-b75e-b7e3c1cbdd91",
"risk_score": 21.42,
"confidence": 0.87
} | null | null | null | null | null | No additional info | Tanium Alert: XSS detected from 10.132.166.155 targeting 200.204.136.74 No additional info | null | null | null | null | 10.132.166.155 | 200.204.136.74 | XSS | SIG-3315 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
73e0bd01-21a0-4fe7-bfc8-b36bb3a371f1 | 2025-05-15T17:07:20 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by davidleonard MITRE Technique: T1574.002 | {
"geo_location": "Croatia",
"device_hash": "9dd8663be0d8e446fbf4b89f59cf49138e525b6857f9bc198cc9469c5fe24b3a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "993694f1-f6f8-4c86-b9f1-f161367ff839",
"risk_score": 51.33,
"confidence": 0.25
} | davidleonard | api_abuse | null | null | null | MITRE Technique: T1574.002 | Cloud api_abuse in OCI by davidleonard MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | OCI | res-64a7eb39 | null | null | null | null | null | null | null | null | null | null |
99f5c234-804f-4299-9101-75a7b3387e2d | 2025-05-09T00:01:36 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow DNS traffic from 209.52.63.114:852 to 173.185.114.40:160 MITRE Technique: T1574.002 | Associated Threat Actor: TA505 | {
"geo_location": "Lebanon",
"device_hash": "e7e2a63ddc6cf71260a9ca4c45fd3da559d32599b2baa641ae7503a6c18aa97e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_4; rv:1.9.3.20) Gecko/4450-09-09 12:18:12 Firefox/3.6.7",
"session_id": "910beff2-5386-441b-97e3-0feb45bb97d8",
"risk_score": 53.94,
"... | null | allow | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: TA505 | Firewall allow DNS traffic from 209.52.63.114:852 to 173.185.114.40:160 MITRE Technique: T1574.002 | Associated Threat Actor: TA505 | null | null | null | null | 209.52.63.114 | 173.185.114.40 | null | null | null | null | null | null | null | null | 852 | 160 | DNS | 526,910 | 3,596 | null | null |
f942e549-cc25-4a3b-8233-5785c3f7837a | 2025-04-16T08:28:46 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /network/begin.xlsx by stephanieharding No additional info | {
"geo_location": "Western Sahara",
"device_hash": "8684187cd62e0de8048fd91372cb6970bb430d4a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/58.0.806.0 Safari/531.1",
"session_id": "6ce5e09b-9c5e-410e-bf3d-3b6fe04413ae",
"risk_score": 9.13,
"confidence": 0.54
} | stephanieharding | wmi_exec | /network/begin.xlsx | 5,949 | explorer.exe | No additional info | Endpoint wmi_exec /network/begin.xlsx by stephanieharding No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41c15617-e9c8-48c5-8f1b-216cb44e3496 | 2025-05-03T04:08:33 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SMB traffic from 152.54.146.213:8059 to 60.13.243.155:54808 MITRE Technique: T1110.003 | {
"geo_location": "Mauritius",
"device_hash": "840410686375a310085ee00266efee03ea907b69",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/29.0.806.0 Safari/531.2",
"session_id": "2546ff0f-988c-42d5-951b-c3a586442aaa",
"risk_score": 48.76,
"confidence": 0.3
} | null | deny | null | null | null | MITRE Technique: T1110.003 | Firewall deny SMB traffic from 152.54.146.213:8059 to 60.13.243.155:54808 MITRE Technique: T1110.003 | null | null | null | null | 152.54.146.213 | 60.13.243.155 | null | null | null | null | null | null | null | null | 8,059 | 54,808 | SMB | 542,471 | 1,847 | null | null |
caad0dc2-3c9f-4c75-b91e-41adfb54e5fc | 2025-02-07T22:14:08 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by shelly24 No additional info | {
"geo_location": "Philippines",
"device_hash": "87c838908869dd9e98e5291ec7b924ef",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/29.0.869.0 Safari/531.0",
"session_id": "5d6c4604-c324-4c88-9eb5-19d83526f634",
"risk_score": 48.84,
"confidence": 0.1
} | shelly24 | model_inversion | null | null | null | No additional info | AI system model_inversion by shelly24 No additional info | {
"baseline_deviation": 1.32,
"entropy": 7.56,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-b6ff8f76 | 74124d2b87e317ddd14fe4220f06a15f | d4edeb8f5c76e07d5d8ed13690fef92d | null | null | null | null | null | null | null |
ff65bc2b-9b7d-41d4-8fbb-82a821e9780e | 2025-04-08T06:02:48 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by alyssasolomon MITRE Technique: T1059.005 noise=partner|positive|memory | {
"geo_location": "Poland",
"device_hash": "baa5be0fd87d61e088ffe481e12ed9aa",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/53.0.864.0 Mobile/19Q633 Safari/533.0",
"session_id": "e215d5cc-30b6-4b60-a92b-6da2e89fbef5",
"risk_score": 25.14,
"c... | alyssasolomon | prompt_injection | null | null | null | MITRE Technique: T1059.005 | AI system prompt_injection by alyssasolomon MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-bf30d98e | 7d4c64eee48e7148ab3505156a592bb0fe938c84b94b8bc812200a11c911783b | 73f91c17ef28abf602e59a702b43962d | null | null | null | null | null | null | null |
2db9999d-55f8-43a3-9904-453766f2ef33 | 2025-04-19T03:19:37 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for ksanchez via key from 151.228.236.89 MITRE Technique: T1543.003 | {
"geo_location": "Algeria",
"device_hash": "798cb2b0b2fe69b84259c4c16f1f24de30cf986979bbed860b511d3e16c3d01d",
"user_agent": "Opera/9.55.(Windows 98; kw-GB) Presto/2.9.166 Version/11.00",
"session_id": "bec1ee31-d44c-40ed-bb42-f83627a35c6b",
"risk_score": 53.61,
"confidence": 0.01
} | ksanchez | failed | null | null | null | MITRE Technique: T1543.003 | Auth failed for ksanchez via key from 151.228.236.89 MITRE Technique: T1543.003 | null | null | null | null | 151.228.236.89 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | bd:84:da:aa:ca:43 |
9aba9f99-37a4-4857-9ae3-8c83d6ad1fbb | 2025-07-08T17:10:55 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for torrestodd via password from 95.62.64.62 MITRE Technique: T1059.005 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Uruguay",
"device_hash": "d4ed8f938e6dbfc7c8e5b2545b64d0cb1c0df19ea48eb2aa9450172615358fd5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.0)",
"session_id": "ec7cf8e0-ce3b-4563-8930-10735a04ef33",
"risk_score": 64.62,
"confidence": 0.89
} | torrestodd | bypass | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: Quantum random number deviations | Auth bypass for torrestodd via password from 95.62.64.62 MITRE Technique: T1059.005 | Unconventional IOC: Quantum random number deviations | {
"baseline_deviation": 0.81,
"entropy": 5.37,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 95.62.64.62 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 9e:ea:03:8f:48:55 |
21e68935-42eb-404b-a285-e323dc851394 | 2025-03-30T14:31:51 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by andrew78 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "5171d5ba9ddee89cc6afcbcaa683a1eb194c6eb2",
"user_agent": "Opera/9.18.(X11; Linux i686; ln-CD) Presto/2.9.190 Version/10.00",
"session_id": "914f2d8b-87e4-4180-8887-ac12943652bf",
"risk_score": 65.72,
"confidence": 0.59
} | andrew78 | model_inversion | null | null | null | No additional info | AI system model_inversion by andrew78 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-05c9b58a | 5eeb96bc897314ec65cf0a8f0de5c772 | dfafded9c255e4adadb9baf8ff3fae8253b6558c | null | null | null | null | null | null | null |
1cfc4763-39fd-47b4-94f6-58f990ab91cc | 2025-03-04T01:14:55 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in GCP by michellehoffman MITRE Technique: T1543.003 | {
"geo_location": "Egypt",
"device_hash": "4eb1e4099d7200d61933d3efb8173e48043ba16d47a158076aec06397787ebfc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/534.47.7 (KHTML, like Gecko) Version/4.0 Safari/534.47.7",
"session_id": "d8ea75a9-7699-4ab5-ad6f-15e535ed947f",
"risk_score": 25.98,
... | michellehoffman | storage_access | null | null | null | MITRE Technique: T1543.003 | Cloud storage_access in GCP by michellehoffman MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | GCP | res-8b691e4f | null | null | null | null | null | null | null | null | null | null |
c753baaa-2b8a-4711-ba0e-5d23c681dee9 | 2025-06-19T11:36:31 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: Supply Chain Compromise detected from 10.213.240.130 targeting 182.61.247.18 Zero-day exploit pattern detected | {
"geo_location": "Pitcairn Islands",
"device_hash": "0ff3be04225408bea5916f20acb790b7cabd338e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_4 rv:2.0; byn-ER) AppleWebKit/531.11.7 (KHTML, like Gecko) Version/4.0 Safari/531.11.7",
"session_id": "67adabac-f70d-48bd-aca3-936bcee285b0",
"risk_score":... | null | null | null | null | null | Zero-day exploit pattern detected | OSSEC Alert: Supply Chain Compromise detected from 10.213.240.130 targeting 182.61.247.18 Zero-day exploit pattern detected | null | null | null | null | 10.213.240.130 | 182.61.247.18 | Supply Chain Compromise | SIG-7809 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
bda1ec98-91a9-43bb-93a3-578520019d6b | 2025-04-13T02:32:13 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: AI Model Poisoning detected from 91.40.121.172 targeting 88.228.237.144 MITRE Technique: T1566.001 | {
"geo_location": "China",
"device_hash": "639838e2895131094aafd26325892fd5",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; sw-KE; rv:1.9.1.20) Gecko/8734-02-06 20:56:21 Firefox/3.6.13",
"session_id": "576b263f-d363-49ec-808d-14035c464901",
"risk_score": 51.87,
"confidence": 0.51
} | null | null | null | null | null | MITRE Technique: T1566.001 | Zeek Alert: AI Model Poisoning detected from 91.40.121.172 targeting 88.228.237.144 MITRE Technique: T1566.001 | null | null | null | null | 91.40.121.172 | 88.228.237.144 | AI Model Poisoning | SIG-1317 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
75d825ee-ce8c-49c5-bdb1-33d991f9d24b | 2025-04-21T14:09:03 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 167.161.105.218 to 123.187.130.234 No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "4077caf9bc0912eeae4ddf503f339cb00f7d86647fcf7feb4776d4df57c9a40a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/15.8q5105.0 Mobile/33L685 Safari/531.1",
"sessio... | null | beaconing | null | null | null | No additional info | Network beaconing from 167.161.105.218 to 123.187.130.234 No additional info | null | null | null | null | 167.161.105.218 | 123.187.130.234 | null | null | null | null | null | null | null | null | null | null | TCP | 222,053 | null | null | null |
9f1970b4-2d26-4f2f-8738-9ede754869cb | 2025-01-21T08:01:43 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /development/improve.avi by regina26 No additional info | {
"geo_location": "Iran",
"device_hash": "704fa9695f078cbaac44789c39a5ce3cb9f0fef1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_5 rv:3.0; ro-RO) AppleWebKit/533.4.7 (KHTML, like Gecko) Version/5.0.5 Safari/533.4.7",
"session_id": "ced50f48-785f-4f60-8719-b4909ee6056a",
"risk_score": 65.22,
"... | regina26 | file_access | /development/improve.avi | 640 | svchost.exe | No additional info | Endpoint file_access /development/improve.avi by regina26 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e63fe52-fe08-42ba-81cd-5df8b7cb1b2d | 2025-05-07T03:19:15 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall deny NTP traffic from 171.80.97.146:14621 to 143.46.156.93:650 MITRE Technique: T1547.001 | {
"geo_location": "Colombia",
"device_hash": "aa2eb289b6759834a6c127dcd3e77773590e3b85",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_6; rv:1.9.5.20) Gecko/5304-01-18 09:01:30 Firefox/3.8",
"session_id": "fef90496-621e-4ea2-aa6e-daa58ac8a480",
"risk_score": 60.32,
"confidence": 0.45
} | null | deny | null | null | null | MITRE Technique: T1547.001 | Firewall deny NTP traffic from 171.80.97.146:14621 to 143.46.156.93:650 MITRE Technique: T1547.001 | null | null | null | null | 171.80.97.146 | 143.46.156.93 | null | null | null | null | null | null | null | null | 14,621 | 650 | NTP | 824,842 | 1,833 | null | null |
2f23e4d9-eddc-42c2-81d2-9e2a7456a751 | 2025-05-05T17:24:18 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network beaconing from 182.147.93.130 to 55.165.148.90 Associated Threat Actor: APT35 | {
"geo_location": "Aruba",
"device_hash": "1d017298f3e1c9e8f787160c5a11f9d8",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/9.8k2053.0 Mobile/02G273 Safari/531.1",
"session_id": "86ce478c-ccfb-4a6b-8a50-5857cf0d6e12",
"risk_score": 36.97,
... | null | beaconing | null | null | null | Associated Threat Actor: APT35 | Network beaconing from 182.147.93.130 to 55.165.148.90 Associated Threat Actor: APT35 | null | null | null | null | 182.147.93.130 | 55.165.148.90 | null | null | null | null | null | null | null | null | null | null | HTTP | 35,417 | null | null | null |
5bed4f90-8b45-41e8-bb87-96c6301eb7d9 | 2025-05-16T14:14:05 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop account by youngkelsey MITRE Technique: T1059.005 | {
"geo_location": "Monaco",
"device_hash": "d260bbd141771e6ac33650a20ee5654b",
"user_agent": "Opera/8.35.(Windows NT 5.1; hsb-DE) Presto/2.9.167 Version/11.00",
"session_id": "a50e0b16-76ff-4788-8369-3ccc5504bc8c",
"risk_score": 70.29,
"confidence": 0.07
} | youngkelsey | process_stop | account | 1,510 | cmd.exe | MITRE Technique: T1059.005 | Endpoint process_stop account by youngkelsey 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 |
8590d107-abcc-4ecc-877c-9fff121de2d3 | 2025-02-12T21:30:17 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC protocol_violation MITRE Technique: T1059.005 | {
"geo_location": "Nepal",
"device_hash": "507486b1c24a1e605856ecfafb2a0fce",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.0)",
"session_id": "e06f9c84-190b-4ce2-a6e2-27ad91daecc4",
"risk_score": 26.07,
"confidence": 0.15
} | null | protocol_violation | null | null | null | MITRE Technique: T1059.005 | IoT device HVAC protocol_violation MITRE Technique: T1059.005 | null | HVAC | iot-274183d6 | 2.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
82c87dc6-4c3c-4035-a6c5-d2aa3b802d29 | 2025-04-30T11:41:33 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by lee25 MITRE Technique: T1204.002 | Associated Threat Actor: APT35 | {
"geo_location": "Switzerland",
"device_hash": "33ebde6c997ebe52abb44130993a0f6dfa29dccd",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_7; rv:1.9.4.20) Gecko/4313-02-21 04:13:12 Firefox/3.8",
"session_id": "3a71c4a8-f2f6-478a-9ebf-9ad32ce5078f",
"risk_score": 44.92,
"confidence": 0.39
} | lee25 | adversarial_input | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: APT35 | AI system adversarial_input by lee25 MITRE Technique: T1204.002 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | model-221b6abd | a34f29b8c166f861831e1eecad94ca3f6145ccc1683ab7d78ab41035ad6191d5 | fd3384d3d36a7899c1995c0ee17ccce7 | null | null | null | null | null | null | null |
a2a609fe-1fb6-4791-8901-57211800f3a0 | 2025-05-04T01:05:25 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network beaconing from 209.8.47.214 to 167.18.10.82 No additional info | {
"geo_location": "Bhutan",
"device_hash": "f934285f8dbb2aa56bf2ebdb94bba66e1515555a",
"user_agent": "Opera/9.35.(Windows 95; or-IN) Presto/2.9.186 Version/10.00",
"session_id": "0ff9ad0e-1f07-490b-9949-e8444bec36a3",
"risk_score": 45.95,
"confidence": 0.22
} | null | beaconing | null | null | null | No additional info | Network beaconing from 209.8.47.214 to 167.18.10.82 No additional info | {
"baseline_deviation": 0.53,
"entropy": 6.86,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 209.8.47.214 | 167.18.10.82 | null | null | null | null | null | null | null | null | null | null | TCP | 647,838 | null | null | null |
e61d2d7a-fbcf-45eb-bd9f-967a5a93559d | 2025-06-10T13:01:42 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 147.95.34.72 to 38.130.33.190 Possible protocol tunneling | {
"geo_location": "Bolivia",
"device_hash": "79a6dcfe7dcc5c2ada186db7a53d500671786d2c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/30.0.821.0 Mobile/49B106 Safari/532.1",
"session_id": "99cd443f-2b09-48a3-8354-0824506a1a7c",
"risk_score": 63... | null | covert_channel | null | null | null | Possible protocol tunneling | Network covert_channel from 147.95.34.72 to 38.130.33.190 Possible protocol tunneling | null | null | null | null | 147.95.34.72 | 38.130.33.190 | null | null | null | null | null | null | null | null | null | null | UDP | 781,623 | null | null | null |
8f799164-8078-433d-9fb6-cecbe3a0a589 | 2025-02-02T23:23:10 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access benefit by erin33 No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "fa3c32e5cbc526105989bf79183dbefa",
"user_agent": "Opera/9.57.(Windows NT 6.0; xh-ZA) Presto/2.9.161 Version/12.00",
"session_id": "91093962-bde4-4147-b386-138fff21e412",
"risk_score": 55.2,
"confidence": 0.58
} | erin33 | file_access | benefit | 8,693 | powershell.exe | No additional info | Endpoint file_access benefit by erin33 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
32b9ebe3-5762-43d2-a0bc-0230cab8bb47 | 2025-05-20T08:15:41 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth timeout for brian61 via MFA from 140.138.67.78 Unconventional IOC: ACPI table modifications | {
"geo_location": "Martinique",
"device_hash": "bb2d2460326734030614a57ff59b5cc4e6dc78d5",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/56.0.806.0 Safari/532.1",
"session_id": "1805799d-3aa4-4ffc-bc54-20f995000808",
"risk_score": 53.07,
"confidence": 0.21
} | brian61 | timeout | null | null | null | Unconventional IOC: ACPI table modifications | Auth timeout for brian61 via MFA from 140.138.67.78 Unconventional IOC: ACPI table modifications | null | null | null | null | 140.138.67.78 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 10:1c:49:ad:c4:de |
ce8e9e1a-4c5f-4b02-a5e4-8bd79035c94d | 2025-04-02T00:06:24 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: ICS Attack detected from 47.4.199.193 targeting 94.112.181.56 MITRE Technique: T1204.002 | {
"geo_location": "Iraq",
"device_hash": "3feb353b867193cec7c846bad29cbfae65524df1e63fbe05f12db79765640117",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/6572-12-24 05:50:32 Firefox/3.6.17",
"session_id": "86051868-2c59-44b7-8e58-507cdcbd2df7",
"risk_score": 42.84,
"confidence": 0.63
} | null | null | null | null | null | MITRE Technique: T1204.002 | ArcSight Alert: ICS Attack detected from 47.4.199.193 targeting 94.112.181.56 MITRE Technique: T1204.002 | null | null | null | null | 47.4.199.193 | 94.112.181.56 | ICS Attack | SIG-1967 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
a8e917cc-feb6-48d6-97e5-592eb398eac6 | 2025-04-24T02:22:20 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 151.237.108.204 to 87.2.227.5 MITRE Technique: T1071.001 noise=V2l0aGluLg== | {
"geo_location": "Netherlands Antilles",
"device_hash": "8ad6439731c84451006d069e8d32e22e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "0a01c51b-7c12-4a1b-9ea6-440f340fd62c",
"risk_score": 66.21,
"confidence": 0.79
} | null | covert_channel | null | null | null | MITRE Technique: T1071.001 | Network covert_channel from 151.237.108.204 to 87.2.227.5 MITRE Technique: T1071.001 | null | null | null | null | 151.237.108.204 | 87.2.227.5 | null | null | null | null | null | null | null | null | null | null | HTTPS | 312,430 | null | null | null |
89981d5d-d6fe-4d4e-973f-5d894d6b06a3 | 2025-02-28T22:58:48 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by stephaniemckinney No additional info | {
"geo_location": "Latvia",
"device_hash": "82ac51ab5f7ebc9d0bb33744bf1b7bca730ea6ef55e7457baa6a72f746361c91",
"user_agent": "Mozilla/5.0 (Linux; Android 11) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/35.0.806.0 Safari/534.1",
"session_id": "dfe668ec-2241-4735-beed-59c239c1115d",
"risk_score": 8.83,
"conf... | stephaniemckinney | api_abuse | null | null | null | No additional info | AI system api_abuse by stephaniemckinney No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4bfa02fe | fcb81bf0d85bfe925d39f9aebbe9043c61f976a8789290bc2383b8114e76984c | b79403d0596e69f9317d840893e53928c4a1507f78230b5a1343d9fbb671eb7d | null | null | null | null | null | null | null |
54bdaed6-70c9-42ad-a665-5f9bea6e0961 | 2025-02-21T07:07:35 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in GCP by george31 No additional info noise=posts/posts | {
"geo_location": "Tuvalu",
"device_hash": "deb4bb2d6f4dfb50769413a527d5de6e7c99c92b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; gez-ER) AppleWebKit/535.43.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.43.6",
"session_id": "f9a9ef9a-1e6c-4969-99b8-38d397fcc4f5",
"ris... | george31 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by george31 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-fcb9f7de | null | null | null | null | null | null | null | null | null | null |
4a3dd45e-fdad-42ed-8596-6f983df34259 | 2025-05-10T23:18:08 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for simmonszachary via MFA from 152.54.131.49 No additional info | {
"geo_location": "Netherlands",
"device_hash": "ff6942c0ebe0448b299087e9473463561fde91a3",
"user_agent": "Opera/8.38.(Windows NT 6.1; fo-FO) Presto/2.9.161 Version/10.00",
"session_id": "510b2444-6085-44f1-b8cd-0eec6fbf1b6c",
"risk_score": 65.65,
"confidence": 0.65
} | simmonszachary | failed | null | null | null | No additional info | Auth failed for simmonszachary via MFA from 152.54.131.49 No additional info | null | null | null | null | 152.54.131.49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 78:19:0f:26:6f:a7 |
36b03707-d81e-4ac8-a3ca-4e38ddb4bc13 | 2025-06-12T23:54:28 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall allow TCP traffic from 46.76.29.230:879 to 196.205.209.180:35707 No additional info noise=V29tYW4u | {
"geo_location": "Bhutan",
"device_hash": "cf53987a2cd91d0c97ff04eaf8a650dca9a40e8fe5089bd5a65d89ff556b418c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.1)",
"session_id": "207a047e-544e-46ae-b0e1-93d673e522a2",
"risk_score": 63.1,
"confidence": 0.49
} | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 46.76.29.230:879 to 196.205.209.180:35707 No additional info | null | null | null | null | 46.76.29.230 | 196.205.209.180 | null | null | null | null | null | null | null | null | 879 | 35,707 | TCP | 182,428 | 920 | null | null |
47aa2cb3-7a50-4a86-ba18-4b8c3890afcd | 2025-06-27T01:26:53 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for osingh via password from 219.243.192.231 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "3799ff01e3adba1d0455edf86c6f146a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; lb-LU) AppleWebKit/532.9.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6532.9.7",
"session_id": "e33b0d96-9d71-4fd1-b5f6-0a9a0aeb3f84",
"risk_score": ... | osingh | locked | null | null | null | No additional info | Auth locked for osingh via password from 219.243.192.231 No additional info | null | null | null | null | 219.243.192.231 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 76:27:a8:1e:8f:a4 |
3377478e-c26c-43de-821d-d6b24ae953c6 | 2025-05-16T18:11:07 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall drop SSH traffic from 10.252.206.241:498 to 190.187.147.57:607 MITRE Technique: T1218.011 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Georgia",
"device_hash": "b63634ce239362502c637b4638c9648f53b3769e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/26.0.830.0 Safari/534.0",
"session_id": "916f0e1a-e223-4651-9c59-4a72988b2187",
"risk_score": 55.32,
"confidence": 0.62
} | null | drop | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: BlueNoroff | Firewall drop SSH traffic from 10.252.206.241:498 to 190.187.147.57:607 MITRE Technique: T1218.011 | Associated Threat Actor: BlueNoroff | null | null | null | null | 10.252.206.241 | 190.187.147.57 | null | null | null | null | null | null | null | null | 498 | 607 | SSH | 288,803 | 886 | null | null |
da7ce609-b53f-4587-89ce-8d895c27dc1e | 2025-05-28T06:44:25 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network disconnection from 149.90.252.0 to 25.226.21.173 MITRE Technique: T1071.001 | Unconventional IOC: Power consumption spikes noise=list/main | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "eebf3f1464ba14f55ff719f6a86117d6f766c1b24543bd45cc7bd49f439cf035",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/53.0.895.0 Safari/535.0",
"session_id": "3848788b-ca78-4730-99fd-afd8d... | null | disconnection | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: Power consumption spikes | Network disconnection from 149.90.252.0 to 25.226.21.173 MITRE Technique: T1071.001 | Unconventional IOC: Power consumption spikes | null | null | null | null | 149.90.252.0 | 25.226.21.173 | null | null | null | null | null | null | null | null | null | null | HTTP | 743,373 | null | null | null |
5840968c-1f13-4b1f-a09a-dd1590ce4980 | 2025-01-26T00:26:28 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 107.38.137.253 to 22.81.132.15 No additional info | {
"geo_location": "Slovenia",
"device_hash": "2825bda283d671b26822ea597d672427",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/3869-11-19 01:19:01 Firefox/3.8",
"session_id": "9749c437-a729-425e-8a38-fe01f4b6c72c",
"risk_score": 29.72,
"confidence": 0.26
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 107.38.137.253 to 22.81.132.15 No additional info | {
"baseline_deviation": 1.54,
"entropy": 6.76,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 107.38.137.253 | 22.81.132.15 | null | null | null | null | null | null | null | null | null | null | HTTP | 425,829 | null | null | null |
2f49f323-4ad3-4531-84a0-3a0a6414f813 | 2025-06-07T03:42:42 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTPS traffic from 23.7.28.42:1013 to 74.107.50.161:1004 Associated Threat Actor: Wizard Spider | {
"geo_location": "Gambia",
"device_hash": "fb2f3453d99fd77add592f6ab2608f7b",
"user_agent": "Opera/9.97.(X11; Linux x86_64; tn-ZA) Presto/2.9.184 Version/12.00",
"session_id": "434fc31a-8d36-4d96-92f6-f8ba70076f11",
"risk_score": 42.99,
"confidence": 0.3
} | null | inspect | null | null | null | Associated Threat Actor: Wizard Spider | Firewall inspect HTTPS traffic from 23.7.28.42:1013 to 74.107.50.161:1004 Associated Threat Actor: Wizard Spider | null | null | null | null | 23.7.28.42 | 74.107.50.161 | null | null | null | null | null | null | null | null | 1,013 | 1,004 | HTTPS | 301,496 | 1,511 | null | null |
ccd5eff6-81fe-45d9-b09a-c815b48fa686 | 2025-04-06T16:05:07 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in AWS by dawn06 MITRE Technique: T1547.001 noise=UmVhZHku | {
"geo_location": "Costa Rica",
"device_hash": "856f6e53ad2cc974785eb6e64908f8cb8efb3b5c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/42.0.811.0 Safari/536.1",
"session_id": "532da32e-1c45-4d24-b2c8-62027cf07cc9",
"risk_score": 44.62,
"confidence... | dawn06 | container_escape | null | null | null | MITRE Technique: T1547.001 | Cloud container_escape in AWS by dawn06 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | AWS | res-c4bbe5e1 | null | null | null | null | null | null | null | null | null | null |
8ec0b153-d78c-4043-800d-a72e7a69cf36 | 2025-05-04T10:04:47 | cloud | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in Azure by kylewood MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Nigeria",
"device_hash": "71cb02ba8366cc2d524da1fa896e0de9fd3a59dae9c6f16b9885d323baee6f13",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/18.0.876.0 Mobile/95E985 Safari/533.0",
"session_id": "c5166116-ade8-4e70-8e48-062c9b3b68... | kylewood | permission_escalation | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | Cloud permission_escalation in Azure by kylewood MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | Azure | res-cd39e14e | null | null | null | null | null | null | null | null | null | null |
d1b06f7e-6962-4390-90e1-f57d00efa77a | 2025-05-12T09:13:45 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by scottrichard No additional info noise=0FFB266B | {
"geo_location": "Seychelles",
"device_hash": "a40c63825a05e0f2bc675deb714425c8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ts-ZA) AppleWebKit/534.47.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.47.5",
"session_id": "e5bcdff1-bb98-4189-9d47-e379c93eeaf6",
"risk_sco... | scottrichard | fine_tuning | null | null | null | No additional info | AI system fine_tuning by scottrichard No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2caec694 | cc0ac3af4030201ab2e0ff53d19fce6f49fa8513 | d1bc64bf4c82d83e86d35e059584d66a | null | null | null | null | null | null | null |
8ac42869-a28a-47d5-a198-19580d7538f6 | 2025-05-28T18:47:13 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth success for claytonmaddox via key from 10.53.126.150 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "46c352e7112aad0f048ec586cc337a1302d2664c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_1 rv:2.0; it-CH) AppleWebKit/534.18.1 (KHTML, like Gecko) Version/4.0.3 Safari/534.18.1",
"session_id": "22257c48-0e81-42d7-a00c-49222b610274",
"risk_score":... | claytonmaddox | success | null | null | null | No additional info | Auth success for claytonmaddox via key from 10.53.126.150 No additional info | null | null | null | null | 10.53.126.150 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 78:0a:38:13:00:c4 |
f08729e8-6c7f-4ab2-9639-0e93a2705f6d | 2025-06-22T16:31:00 | 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 etaylor No additional info noise=E6210BD6 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "8ffe2f01cc3232008d45bb2c48cf7f41",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.0)",
"session_id": "fa8b7c50-180c-4a02-b93d-4e7b691ddb40",
"risk_score": 54.93,
"confidence": 0.8
} | etaylor | model_access | null | null | null | No additional info | AI system model_access by etaylor No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7db0d2c6 | 62872d988ac12210889c417b89c363d949fc1cc3 | a8d5378cc3d051a86dd63e6d52ca7ed7 | null | null | null | null | null | null | null |
75b0493a-abfc-4c6c-89f4-c30f56f2c3e9 | 2025-07-03T05:30:23 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth success for veronica42 via SAML from 55.135.36.165 No additional info | {
"geo_location": "Jersey",
"device_hash": "c6c7c05ce9b4f85c19c40d43d114ed01",
"user_agent": "Opera/8.10.(Windows NT 6.1; an-ES) Presto/2.9.171 Version/11.00",
"session_id": "1edd1021-8c5a-499a-8626-025e453e53e9",
"risk_score": 50.99,
"confidence": 0.69
} | veronica42 | success | null | null | null | No additional info | Auth success for veronica42 via SAML from 55.135.36.165 No additional info | null | null | null | null | 55.135.36.165 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 61:f4:b1:7f:93:bb |
86e7ee68-d3aa-4052-9ac5-bc0c32dcd25c | 2025-05-12T04:53:28 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for susan54 via OAuth from 10.195.45.133 MITRE Technique: T1566.001 | {
"geo_location": "Russia",
"device_hash": "24102c702839e1b1262e472d67efb00016a320ee7802f0b10a4e01136a8fe3c7",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/18.8s1550.0 Mobile/24F881 Safari/535.1",
"session_id": "ac3661f9-858c-4641-9946-76f6611e83... | susan54 | failed | null | null | null | MITRE Technique: T1566.001 | Auth failed for susan54 via OAuth from 10.195.45.133 MITRE Technique: T1566.001 | null | null | null | null | 10.195.45.133 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 83:71:44:aa:39:0e |
12287e37-8cfa-4b06-a04f-cc286e41e2b9 | 2025-02-04T08:32:12 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system model_access by kentking No additional info | {
"geo_location": "Malaysia",
"device_hash": "c48ec7810e7b149d30457e07f72e0918e64bfb72",
"user_agent": "Opera/8.40.(Windows NT 5.1; ast-ES) Presto/2.9.178 Version/11.00",
"session_id": "bf35ecf0-d37c-4dd3-affd-c8e449a44b71",
"risk_score": 74.9,
"confidence": 0.96
} | kentking | model_access | null | null | null | No additional info | AI system model_access by kentking No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e2948106 | 49b055c246926c91bdc1eb21e1ef61c99fe81b60 | d87c945a954bb4ed96ac8e6f467c8af6f170b18fb0ac57f979c3ddedc4767db9 | null | null | null | null | null | null | null |
aa786dc4-9faf-4b8e-8d8f-35a7599e7c57 | 2025-04-23T22:33:51 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect TCP traffic from 62.83.138.50:27795 to 54.236.132.156:722 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Barbados",
"device_hash": "83e59de32a22f06b8f17398d54cf19c523f90c94",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:7.0) Gecko/7.0 Firefox/7.0",
"session_id": "8f0a4811-b9f7-4e79-b7c6-8c64193f1704",
"risk_score": 40.54,
"confidence": 0.47
} | null | inspect | null | null | null | Unconventional IOC: Bios timestamp anomalies | Firewall inspect TCP traffic from 62.83.138.50:27795 to 54.236.132.156:722 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 62.83.138.50 | 54.236.132.156 | null | null | null | null | null | null | null | null | 27,795 | 722 | TCP | 273,010 | 630 | null | null |
57db1a56-7ee8-4b51-8740-3d89204783c5 | 2025-05-28T02:42:52 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: DDoS detected from 135.61.91.255 targeting 10.193.71.235 No additional info noise=app/wp-content/app | {
"geo_location": "Jordan",
"device_hash": "2fc7db21af5482bfe8ebe8c83a6fa25b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.49.1 (KHTML, like Gecko) Version/5.0.1 Safari/532.49.1",
"session_id": "11686a6d-d1d9-4734-bf77-846e719e071b",
"risk_score": 62.78,
"confidence": 0.27
} | null | null | null | null | null | No additional info | QRadar Alert: DDoS detected from 135.61.91.255 targeting 10.193.71.235 No additional info | null | null | null | null | 135.61.91.255 | 10.193.71.235 | DDoS | SIG-5962 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
f80ec12b-55cb-4589-831c-7a07ec7fa840 | 2021-08-29T12:43:02 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by peter12 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "c8e0a30420a921fa20f580ae363ffba9d2843578b87de7ec34b18af55d5b09c8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/18.7e3847.0 Mobile/49E502 Safari/535.0",
"session_id": "b8e5a834-2ff7-4661-84d4-49052... | peter12 | membership_inference | null | null | null | No additional info | AI system membership_inference by peter12 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-71109afb | 42abd1f4ed5526f4cb68a3e30e01bd37481b31a852edcd774a49b4295bd600c6 | 7cba0d99cc7421ca33386ac587ab0d763744ba7d | null | null | null | null | null | null | null |
90312b75-635e-4914-ad6b-881e988fae52 | 2025-01-18T21:27:56 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by qjones Associated Threat Actor: FIN7 | {
"geo_location": "Italy",
"device_hash": "a7aeba774d05cf160db46e799ea984790c54c283d996b5676c952c0bbf720344",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.1)",
"session_id": "9f69b6b4-9f3e-48e5-a18a-dd920b0c609f",
"risk_score": 65.26,
"confidence": 0.63
} | qjones | config_change | null | null | null | Associated Threat Actor: FIN7 | Cloud config_change in Azure by qjones Associated Threat Actor: FIN7 | null | null | null | null | null | null | null | null | null | Azure | res-36aae0fa | null | null | null | null | null | null | null | null | null | null |
80650e74-019a-4d87-b1e2-e1bb937a9642 | 2025-02-09T09:34:13 | auth | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|low| desc=Auth locked for brownalicia via password from 218.33.29.73 No additional info | {
"geo_location": "Russia",
"device_hash": "ccb2bd25c416c466196a229ed4e73420",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.1)",
"session_id": "e58c2e9a-8c77-4a24-b129-68924fb47f4d",
"risk_score": 45.38,
"confidence": 0.27
} | brownalicia | locked | null | null | null | No additional info | Auth locked for brownalicia via password from 218.33.29.73 No additional info | null | null | null | null | 218.33.29.73 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 70:91:f6:c5:e6:ca |
cbb69551-c370-4202-a4ce-3758f729ebff | 2025-07-01T08:08:11 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect RDP traffic from 35.123.35.187:498 to 73.177.57.248:766 MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | {
"geo_location": "Iran",
"device_hash": "6582a0bafd2546e399c1845fd456ea200d4c711e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.0)",
"session_id": "6978a2f7-5a70-4395-aab8-a98a1384b457",
"risk_score": 72.5,
"confidence": 0.57
} | null | inspect | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | Firewall inspect RDP traffic from 35.123.35.187:498 to 73.177.57.248:766 MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | null | null | null | null | 35.123.35.187 | 73.177.57.248 | null | null | null | null | null | null | null | null | 498 | 766 | RDP | 586,904 | 154 | null | null |
e1cb099a-0903-4abb-ab25-91e286dfcbf7 | 2028-10-06T14:45:41 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera command_injection MITRE Technique: T1134.001 | {
"geo_location": "Madagascar",
"device_hash": "10b91cf08b41d155bf46b9d6b8ae063c09fe520342edfa3efeca9ecf3a864c75",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.0)",
"session_id": "0526b239-feb9-466c-a2b8-6815b1637b02",
"risk_score": 30.92,
"confidence": 0.66
} | null | command_injection | null | null | null | MITRE Technique: T1134.001 | IoT device Camera command_injection MITRE Technique: T1134.001 | null | Camera | iot-39d64156 | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff836d44-4682-4acd-a210-080e9a903f8b | 2025-05-16T08:35:47 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: Port Scan detected from 38.171.97.134 targeting N/A Associated Threat Actor: Mustang Panda | {
"geo_location": "Andorra",
"device_hash": "f660421e57a0eda5f8c48a3c9b9283c3",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; kw-GB; rv:1.9.2.20) Gecko/3080-11-20 23:20:41 Firefox/3.6.1",
"session_id": "3eda1aa8-8369-407c-b03b-d71bc022fb0e",
"risk_score": 57.69,
"confidence": 0.21
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Wazuh Alert: Port Scan detected from 38.171.97.134 targeting N/A Associated Threat Actor: Mustang Panda | null | null | null | null | 38.171.97.134 | N/A | Port Scan | SIG-4149 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
e5174545-d30e-4bd4-b6f9-04c8b75db741 | 2025-06-17T17:41:18 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 118.43.92.76 to 118.86.54.148 Associated Threat Actor: Inception Framework | {
"geo_location": "Eritrea",
"device_hash": "1937dc526e1a059a8ba6ca634228d31cc2fb4a2099746cd5073c441193617b8b",
"user_agent": "Opera/8.22.(X11; Linux i686; es-NI) Presto/2.9.161 Version/12.00",
"session_id": "70a74966-780e-4104-a2ef-28aac3a416b5",
"risk_score": 66.29,
"confidence": 0.29
} | null | protocol_anomaly | null | null | null | Associated Threat Actor: Inception Framework | Network protocol_anomaly from 118.43.92.76 to 118.86.54.148 Associated Threat Actor: Inception Framework | null | null | null | null | 118.43.92.76 | 118.86.54.148 | null | null | null | null | null | null | null | null | null | null | UDP | 851,545 | null | null | null |
4df8f4a2-db8d-4143-8768-5fb7e647a30e | 2025-05-22T12:52:47 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "009d6596c87e0b99af1037aaca9dc6b81278dd02",
"user_agent": "Opera/9.12.(X11; Linux i686; se-NO) Presto/2.9.170 Version/10.00",
"session_id": "237a1fd7-b965-4bb1-9ab3-fae0b70c5ca1",
"risk_score": 60.06,
"confidence": 0.93
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-bdef07eb | 3.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec9a53f0-6c6b-4483-9ac5-a193517f17b1 | 2025-04-07T01:03:52 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by davidholmes No additional info | {
"geo_location": "Samoa",
"device_hash": "7562254c51b45ed2b704325e55d0685963d5cad0ad879c13333dc1a58642e05a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/10.6h1376.0 Mobile/37J901 Safari/531.1",
"session_id": "c8f095e7-ec6c-490d-8acd-89352da085d... | davidholmes | api_abuse | null | null | null | No additional info | AI system api_abuse by davidholmes No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6b8d170b | 74d08c155c0bdb8221309906f3973f14 | 48b1dd10aca399f0478e49f534924b6d | null | null | null | null | null | null | null |
7f838b35-71d7-471d-8455-aebe6917cabc | 2025-07-11T03:03:23 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system model_access by cbarber No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "e72e5d5af8676eb095853614314107bd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0 rv:2.0; is-IS) AppleWebKit/531.12.2 (KHTML, like Gecko) Version/4.0.4 Safari/531.12.2",
"session_id": "cf3a4a78-1de0-40b5-b1cc... | cbarber | model_access | null | null | null | No additional info | AI system model_access by cbarber No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cd57a758 | 6620a084cea132aa966cd8281fd3ed321828b182c8e0ccdaaee4c7da24e1db9c | c54543c7748a83564279ca84c33bee94 | null | null | null | null | null | null | null |
43177afe-d06a-4585-abba-c033269737f1 | 2025-06-24T09:57:07 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network beaconing from 124.145.81.106 to 16.43.208.169 MITRE Technique: T1543.003 noise=U2VlbSBmcm9tLg== | {
"geo_location": "Puerto Rico",
"device_hash": "19d410dbd7778677b973809b2b37d9e6d708b807603d80091c8284fd79218b45",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.4) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/14.0.848.0 Safari/531.2",
"session_id": "73ca99ca-99bc-470e-8969-6686bb437af1",
"risk_score": 46.05... | null | beaconing | null | null | null | MITRE Technique: T1543.003 | Network beaconing from 124.145.81.106 to 16.43.208.169 MITRE Technique: T1543.003 | null | null | null | null | 124.145.81.106 | 16.43.208.169 | null | null | null | null | null | null | null | null | null | null | HTTP | 716,113 | null | null | null |
5fc50ef3-dbe0-4ad6-818b-21f619fde98e | 2025-06-29T12:33:57 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in GCP by smays MITRE Technique: T1190 | {
"geo_location": "Samoa",
"device_hash": "af606a3c401431e28b77d6193252ca5c",
"user_agent": "Opera/9.80.(X11; Linux x86_64; gu-IN) Presto/2.9.169 Version/10.00",
"session_id": "cb9ddbb0-ccd0-4616-af28-ae901114bb7c",
"risk_score": 64.33,
"confidence": 0.2
} | smays | config_change | null | null | null | MITRE Technique: T1190 | Cloud config_change in GCP by smays MITRE Technique: T1190 | {
"baseline_deviation": 1.67,
"entropy": 2.04,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-ddda84fe | null | null | null | null | null | null | null | null | null | null |
d688a722-b5d5-47d4-93ae-2b4f7b13af31 | 2025-03-27T11:18:56 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /spring/policy.html by lindseyliu No additional info noise=dog|wish|population | {
"geo_location": "Zimbabwe",
"device_hash": "b0caec88786fd7ea9309cf30935477f5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/4.1)",
"session_id": "c00870ed-3a72-410c-a5c5-7f3fc16d25ab",
"risk_score": 19.63,
"confidence": 0.26
} | lindseyliu | driver_load | /spring/policy.html | 1,254 | powershell.exe | No additional info | Endpoint driver_load /spring/policy.html by lindseyliu No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1348058b-66df-47b9-bc42-4174a9efb415 | 2025-05-23T21:49:05 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in AWS by hughesdavid No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "e19d1cbb2e01844f4e48ca03bb76f6dd5aaed83e",
"user_agent": "Opera/8.33.(Windows NT 6.1; ka-GE) Presto/2.9.165 Version/11.00",
"session_id": "5898b5c3-9134-482c-ae2f-bdef1c2f637e",
"risk_score": 31.78,
"confidence": 0.63
} | hughesdavid | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by hughesdavid No additional info | null | null | null | null | null | null | null | null | null | AWS | res-59c04c90 | null | null | null | null | null | null | null | null | null | null |
f12ec0f8-5a4d-4746-9467-1e4c92f4efaa | 2025-06-11T16:44:58 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: SQL Injection detected from 189.220.189.233 targeting 183.179.79.242 Associated Threat Actor: Cobalt Group | {
"geo_location": "Aruba",
"device_hash": "df41f07de3e288fa2114d027391cbd51",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; cmn-TW) AppleWebKit/531.41.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.41.4",
"session_id": "1e766bae-9879-4e14-8362-90266c3735ea",
"risk_score":... | null | null | null | null | null | Associated Threat Actor: Cobalt Group | Tanium Alert: SQL Injection detected from 189.220.189.233 targeting 183.179.79.242 Associated Threat Actor: Cobalt Group | {
"baseline_deviation": 1.14,
"entropy": 5.49,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 189.220.189.233 | 183.179.79.242 | SQL Injection | SIG-8575 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
77365abf-e8e5-4300-9fc3-a023c73ee17d | 2025-06-22T10:05:11 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1059.001 noise=posts | {
"geo_location": "Equatorial Guinea",
"device_hash": "8cb5f5a40e6c35786907682b1b45a43918c730bce960562aefcc54ff111e99c2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_7 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/30.0.834.0 Mobile/05D974 Safari/534.0",
"session_id": "e54e923c-3956-4647-9003... | null | sensor_spoofing | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat sensor_spoofing MITRE Technique: T1059.001 | null | Thermostat | iot-a4be1abc | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
75d73559-192a-409e-83cf-c71c92e6a56c | 2025-01-12T12:50:56 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: Container Escape detected from 195.133.3.77 targeting N/A MITRE Technique: T1053.005 | {
"geo_location": "Russia",
"device_hash": "9329c203d4d30c026cb9b525d56c851a02241f5d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_7 rv:5.0; hak-TW) AppleWebKit/531.1.4 (KHTML, like Gecko) Version/5.0.2 Safari/531.1.4",
"session_id": "ddc0b146-4754-4d78-9961-db661aea2c6f",
"risk_score": 7.73,
... | null | null | null | null | null | MITRE Technique: T1053.005 | Tanium Alert: Container Escape detected from 195.133.3.77 targeting N/A MITRE Technique: T1053.005 | null | null | null | null | 195.133.3.77 | N/A | Container Escape | SIG-5495 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
e9cad7e8-08ad-4932-9cb3-2b1ab42c81a4 | 2025-03-01T23:24:09 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Alibaba by davidwhite No additional info | {
"geo_location": "China",
"device_hash": "947fb2364ffe21f6372b0188a3db32e9",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4 rv:4.0; fr-FR) AppleWebKit/535.12.3 (KHTML, like Gecko) Version/4.1 Safari/535.12.3",
"session_id": "d249f22a-1f4d-4136-bc93-374b28c29094",
"risk_score": 42.48,
"conf... | davidwhite | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by davidwhite No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-468e09dd | null | null | null | null | null | null | null | null | null | null |
e9919097-9d35-4ba9-8ed6-2e80b57c3ae8 | 2025-05-26T23:42:01 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by abigailsanchez Unconventional IOC: GPU memory artifacts | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "fe6f0645e4142a05cf144a1290eabede225f38c2edba8d3c74704380934547d2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3472-08-16 19:55:35 Firefox/3.6.20",
"session_id": "988abbd1-9c64-4f9d-80df-4e3b339878f7",
"risk_score": 98.91,
... | abigailsanchez | api_abuse | null | null | null | Unconventional IOC: GPU memory artifacts | Cloud api_abuse in OCI by abigailsanchez Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | OCI | res-2935c373 | null | null | null | null | null | null | null | null | null | null |
9817213f-e567-42cc-989d-3d79db899e9f | 2025-01-25T07:24:45 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect RDP traffic from 108.198.145.201:112 to 144.170.252.216:427 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "69442b2ae31463efbe7f288a3b559540cb047b37",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/28.0.853.0 Mobile/18A778 Safari/535.0",
"session_id": "a060cf70-2cc0-4903-ae79-... | null | inspect | null | null | null | No additional info | Firewall inspect RDP traffic from 108.198.145.201:112 to 144.170.252.216:427 No additional info | null | null | null | null | 108.198.145.201 | 144.170.252.216 | null | null | null | null | null | null | null | null | 112 | 427 | RDP | 519,015 | 311 | null | null |
465d29f6-c4c6-4ecb-b0fa-07ad3945fd6f | 2025-01-18T09:50:20 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "913cff5cbde9fcb3be562829aa602dfd0382bb545efbc85caa5ef860fc26c0ae",
"user_agent": "Opera/9.57.(X11; Linux x86_64; uz-UZ) Presto/2.9.189 Version/10.00",
"session_id": "37ffbed7-97f9-44fb-8e20-f44abf30b357",
"risk_score": 58.6,
"confidence": 0.51
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-ecadf25f | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
93b1df61-0704-4486-917c-f0c3987d309e | 2025-01-25T16:59:13 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Azure by codydavenport No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "31aaa1ccbd954ebe8bf2bfee7dfa724c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "a74e8aea-2c20-4ee7-9f05-3e5d4f6f27ff",
"risk_score": 35.99,
"confidence": 0.75
} | codydavenport | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by codydavenport No additional info | null | null | null | null | null | null | null | null | null | Azure | res-dadc9edd | null | null | null | null | null | null | null | null | null | null |
10592064-4802-4e03-ba0d-b8c32c56161a | 2025-06-24T01:59:21 | 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 Sensor physical_tamper No additional info noise=categories | {
"geo_location": "Gambia",
"device_hash": "de85d7c0882ffc2801bbb660593490c374b9f0e9f83f26d160ad5a2ac96ebc89",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/12.3q6186.0 Mobile/06J316 Safari/533.1",
"session_id": "46f2c182-93ec-4f93-a91d-3f10ea3d5... | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-8423b8a4 | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ae6bb01-9386-40b9-97b5-3d7feaf94aea | 2025-05-16T21:36:35 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Alibaba by elizabethwright MITRE Technique: T1110.003 | {
"geo_location": "Central African Republic",
"device_hash": "1bc627d7488b43e71821c98b5a829144",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_6; rv:1.9.3.20) Gecko/8921-05-09 10:03:39 Firefox/3.8",
"session_id": "aa023673-faa3-445e-87db-7583834f4ed2",
"risk_score": 63.42,
"confidence": 0.09... | elizabethwright | crypto_mining | null | null | null | MITRE Technique: T1110.003 | Cloud crypto_mining in Alibaba by elizabethwright MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | Alibaba | res-abfbc193 | null | null | null | null | null | null | null | null | null | null |
2cd723d2-3015-4f72-a02e-cd7880a94385 | 2025-05-21T23:21:46 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by april13 No additional info | {
"geo_location": "Congo",
"device_hash": "8d52aa8be0d14fecf702c764aad46ceb",
"user_agent": "Opera/8.24.(Windows NT 5.1; te-IN) Presto/2.9.187 Version/11.00",
"session_id": "cece1f8b-ca23-4e00-9725-710072b7ea8f",
"risk_score": 53.11,
"confidence": 0.08
} | april13 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by april13 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-925a7492 | 482ffe171e77ad4599f4fdd3ec5e9d91 | 2be31aaa15b4aef36c89cedce6b3e2caeb21ab57 | null | null | null | null | null | null | null |
4adb9e8a-6c97-4f30-96c6-c60e72b466ca | 2025-05-10T18:28:34 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Azure by josephgreen No additional info | {
"geo_location": "Ethiopia",
"device_hash": "97e734463d922a9f51c4c5c4fad5968b",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/61.0.886.0 Safari/533.2",
"session_id": "c836dd38-09fe-45ea-a7fb-1abe29cb22b0",
"risk_score": 9.62,
"confidence": 0.31
} | josephgreen | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by josephgreen No additional info | null | null | null | null | null | null | null | null | null | Azure | res-5a883c2c | null | null | null | null | null | null | null | null | null | null |
a1e1ec7f-f7f1-4e33-b0e8-4c15ecd2da69 | 2023-04-25T18:40:27 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 122.60.168.115 to 170.235.186.99 No additional info | {
"geo_location": "Egypt",
"device_hash": "529c0a7af8ecb588bf4b0b716448affd5984fb69",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_9 rv:3.0; dv-MV) AppleWebKit/533.9.4 (KHTML, like Gecko) Version/4.0 Safari/533.9.4",
"session_id": "92562aa4-715c-49a0-a377-5eb51626c5dd",
"risk_score": 62.1,
"conf... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 122.60.168.115 to 170.235.186.99 No additional info | null | null | null | null | 122.60.168.115 | 170.235.186.99 | null | null | null | null | null | null | null | null | null | null | HTTP | 214,655 | null | null | null |
e3ededb1-d4da-4aac-a876-515b7147bbbe | 2025-02-06T09:30:05 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access box by acasey MITRE Technique: T1053.005 | Associated Threat Actor: Leafminer noise=app/main/list | {
"geo_location": "Italy",
"device_hash": "f0563d3ecbdb226458a5f7e971447b16",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/15.2t1751.0 Mobile/92D895 Safari/535.1",
"session_id": "579b5723-5fdf-4d92-a1d7-d2d21e0aa44f",
"risk_score": 73.43,
... | acasey | file_access | box | 9,952 | svchost.exe | MITRE Technique: T1053.005 | Associated Threat Actor: Leafminer | Endpoint file_access box by acasey MITRE Technique: T1053.005 | Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f1eaf91c-b809-4de7-8931-329e96e880d6 | 2025-01-15T20:20:06 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by zevans Unconventional IOC: Quantum random number deviations | {
"geo_location": "Ethiopia",
"device_hash": "9b0869b633699951138ecde4a1a188ce",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/32.0.833.0 Safari/532.2",
"session_id": "67180fc0-beb1-4c76-87da-335629da957e",
"risk_score": 65,
"confidence": 0.17
} | zevans | training_data_poisoning | null | null | null | Unconventional IOC: Quantum random number deviations | AI system training_data_poisoning by zevans Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | model-b1d00e79 | 03aeb3424e2bd40e1bc2662c188526bed12b177f2558a03af1d7e8f0e7289a90 | d62e8a9a938ad9fbdc5e934e4417aea1 | null | null | null | null | null | null | null |
63bb4ff4-66de-4703-9369-1bd6ecc7fc5f | 2025-04-19T00:56:54 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTP traffic from 102.129.170.108:107 to 207.91.82.148:836 Geo anomaly: Impossible travel detected | {
"geo_location": "Argentina",
"device_hash": "d229e76af777eb3ee7cd4e0402e6a906892f1c5f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/32.0.826.0 Mobile/98K227 Safari/531.0",
"session_id": "0e96ad30-6447-4611-91ce-2c8292b08d20",
"risk_scor... | null | deny | null | null | null | Geo anomaly: Impossible travel detected | Firewall deny HTTP traffic from 102.129.170.108:107 to 207.91.82.148:836 Geo anomaly: Impossible travel detected | null | null | null | null | 102.129.170.108 | 207.91.82.148 | null | null | null | null | null | null | null | null | 107 | 836 | HTTP | 672,037 | 359 | null | null |
f75ca2de-54e4-4908-bbb8-ce490cb1e216 | 2025-05-09T02:13:46 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: DDoS detected from 10.223.144.28 targeting 92.90.81.44 No additional info noise=EE3B69D0 | {
"geo_location": "Saint Lucia",
"device_hash": "c43b1775cd08cab503ee0eeb1deab4cf1622a5c25dab56fbab0df470ba95a2a4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/4.0)",
"session_id": "a2514eed-f20c-4f42-8f75-e07fd38b3492",
"risk_score": 55.8,
"confidence": 0.56
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: DDoS detected from 10.223.144.28 targeting 92.90.81.44 No additional info | null | null | null | null | 10.223.144.28 | 92.90.81.44 | DDoS | SIG-9604 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
e83705cc-21fb-4934-b0f7-be45d3d9d9be | 2025-01-25T09:30:53 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: Living-off-the-Land detected from 110.164.110.157 targeting N/A Obfuscated payload detected | {
"geo_location": "Iran",
"device_hash": "003e94dbb431e23acfc14ea9dfe090c2",
"user_agent": "Opera/8.79.(X11; Linux x86_64; gd-GB) Presto/2.9.176 Version/11.00",
"session_id": "e5a2c7f6-ae2e-4309-a74f-273901014987",
"risk_score": 59.47,
"confidence": 0.95
} | null | null | null | null | null | Obfuscated payload detected | Suricata Alert: Living-off-the-Land detected from 110.164.110.157 targeting N/A Obfuscated payload detected | null | null | null | null | 110.164.110.157 | N/A | Living-off-the-Land | SIG-5923 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
b8b62d03-9345-4e3c-b928-fc8b43536ab3 | 2025-06-03T00:30:22 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in OCI by kevin45 No additional info noise=blog | {
"geo_location": "Cuba",
"device_hash": "b458d4475c9ae669de8b73387d9dae027d91861a16df4779a2b427d25b015e28",
"user_agent": "Opera/8.99.(Windows NT 5.0; sd-PK) Presto/2.9.184 Version/11.00",
"session_id": "2b1b7a0d-eb1b-4cb2-8689-75e46b3e77fa",
"risk_score": 51.74,
"confidence": 0.68
} | kevin45 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by kevin45 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-5a6c651c | null | null | null | null | null | null | null | null | null | null |
9709ed5e-b480-41c2-9d2f-1f9c5f0c5245 | 2025-06-05T20:39:29 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by thomas21 No additional info | {
"geo_location": "Panama",
"device_hash": "787d09b558995d0ea98df4725a8dea6929cba1f2",
"user_agent": "Opera/9.60.(Windows CE; mr-IN) Presto/2.9.173 Version/11.00",
"session_id": "45c997ae-7204-4f62-8e9d-47e8731f3857",
"risk_score": 60.02,
"confidence": 0.68
} | thomas21 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by thomas21 No additional info | {
"baseline_deviation": 2.04,
"entropy": 3.2,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | AWS | res-e856ccc8 | null | null | null | null | null | null | null | null | null | null |
ebaeadaa-3d4f-4925-8df6-018a0cd5deea | 2025-05-28T00:59:04 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Afghanistan",
"device_hash": "97d379c1ea826dbf56f708f6e5dc1b1a564ed40a",
"user_agent": "Opera/9.25.(Windows 95; kw-GB) Presto/2.9.181 Version/11.00",
"session_id": "7d300048-c88c-43b9-b252-c77ab419696d",
"risk_score": 42.89,
"confidence": 0.95
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-84bdc96e | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d0e7c79b-e070-42f7-9866-f3f774c9a6d4 | 2025-01-29T07:14:22 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Aruba",
"device_hash": "dd55f70c01eb74a45d853ad790d10259",
"user_agent": "Opera/9.84.(Windows 98; Win 9x 4.90; bho-IN) Presto/2.9.166 Version/10.00",
"session_id": "13f3d00c-3798-45b8-b5d2-1bbf0615313e",
"risk_score": 71.99,
"confidence": 0.73
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-3e3e7269 | 5.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a0422b64-cf4b-4f42-92fe-aaa80894dd4a | 2025-01-26T00:59:50 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect SMB traffic from 10.31.85.35:17762 to 148.239.237.79:670 MITRE Technique: T1218.011 | Associated Threat Actor: APT38 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "22e5ce1ab73129d09331de645b0cbe84",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.0)",
"session_id": "861a869f-9f1d-432f-9b5a-48031e2899ae",
"risk_score": 49.32,
"confidence": 0.34
} | null | inspect | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: APT38 | Firewall inspect SMB traffic from 10.31.85.35:17762 to 148.239.237.79:670 MITRE Technique: T1218.011 | Associated Threat Actor: APT38 | null | null | null | null | 10.31.85.35 | 148.239.237.79 | null | null | null | null | null | null | null | null | 17,762 | 670 | SMB | 935,998 | 2,278 | null | null |
5dee1150-0346-4c14-a530-b48d27ad62d2 | 2025-04-23T23:09:08 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow RDP traffic from 94.32.213.46:548 to 180.255.196.191:562 MITRE Technique: T1110.003 | {
"geo_location": "New Zealand",
"device_hash": "2749c9e6d2f64be7322a599c8367a205",
"user_agent": "Opera/9.51.(X11; Linux i686; uk-UA) Presto/2.9.183 Version/11.00",
"session_id": "195e5499-5aac-4cef-a7f6-f2a06929ea10",
"risk_score": 46.49,
"confidence": 0.95
} | null | allow | null | null | null | MITRE Technique: T1110.003 | Firewall allow RDP traffic from 94.32.213.46:548 to 180.255.196.191:562 MITRE Technique: T1110.003 | null | null | null | null | 94.32.213.46 | 180.255.196.191 | null | null | null | null | null | null | null | null | 548 | 562 | RDP | 531,741 | 2,669 | null | null |
60a4f9a2-886a-4f66-8abd-2a077301b827 | 2025-03-11T17:50:41 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in GCP by vdavis No additional info | {
"geo_location": "Tuvalu",
"device_hash": "4658ff6e35c48057ea21f4489c43528a7b5407b4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_9 rv:5.0; km-KH) AppleWebKit/535.13.1 (KHTML, like Gecko) Version/4.0.4 Safari/535.13.1",
"session_id": "0ce29cdf-ee33-4349-9879-5d5856cffa57",
"risk_score": 40... | vdavis | shadow_it | null | null | null | No additional info | Cloud shadow_it in GCP by vdavis No additional info | null | null | null | null | null | null | null | null | null | GCP | res-11c4289c | null | null | null | null | null | null | null | null | null | null |
ec7d7e2e-5957-475f-b1d9-7f266cf788ce | 2025-06-22T12:28:13 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine DNS traffic from 150.74.119.91:669 to 184.47.188.145:432 No additional info | {
"geo_location": "Egypt",
"device_hash": "9364db12c626a594d00a1d97c93f70dfdbd22673",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.1)",
"session_id": "a3b0955f-c6c5-4d4b-81f2-c59a76f15fd8",
"risk_score": 36.68,
"confidence": 0.28
} | null | quarantine | null | null | null | No additional info | Firewall quarantine DNS traffic from 150.74.119.91:669 to 184.47.188.145:432 No additional info | null | null | null | null | 150.74.119.91 | 184.47.188.145 | null | null | null | null | null | null | null | null | 669 | 432 | DNS | 919,375 | 2,068 | null | null |
36090d8b-674d-4fc8-a146-6b8dcb0c9dc2 | 2025-02-19T12:28:48 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "decdb5a4fbf197a7baec9476458b56eb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/10.5r4918.0 Mobile/16B562 Safari/534.2",
"session_id": "e47f83ec-3fe4-4569-9ef4-070160092f27",
"risk_s... | null | unusual_activity | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | null | Sensor | iot-a9e048b6 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d118671b-e698-4c51-a9f5-fbf959196b8f | 2025-03-21T11:52:42 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for brianhuffman via OAuth from 174.231.181.75 No additional info | {
"geo_location": "Canada",
"device_hash": "cc69434cc9df8b02e52de297ac667d08e190c780",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/17.2t0411.0 Mobile/97B512 Safari/534.0",
"session_id": "cde79e9e-3287-47c2-a91e-0cac98814b77",
"risk_score"... | brianhuffman | locked | null | null | null | No additional info | Auth locked for brianhuffman via OAuth from 174.231.181.75 No additional info | null | null | null | null | 174.231.181.75 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | b7:f6:f1:8d:87:fd |
df0357f4-80bd-4612-818c-979d76dcdaa6 | 2025-05-14T17:57:00 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 19.137.236.70 to 165.159.90.54 MITRE Technique: T1059.001 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "695bfe7246116a8a17eeb095c0d533b62b2f8c69f6ef0e26442cac6a3ad3aac1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; sw-TZ) AppleWebKit/531.45.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.45.3",
"session_id": "9d7922... | null | data_exfiltration | null | null | null | MITRE Technique: T1059.001 | Network data_exfiltration from 19.137.236.70 to 165.159.90.54 MITRE Technique: T1059.001 | {
"baseline_deviation": 1.81,
"entropy": 5.83,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 19.137.236.70 | 165.159.90.54 | null | null | null | null | null | null | null | null | null | null | HTTPS | 19,680 | null | null | null |
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