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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e6cfc377-a082-40b0-9eb7-47a901d0bc79 | 2025-01-23T20:26:12 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access teacher by williamrios No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "261e688ee189e8bfcb6c6cdc501b3a4b2344ee6e588b333c8a29874f2a225646",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ti-ER) AppleWebKit/531.6.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6531.6.7",
"session_id": "5b396a2d... | williamrios | file_access | teacher | 3,398 | explorer.exe | No additional info | Endpoint file_access teacher by williamrios No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a16c742b-112f-49ee-b458-bb3104b2a5f5 | 2025-04-27T22:17:43 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in OCI by charlesjohnson No additional info | {
"geo_location": "Central African Republic",
"device_hash": "a852a1570285374569faa075cb3811cfa929f185980b922534b6b000355790d2",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_7; rv:1.9.5.20) Gecko/7722-02-24 05:53:10 Firefox/3.6.17",
"session_id": "616f59e9-826a-4767-94d7-f2dd32120672",
"risk_score... | charlesjohnson | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by charlesjohnson No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a20ee9ae | null | null | null | null | null | null | null | null | null | null |
b2b98553-8ce8-42cd-a5b2-c7ba89b4fe76 | 2025-06-14T21:48:30 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Botswana",
"device_hash": "852a4f806f5712028e05e2abf9ec1fa3",
"user_agent": "Opera/8.41.(X11; Linux i686; hsb-DE) Presto/2.9.160 Version/10.00",
"session_id": "a0551350-70ba-4182-88cb-e41f7cb367f1",
"risk_score": 55.99,
"confidence": 0.75
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-d968ef5c | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3676ebf6-ebe1-4e56-9d1b-3d1a141492f9 | 2025-05-24T10:24:42 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by adamibarra MITRE Technique: T1134.001 | {
"geo_location": "Timor-Leste",
"device_hash": "83be392414784c04ed8be03ae548c26defbd8f1ee02188ebd4c287fdc1e4689c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; cy-GB) AppleWebKit/535.35.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.35.2",
"session_id": "23794afe-0926-4f6... | adamibarra | model_access | null | null | null | MITRE Technique: T1134.001 | AI system model_access by adamibarra MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-9720cf2b | 5c50c0ec932a158e5a2eba2ebfe57d90 | b603372c258eb35b37fa4bfd017276aafa624e4091ceaef483c18a4504c8f16c | null | null | null | null | null | null | null |
83058671-218a-467a-ae23-f543e82d4f44 | 2025-06-22T03:31:41 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by bharris MITRE Technique: T1053.005 noise=factor|significant|buy | {
"geo_location": "Tuvalu",
"device_hash": "97c7f352e0441912d7492de769ae0106d2f8c89f",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/36.0.850.0 Safari/533.1",
"session_id": "b3361620-a80d-41e8-956a-2843ba464744",
"risk_score": 36.86,
"confidence": 0.13
} | bharris | api_abuse | null | null | null | MITRE Technique: T1053.005 | AI system api_abuse by bharris MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-def92535 | 20fda9485d50811583a293080cba317e | 0cfacb2e9fdff0d1a65d18b23b5b9dcf60a2514c | null | null | null | null | null | null | null |
a730b2b8-8e4d-49b7-9e4b-917e6c097d4f | 2025-05-11T03:52:12 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in GCP by simmonssheryl MITRE Technique: T1547.001 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "d16158bae899b8089ce372cd5d3c42d8c5354716",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/534.31.3 (KHTML, like Gecko) Version/5.0 Safari/534.31.3",
"session_id": "6dd75d8b-c983-4e55-a072-42cc87500a65",
"risk_sc... | simmonssheryl | crypto_mining | null | null | null | MITRE Technique: T1547.001 | Cloud crypto_mining in GCP by simmonssheryl MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | GCP | res-45346805 | null | null | null | null | null | null | null | null | null | null |
2997ef72-6b8c-486e-960a-1f690ae8a81f | 2025-04-21T14:04:10 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: DDoS detected from 68.112.66.39 targeting 97.174.16.247 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "59df5e992f8842cedecfd8e34f43da8c1a5c4b47d6c33c53739cf93198860faf",
"user_agent": "Opera/8.18.(X11; Linux x86_64; raj-IN) Presto/2.9.186 Version/10.00",
"session_id": "7d1a178e-a7fb-4f97-a6b7-ce8577c9195a",
"risk_score": 71.92,
... | null | null | null | null | null | No additional info | ArcSight Alert: DDoS detected from 68.112.66.39 targeting 97.174.16.247 No additional info | null | null | null | null | 68.112.66.39 | 97.174.16.247 | DDoS | SIG-7032 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c220905e-f7e6-440c-b44f-d6c7c9b9d225 | 2020-12-30T09:04:44 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start new by joycewebb MITRE Technique: T1110.003 noise=Q2hhbmdlLg== | {
"geo_location": "Timor-Leste",
"device_hash": "86e82b71bfa36cfd9bbf9b73b322588557b168be6bd4a57a5c28efb3073549ce",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.0)",
"session_id": "9cc3d01b-83de-4fb3-8048-22af4be057fd",
"risk_score": 37.88,
"confidence": 0.58
} | joycewebb | process_start | new | 166 | cmd.exe | MITRE Technique: T1110.003 | Endpoint process_start new by joycewebb MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8dbb08f4-ad95-4183-aa24-9b3d24a20990 | 2025-03-17T01:25:42 | network | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 91.250.21.99 to 115.144.48.47 No additional info | {
"geo_location": "Armenia",
"device_hash": "e672dd6a7cbbde84c1aa84924a846923b4102cb56c048803c4a8464f76ce7854",
"user_agent": "Opera/8.88.(X11; Linux x86_64; mn-MN) Presto/2.9.175 Version/10.00",
"session_id": "eb5e1378-522b-4fa0-bebc-131f865aea92",
"risk_score": 8.48,
"confidence": 0.03
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 91.250.21.99 to 115.144.48.47 No additional info | null | null | null | null | 91.250.21.99 | 115.144.48.47 | null | null | null | null | null | null | null | null | null | null | TCP | 225,378 | null | null | null |
739554b8-ec86-4a51-ae7a-a82a4022e1e9 | 2025-06-24T10:22:02 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access direction by elevine MITRE Technique: T1134.001 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Argentina",
"device_hash": "1da0427769723c0b77df87cafe41a9e12968c641ecc0e3d497db436bb746c87f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_9) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/22.0.858.0 Safari/534.2",
"session_id": "f2db0c88-a5a8-4e5e-a955-f74805bcb29a",
"risk_score... | elevine | file_access | direction | 3,008 | cmd.exe | MITRE Technique: T1134.001 | Unconventional IOC: Quantum random number deviations | Endpoint file_access direction by elevine MITRE Technique: T1134.001 | Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27aa4cbd-4373-4eb1-a6bc-cb8804b6359f | 2025-01-17T06:31:41 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTP traffic from 202.15.159.31:432 to 18.236.195.15:245 MITRE Technique: T1566.001 | {
"geo_location": "Egypt",
"device_hash": "bb509eb17ea6c6cd0042e7dee1293124484539b9",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8529-07-17 17:06:32 Firefox/3.6.18",
"session_id": "ce01dd5b-0b81-45b7-b438-27f2e52ecf4f",
"risk_score": 68.68,
"confidence": 0.32
} | null | deny | null | null | null | MITRE Technique: T1566.001 | Firewall deny HTTP traffic from 202.15.159.31:432 to 18.236.195.15:245 MITRE Technique: T1566.001 | null | null | null | null | 202.15.159.31 | 18.236.195.15 | null | null | null | null | null | null | null | null | 432 | 245 | HTTP | 389,194 | 2,442 | null | null |
424b96bb-b654-4fcd-9c5c-125cdb19fb50 | 2025-04-10T16:07:04 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop step by patrick32 No additional info | {
"geo_location": "Panama",
"device_hash": "50d53aef13d52172e53017daf7eb9172",
"user_agent": "Opera/8.12.(Windows NT 4.0; gv-GB) Presto/2.9.185 Version/12.00",
"session_id": "01d6eecd-cbb8-466e-aea6-4331e424f56a",
"risk_score": 65.65,
"confidence": 0.68
} | patrick32 | process_stop | step | 6,727 | explorer.exe | No additional info | Endpoint process_stop step by patrick32 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bfd6d0d5-760d-4688-a058-72cb1f8c4b37 | 2025-03-05T23:59:03 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in AWS by kellyboyd MITRE Technique: T1134.001 | {
"geo_location": "Botswana",
"device_hash": "49051cb88b182ee0974c766c1004974b5263a41c",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/29.0.847.0 Safari/531.2",
"session_id": "9d22d8c5-d427-4016-bb0d-c454c50df1a5",
"risk_score": 63.08,
"confidence": 0.87
} | kellyboyd | lambda_execution | null | null | null | MITRE Technique: T1134.001 | Cloud lambda_execution in AWS by kellyboyd MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | AWS | res-47125088 | null | null | null | null | null | null | null | null | null | null |
488717d5-50d1-454f-89b2-1ba6ecf65843 | 2025-03-07T11:24:15 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTPS traffic from 108.58.36.116:847 to 74.174.241.5:271 Associated Threat Actor: APT37 noise=explore/app/list | {
"geo_location": "Dominican Republic",
"device_hash": "ef8744df0141b1895d0464f45675ffbcc7ea55a12411656667a65f36f1c739c0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; bho-IN) AppleWebKit/534.27.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6534.27.5",
"session_id": "d95851c8-... | null | drop | null | null | null | Associated Threat Actor: APT37 | Firewall drop HTTPS traffic from 108.58.36.116:847 to 74.174.241.5:271 Associated Threat Actor: APT37 | null | null | null | null | 108.58.36.116 | 74.174.241.5 | null | null | null | null | null | null | null | null | 847 | 271 | HTTPS | 661,849 | 1,267 | null | null |
2efe6127-0b83-4158-9c76-a2ba46110058 | 2025-06-18T03:43:46 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor command_injection Associated Threat Actor: APT41 noise=B171C6FF | {
"geo_location": "Switzerland",
"device_hash": "1f820c3b4b784ecba1ccf352139ac2da",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/52.0.870.0 Safari/531.2",
"session_id": "f89e7ff4-6600-4391-8030-cad63e797159",
"risk_score": 24.44,
"confidence": 0.73
} | null | command_injection | null | null | null | Associated Threat Actor: APT41 | IoT device Sensor command_injection Associated Threat Actor: APT41 | {
"baseline_deviation": 2.38,
"entropy": 5.09,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Sensor | iot-1da86cff | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41a60aad-3cb0-4e80-bc38-c37bf2c7add8 | 2025-02-23T01:44:20 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 161.103.13.169 to 84.244.117.17 No additional info | {
"geo_location": "Netherlands",
"device_hash": "a0e4509650e0fb57cfaece6d9d40cbab",
"user_agent": "Opera/9.23.(Windows NT 6.2; fo-FO) Presto/2.9.177 Version/12.00",
"session_id": "a1e1b4a7-b244-4177-a05d-6a02592ae8f0",
"risk_score": 82.21,
"confidence": 0.33
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 161.103.13.169 to 84.244.117.17 No additional info | null | null | null | null | 161.103.13.169 | 84.244.117.17 | null | null | null | null | null | null | null | null | null | null | HTTPS | 361,804 | null | null | null |
73cf6187-be53-4967-b875-7a77de3c7108 | 2025-03-23T13:39:13 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth bypass for victoriahorton via biometric from 28.49.46.37 Associated Threat Actor: FIN7 | Credential stuffing pattern detected | {
"geo_location": "Jordan",
"device_hash": "99f43dca5c3a1b6acb3f1982c9dc2fdda768e979",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.1)",
"session_id": "d85105d2-b439-4c2f-be9f-961ffdef10b3",
"risk_score": 36.78,
"confidence": 0.58
} | victoriahorton | bypass | null | null | null | Associated Threat Actor: FIN7 | Credential stuffing pattern detected | Auth bypass for victoriahorton via biometric from 28.49.46.37 Associated Threat Actor: FIN7 | Credential stuffing pattern detected | null | null | null | null | 28.49.46.37 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | c4:4b:b0:90:08:98 |
4bbb1ba9-b2cf-4eb7-a5be-dcce6f40199c | 2025-01-20T04:05:21 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth timeout for iyoung via passwordless from 143.18.73.40 MITRE Technique: T1566.001 | {
"geo_location": "Myanmar",
"device_hash": "401a87bea0caf72c72d74ef289d2a4d43ee8b9b40f6c6ebd095e4ec589e37800",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_8; rv:1.9.4.20) Gecko/9015-02-03 23:31:20 Firefox/3.8",
"session_id": "0f68d4d3-4af0-496a-88b0-8d4622819ba4",
"risk_score": 24.69,
"c... | iyoung | timeout | null | null | null | MITRE Technique: T1566.001 | Auth timeout for iyoung via passwordless from 143.18.73.40 MITRE Technique: T1566.001 | null | null | null | null | 143.18.73.40 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 3e:4c:be:12:f1:c8 |
efcf8bae-7842-4f68-acac-cfda1525e6c0 | 2025-05-06T19:13:29 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: SQL Injection detected from 23.108.37.206 targeting 1.84.61.7 No additional info noise=son|commercial|task | {
"geo_location": "Brunei Darussalam",
"device_hash": "2fdaa30a3a6f56e379442207c91a47afa134647f0c4450d44fedc476cac599a1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.1)",
"session_id": "b1126a2e-93e9-43ed-94b7-3cc77de162c7",
"risk_score": 63.36,
"confidence": 0.25
} | null | null | null | null | null | No additional info | ArcSight Alert: SQL Injection detected from 23.108.37.206 targeting 1.84.61.7 No additional info | null | null | null | null | 23.108.37.206 | 1.84.61.7 | SQL Injection | SIG-9306 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a58e60de-2069-436c-bfa1-7ee0cb95e1e0 | 2025-06-11T14:58:44 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: MFA Bypass detected from 194.63.135.153 targeting 199.6.183.27 Associated Threat Actor: DarkSide | {
"geo_location": "Turkey",
"device_hash": "daf48f885b4d9af26fa1cff1ab1455a6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; th-TH) AppleWebKit/534.40.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.40.5",
"session_id": "d63ba785-d716-4429-81f1-cc3051a936cf",
"risk_score":... | null | null | null | null | null | Associated Threat Actor: DarkSide | Zeek Alert: MFA Bypass detected from 194.63.135.153 targeting 199.6.183.27 Associated Threat Actor: DarkSide | {
"baseline_deviation": 1.5,
"entropy": 3.09,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 194.63.135.153 | 199.6.183.27 | MFA Bypass | SIG-1922 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b3420d97-2cf7-4585-9f4b-07055ffa4bc5 | 2025-05-01T01:52:44 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 136.218.102.146 to 10.158.183.141 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "d57a5a21b0d6c46a13ea79435de05ee8f1f9c26fde4c81d27aba40258943558e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/61.0.899.0 Safari/531.2",
"session_id": "ccc216ca-8699-46c6-9f00-a875289ee3a0",
"risk_score": 48.... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 136.218.102.146 to 10.158.183.141 No additional info | null | null | null | null | 136.218.102.146 | 10.158.183.141 | null | null | null | null | null | null | null | null | null | null | HTTP | 522,081 | null | null | null |
4177fd4c-6ab6-4916-b794-67b1305199b2 | 2025-03-04T21:49:34 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Togo",
"device_hash": "5c7f2cde5382cadf869702a4a1aa80f1",
"user_agent": "Opera/9.42.(X11; Linux x86_64; vi-VN) Presto/2.9.183 Version/11.00",
"session_id": "d052777f-6233-4e66-af1a-4faecf8db48a",
"risk_score": 40.94,
"confidence": 0.62
} | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-61abbe89 | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65250418-c0e5-4865-b7cf-5ac33f5c6ed0 | 2025-05-10T13:06:20 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 223.44.237.162 to 81.193.180.146 MITRE Technique: T1574.002 | {
"geo_location": "Albania",
"device_hash": "c86dea9c4ecc1793c99d442f7dc77bcad754909c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.1)",
"session_id": "b6180ae9-5793-453d-a426-8c2e1b55efda",
"risk_score": 27.75,
"confidence": 0.52
} | null | data_exfiltration | null | null | null | MITRE Technique: T1574.002 | Network data_exfiltration from 223.44.237.162 to 81.193.180.146 MITRE Technique: T1574.002 | null | null | null | null | 223.44.237.162 | 81.193.180.146 | null | null | null | null | null | null | null | null | null | null | UDP | 670,584 | null | null | null |
d333d565-ea38-4e60-8f4a-82462c9d383d | 2025-05-09T00:31:42 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth timeout for brian83 via SAML from 163.39.50.126 MITRE Technique: T1543.003 | {
"geo_location": "China",
"device_hash": "01d3996de97900dc3e5a3fa507dae663",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/28.0.878.0 Mobile/18U939 Safari/535.0",
"session_id": "934da3ea-a859-4588-a2e4-6c4e6486432a",
"risk_score": 32.23,
... | brian83 | timeout | null | null | null | MITRE Technique: T1543.003 | Auth timeout for brian83 via SAML from 163.39.50.126 MITRE Technique: T1543.003 | null | null | null | null | 163.39.50.126 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 5f:e4:d7:77:d7:f3 |
5e7ab5be-70d7-4855-869a-125b28f979de | 2025-05-08T18:52:07 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow HTTP traffic from 43.225.100.115:2805 to 188.136.216.107:60774 MITRE Technique: T1566.001 | {
"geo_location": "India",
"device_hash": "eb202214a70955c190c63e08dfdc744a872d58ff",
"user_agent": "Mozilla/5.0 (Windows 98; cv-RU; rv:1.9.0.20) Gecko/6678-03-12 09:12:22 Firefox/3.6.17",
"session_id": "3aaacc41-fe59-4021-b204-c2b6203ba11e",
"risk_score": 48.76,
"confidence": 0.55
} | null | allow | null | null | null | MITRE Technique: T1566.001 | Firewall allow HTTP traffic from 43.225.100.115:2805 to 188.136.216.107:60774 MITRE Technique: T1566.001 | null | null | null | null | 43.225.100.115 | 188.136.216.107 | null | null | null | null | null | null | null | null | 2,805 | 60,774 | HTTP | 580,626 | 3,106 | null | null |
536c8233-c673-4367-8e0f-fedd822d4673 | 2025-03-23T05:57:00 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth failed for omartin via SAML from 110.146.48.9 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "169bef1603c736ff95462b2c3c806841274d267742d53bed4e1ae1ef4c5345b1",
"user_agent": "Opera/9.38.(X11; Linux i686; mg-MG) Presto/2.9.186 Version/10.00",
"session_id": "6fb5bc81-a239-450a-a73e-ee036d81880d",
"risk_score": 70.72,
"confidence": 0.73
} | omartin | failed | null | null | null | No additional info | Auth failed for omartin via SAML from 110.146.48.9 No additional info | {
"baseline_deviation": 2.69,
"entropy": 5.9,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 110.146.48.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 8a:46:75:ee:cf:bf |
38072ac5-6db6-4664-8414-5dc1f2236939 | 2025-05-09T21:53:08 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by froberts No additional info | {
"geo_location": "Bahrain",
"device_hash": "33b53c038a6d781e6d984b47c01ad6b55e76f735",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_3) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/30.0.893.0 Safari/534.1",
"session_id": "a077a7be-5ad0-4854-a26b-0b38a3b5aa5a",
"risk_score": 41.1,
"confidenc... | froberts | model_inversion | null | null | null | No additional info | AI system model_inversion by froberts No additional info | {
"baseline_deviation": 2.57,
"entropy": 4.46,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-efbf9357 | d893a38de165b09bc71844714bc88d63f7a85024 | fabf2868a3af836a9f31ea8ac396f7692ed01d6d | null | null | null | null | null | null | null |
a1de16be-1047-4dc5-8fe4-83db54f4e7d4 | 2025-06-13T03:17:51 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only TCP traffic from 40.251.109.168:3 to 213.36.77.102:56735 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "1a88418638f8a510e9f273a499ab3a671796ea68d3b10b37b00c53455fbee2bc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "897ec393-1e36-4522-b13c-54b67ba270ab",
"risk_score": 28.71,
"confidence": 0.58
} | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 40.251.109.168:3 to 213.36.77.102:56735 No additional info | null | null | null | null | 40.251.109.168 | 213.36.77.102 | null | null | null | null | null | null | null | null | 3 | 56,735 | TCP | 800,732 | 2,095 | null | null |
c3b07116-8666-47e0-bfbb-ca4460d1044b | 2025-06-13T15:03:48 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for barbara22 via SAML from 45.211.110.253 MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | {
"geo_location": "Liechtenstein",
"device_hash": "45ffd51814ddb7ca0f6bdec3a3b8a75b4770f99c",
"user_agent": "Opera/8.19.(Windows 98; bg-BG) Presto/2.9.183 Version/10.00",
"session_id": "5fc78e92-9a3d-423a-b30c-71d621940732",
"risk_score": 37.83,
"confidence": 0.13
} | barbara22 | challenge | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | Auth challenge for barbara22 via SAML from 45.211.110.253 MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | null | null | null | null | 45.211.110.253 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 44:13:b4:23:10:13 |
26711341-ae13-4b9f-b741-9ae9b0947676 | 2025-02-25T22:27:29 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /hand/impact.mov by parkerpaige MITRE Technique: T1071.001 | {
"geo_location": "France",
"device_hash": "17b61318d5ccb7a476ff6feb3eb30c609891a84b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/3506-10-06 04:12:44 Firefox/3.6.7",
"session_id": "ad8cf61e-4854-4c3d-90b9-74512122ae96",
"risk_score": 53.5,
"confidence": 0.01
} | parkerpaige | wmi_exec | /hand/impact.mov | 4,250 | powershell.exe | MITRE Technique: T1071.001 | Endpoint wmi_exec /hand/impact.mov by parkerpaige MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
13ed66dc-71d6-4c80-a6b7-22274312ce15 | 2025-05-20T16:07:25 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network connection from 10.100.106.92 to 126.4.70.176 No additional info | {
"geo_location": "Montenegro",
"device_hash": "c8b4a7deba96e8c58fe156bfe9fffab6",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_1 rv:3.0; doi-IN) AppleWebKit/532.28.5 (KHTML, like Gecko) Version/4.1 Safari/532.28.5",
"session_id": "b0099da6-d29b-4d9c-bf9a-245413b79d7e",
"risk_score": 51.16,
... | null | connection | null | null | null | No additional info | Network connection from 10.100.106.92 to 126.4.70.176 No additional info | null | null | null | null | 10.100.106.92 | 126.4.70.176 | null | null | null | null | null | null | null | null | null | null | HTTPS | 579,036 | null | null | null |
46f7048f-a3e8-453a-897c-0f534778a8bf | 2025-04-17T01:14:04 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for portermaxwell via biometric from 196.155.238.60 No additional info | {
"geo_location": "Maldives",
"device_hash": "51725091b58ec2c7eef9790ddced243d8dafab98",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.3) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/35.0.809.0 Safari/536.0",
"session_id": "6b1d10e5-a61a-4482-beda-3d0b44ed64b0",
"risk_score": 49.03,
"confidence": 0.62
} | portermaxwell | timeout | null | null | null | No additional info | Auth timeout for portermaxwell via biometric from 196.155.238.60 No additional info | {
"baseline_deviation": 2.17,
"entropy": 3.42,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 196.155.238.60 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | ff:86:22:cb:37:16 |
e4b0a6b7-49cf-44ed-933e-1a88b59e9749 | 2025-01-25T05:10:48 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: DNS Tunneling detected from 149.194.218.174 targeting 140.100.148.192 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "95033d553a6b694c6eee7e39738c7c105f3745f6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.0)",
"session_id": "013053af-634c-4c9d-b847-b3c480dfddc8",
"risk_score": 36.08,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Darktrace Alert: DNS Tunneling detected from 149.194.218.174 targeting 140.100.148.192 No additional info | null | null | null | null | 149.194.218.174 | 140.100.148.192 | DNS Tunneling | SIG-1017 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c8441dfa-805c-4410-8230-c866433ad57c | 2025-06-30T03:57:16 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in OCI by jonathon26 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "86936b94c48a5d03c5897ca1dce5c4d7b6723316",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.0)",
"session_id": "011bd0c0-5581-48bc-bf29-e9dc53d78708",
"risk_score": 64.35,
"confidence": 0.86
} | jonathon26 | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by jonathon26 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-8953ad01 | null | null | null | null | null | null | null | null | null | null |
642198b7-ab5c-4065-9cbc-c27728070d1c | 2025-02-02T22:39:52 | 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 51.11.213.51:51783 to 40.159.66.149:818 No additional info | {
"geo_location": "Palau",
"device_hash": "805735f151391e9fbc51085adb650191a6f3b5eb152621f01cb7d9b87348f27b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.1)",
"session_id": "509a2443-896e-4c56-915e-454c919f1ddc",
"risk_score": 58.17,
"confidence": 0.68
} | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 51.11.213.51:51783 to 40.159.66.149:818 No additional info | null | null | null | null | 51.11.213.51 | 40.159.66.149 | null | null | null | null | null | null | null | null | 51,783 | 818 | DNS | 514,367 | 524 | null | null |
8a458f0c-c1b8-43d5-a858-ebccf6354692 | 2025-06-08T00:34:01 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for ashley85 via biometric from 10.56.76.146 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "1596e291683e7da4a0445ba3955d39abf7a93ebe",
"user_agent": "Opera/9.99.(Windows NT 11.0; et-EE) Presto/2.9.185 Version/10.00",
"session_id": "d884e6cb-fcb0-4574-8c8f-3de58aa0b242",
"risk_score": 41.67,
"confidence": 0.66
} | ashley85 | locked | null | null | null | No additional info | Auth locked for ashley85 via biometric from 10.56.76.146 No additional info | null | null | null | null | 10.56.76.146 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a6:8f:c5:c2:66:ad |
07c69588-b4fa-45b7-85b3-37919a895517 | 2025-02-09T15:36:53 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 204.194.71.124 to 209.206.120.232 No additional info | {
"geo_location": "Nepal",
"device_hash": "ee4c149471167afbf390a3976833affc93a8e45c8917595b979d18c0afae1832",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/5892-03-01 16:03:02 Firefox/3.8",
"session_id": "29a55151-6620-408e-836a-0a7250322323",
"risk_score": 58.58,
"confidence": 0.25
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 204.194.71.124 to 209.206.120.232 No additional info | null | null | null | null | 204.194.71.124 | 209.206.120.232 | null | null | null | null | null | null | null | null | null | null | ICMP | 769,746 | null | null | null |
d166c2c4-88a3-49cb-ba63-94720fa2da72 | 2025-05-08T16:15:36 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 10.79.156.209 to 130.230.40.244 No additional info | {
"geo_location": "Aruba",
"device_hash": "f9b0a33cdfdd3db0b7c23334b5b16483e7893376",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ks-IN) AppleWebKit/534.18.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.18.2",
"session_id": "bc0ced55-eea8-4a11-b69c-f2e76fa3116f",
"risk_... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 10.79.156.209 to 130.230.40.244 No additional info | null | null | null | null | 10.79.156.209 | 130.230.40.244 | null | null | null | null | null | null | null | null | null | null | TCP | 975,941 | null | null | null |
e2a11018-070c-4c71-bb69-d16882161d2e | 2025-05-23T13:31:08 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 195.150.197.15 to 10.69.143.79 No additional info noise=RWRnZSBmZWVsLg== | {
"geo_location": "Lithuania",
"device_hash": "1f3a29c4d79f5485ef37d9dca59277e1",
"user_agent": "Mozilla/5.0 (Android 9; Mobile; rv:10.0) Gecko/10.0 Firefox/10.0",
"session_id": "c48d4ac8-5bde-4f4d-8fec-ed75b3eedb15",
"risk_score": 48.03,
"confidence": 0.45
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 195.150.197.15 to 10.69.143.79 No additional info | null | null | null | null | 195.150.197.15 | 10.69.143.79 | null | null | null | null | null | null | null | null | null | null | UDP | 299,657 | null | null | null |
7e1da874-fcf2-455f-b78d-dff6ef6c13f5 | 2025-03-24T08:57:14 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Austria",
"device_hash": "4218724cded47339ab5a9b0a18dbe860235583bd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/46.0.829.0 Mobile/20L948 Safari/532.1",
"session_id": "5a80e240-dd99-42c7-8e83-1090376b6e35",
"risk_score": 38... | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-db239a92 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fc3b94c1-e968-4618-9235-b9c4584ff35d | 2025-03-11T18:14:57 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by aholmes No additional info | {
"geo_location": "Iceland",
"device_hash": "fc7a29d20ff9c24dd76a6b19b8e27074ffef7af1d981135b850b4d423f84d207",
"user_agent": "Opera/8.77.(Windows NT 5.2; li-BE) Presto/2.9.182 Version/11.00",
"session_id": "0b67d9ed-344e-42fa-b754-232539b83f15",
"risk_score": 18.59,
"confidence": 0.91
} | aholmes | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by aholmes No additional info | null | null | null | null | null | null | null | null | null | AWS | res-82e69758 | null | null | null | null | null | null | null | null | null | null |
6f70707b-6abd-4544-906c-bc7c5c2a06c2 | 2025-03-05T03:09:19 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in OCI by jamesli No additional info | {
"geo_location": "Hong Kong",
"device_hash": "a0caed665d3663ee7786a4068760ca0bee1a6cd99e56b601e8fe27efc4388095",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.43.1 (KHTML, like Gecko) Version/4.1 Safari/535.43.1",
"session_id": "ffff7e1f-e6ca-4384-8a53-0cc16dd3c914",
"risk_score": ... | jamesli | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by jamesli No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e4d3422d | null | null | null | null | null | null | null | null | null | null |
cd7ab9be-280b-4005-a01b-70053d5542a6 | 2025-01-14T12:52:01 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for rtate via password from 215.194.132.43 MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Congo",
"device_hash": "06afa18c376cd88e69477bf2cf09edf6e512eabe",
"user_agent": "Opera/9.11.(X11; Linux i686; ga-IE) Presto/2.9.190 Version/12.00",
"session_id": "13e9026a-c748-4958-875c-dfa402270b2d",
"risk_score": 0,
"confidence": 0.48
} | rtate | bypass | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | Auth bypass for rtate via password from 215.194.132.43 MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 215.194.132.43 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | dc:66:6e:f1:72:06 |
024f09d0-87cd-4cca-83da-90d1e4a29933 | 2025-02-28T16:34:41 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by hammondrobert No additional info noise=QmFnLg== | {
"geo_location": "Switzerland",
"device_hash": "b119773ec05774444650cda5f640bba8e41f5aa0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/48.0.885.0 Safari/535.1",
"session_id": "a4ef7037-1e7c-4b4b-8b12-2e2ff0175e6d",
"risk_score": 51.17,
"confidence": 0.36
} | hammondrobert | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by hammondrobert No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d00ce851 | 06c5509bdf3e663613c9da5f13ccd98a7e973e04 | c260a3c90aef11d63f631fdee265d319 | null | null | null | null | null | null | null |
37a0b1ee-328e-4169-93a4-68a1930f8bf1 | 2025-04-19T07:28:34 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in GCP by pcampbell No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "89c002278f2c7cbf4e09d36e63864d7b",
"user_agent": "Opera/8.54.(Windows NT 5.2; ml-IN) Presto/2.9.182 Version/12.00",
"session_id": "77a90676-1ba3-4cb0-9199-c9e1d600ffd6",
"risk_score": 59.48,
"confidence": 0.95
} | pcampbell | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by pcampbell No additional info | null | null | null | null | null | null | null | null | null | GCP | res-d3c1c6ce | null | null | null | null | null | null | null | null | null | null |
4da20c17-297f-4772-b12a-45ed04b6dc73 | 2025-07-05T10:16:33 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth locked for nicoleliu via passwordless from 39.245.46.177 Unconventional IOC: Power consumption spikes noise=6D889283 | {
"geo_location": "Saint Martin",
"device_hash": "edc4a6786f572bf6be8b1fb7dc5bbb4ded806dba",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; yo-NG) AppleWebKit/533.8.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.8.1",
"session_id": "43090916-c6f4-4b95-8b61-3e4dccc6203d",
"... | nicoleliu | locked | null | null | null | Unconventional IOC: Power consumption spikes | Auth locked for nicoleliu via passwordless from 39.245.46.177 Unconventional IOC: Power consumption spikes | null | null | null | null | 39.245.46.177 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 3d:a4:8a:ea:6d:76 |
184ac616-8ab0-4e42-9551-2c7e8cb41780 | 2025-04-12T02:07:43 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Living-off-the-Land detected from 192.59.160.195 targeting N/A No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "d8f8284fae4178b32242de99f0eba85f0e33f1b4",
"user_agent": "Opera/9.83.(Windows 95; ff-SN) Presto/2.9.185 Version/11.00",
"session_id": "b34d6290-9ced-463f-9f5b-88f489adbadd",
"risk_score": 73.81,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Trellix Alert: Living-off-the-Land detected from 192.59.160.195 targeting N/A No additional info | null | null | null | null | 192.59.160.195 | N/A | Living-off-the-Land | SIG-7934 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
a789d9f3-9d10-4708-8c32-26334166a7f3 | 2025-03-14T02:11:49 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in GCP by cory64 No additional info | {
"geo_location": "Poland",
"device_hash": "d81239e72becfb3c63de24c2041fafbc70fbdc92",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 15_8_2 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/18.0.833.0 Mobile/93X986 Safari/535.2",
"session_id": "2e7e4d5b-e6c3-43f7-8f0b-67b6db07258d",
"risk_score": 64.... | cory64 | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by cory64 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-eccbd024 | null | null | null | null | null | null | null | null | null | null |
bb176c18-b1a7-49db-9b4c-9cfd7e2a1971 | 2025-01-26T12:42:23 | iot | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "66c884680c9165a00fa719092290abef",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "a9b4b249-b84b-48b9-8b5a-31dd463e915d",
"risk_score": 3.59,
"confidence": 0.95
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-b4f9b58f | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c165e565-373d-4b60-abd9-bfe14cb053cb | 2025-01-14T22:46:14 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny ICMP traffic from 10.11.10.113:178 to 190.57.67.22:687 No additional info | {
"geo_location": "Russia",
"device_hash": "7c804f1f28a75a6e706334d251e8fe1f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.0)",
"session_id": "a193f4e6-7f9e-4162-a13c-aa0d934e9b1f",
"risk_score": 64.69,
"confidence": 0.08
} | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 10.11.10.113:178 to 190.57.67.22:687 No additional info | {
"baseline_deviation": 1.37,
"entropy": 2.82,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.11.10.113 | 190.57.67.22 | null | null | null | null | null | null | null | null | 178 | 687 | ICMP | 236,553 | 1,915 | null | null |
a6651cb1-f5ab-41b6-bb1e-32a01f860fe1 | 2025-04-16T06:34:50 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by nsanders No additional info noise=UGVyc29uYWwu | {
"geo_location": "Georgia",
"device_hash": "cbd57abb2fe4a12bd120f39de946073bcdf5fc392c750c3abffcdbd6cfd5404c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_9; rv:1.9.5.20) Gecko/7419-09-18 18:39:17 Firefox/15.0",
"session_id": "85172026-9b39-4d3f-ab4a-9298256dd236",
"risk_score": 35.86,
"conf... | nsanders | membership_inference | null | null | null | No additional info | AI system membership_inference by nsanders No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b8174c70 | 0bdc8788cb1e529d9c95f736e6f709d3ee9f44772b6d6ad6f3ca36f008d15eb0 | 1339b6030336f4fe24d69f23111550c0e5a7558121f013e7041b2ebdedbf4324 | null | null | null | null | null | null | null |
23862d84-92fa-42bf-b461-ad5a7d1db82e | 2025-06-25T05:57:12 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Azure by qvazquez No additional info | {
"geo_location": "Luxembourg",
"device_hash": "be9ef89ff6200f9b3686ec9ed90f704d63d1ef90",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_4 rv:2.0; af-ZA) AppleWebKit/531.47.4 (KHTML, like Gecko) Version/5.1 Safari/531.47.4",
"session_id": "950cfa96-839d-419f-9470-22f3ab1f2138",
"risk_score": 44.84... | qvazquez | config_change | null | null | null | No additional info | Cloud config_change in Azure by qvazquez No additional info | null | null | null | null | null | null | null | null | null | Azure | res-390f0257 | null | null | null | null | null | null | null | null | null | null |
d6115ff3-7750-4890-9679-aa6e635d2d53 | 2025-06-19T06:34:00 | iot | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC firmware_update No additional info noise=wp-content | {
"geo_location": "Monaco",
"device_hash": "53e64602f90e9175a62186f214a0acea15381b73",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mag-IN) AppleWebKit/535.50.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.50.6",
"session_id": "5fc6f1ca-b27d-4b29-a751-ff10c19c73a5",
"ris... | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-b0012fb8 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3bb56e93-f64e-45f8-9718-b4f2b0d689c4 | 2025-04-05T15:12:21 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in AWS by ppatterson MITRE Technique: T1071.001 | {
"geo_location": "North Korea",
"device_hash": "1052ded2e95af530ffa0446d62096a6e2bff7679757f4d0ab1171e73ad96f488",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2169-09-09 11:53:56 Firefox/3.8",
"session_id": "69d8666c-045a-4d2d-818b-3fc498199d23",
"risk_score": 75.6,
"confidence": 0.93
} | ppatterson | crypto_mining | null | null | null | MITRE Technique: T1071.001 | Cloud crypto_mining in AWS by ppatterson MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | AWS | res-d0334597 | null | null | null | null | null | null | null | null | null | null |
17976a4a-cee8-44ef-a961-98534ec20a2e | 2025-04-13T00:28:35 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by ryanwalker MITRE Technique: T1190 | {
"geo_location": "United Kingdom",
"device_hash": "7702b997ea273c37e9c59504a8d973476d97d097936368bc1445ab9f96faa2ad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.37.3 (KHTML, like Gecko) Version/4.1 Safari/532.37.3",
"session_id": "8c6486af-ba20-4cc6-ba45-67890c9db336",
"risk_score": ... | ryanwalker | training_data_poisoning | null | null | null | MITRE Technique: T1190 | AI system training_data_poisoning by ryanwalker MITRE Technique: T1190 | {
"baseline_deviation": 1.77,
"entropy": 3.25,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-534be3e9 | fd645d552fd5414f563c5d06469fe1025f15e87f | 6038a60b08cbeced5b7dd5aa6bcc0324 | null | null | null | null | null | null | null |
580d08c1-08f0-4aff-b804-b4e8813a8815 | 2025-04-03T15:43:09 | network | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 139.207.99.11 to 10.158.13.155 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "a3489572d2485b858847cce415aee4635347d88d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.1)",
"session_id": "2ee4eeb6-64de-4ee0-a7a3-7474749c79eb",
"risk_score": 68.25,
"confidence": 0.18
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 139.207.99.11 to 10.158.13.155 No additional info | null | null | null | null | 139.207.99.11 | 10.158.13.155 | null | null | null | null | null | null | null | null | null | null | ICMP | 577,464 | null | null | null |
2d75926f-8c58-4ede-925f-d7effaeb175f | 2025-04-13T02:35:58 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only ICMP traffic from 102.90.95.26:50 to 10.119.73.66:50993 MITRE Technique: T1053.005 noise=posts/list/posts | {
"geo_location": "Malaysia",
"device_hash": "10e77f29617a6a38a5d659bdcc2f7dcb50b8be98",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.18.1 (KHTML, like Gecko) Version/5.0.1 Safari/534.18.1",
"session_id": "3ebc0e04-1f6d-481d-bedb-9410f95a3a4e",
"risk_score": 96.97,
"confidence": 0... | null | log-only | null | null | null | MITRE Technique: T1053.005 | Firewall log-only ICMP traffic from 102.90.95.26:50 to 10.119.73.66:50993 MITRE Technique: T1053.005 | null | null | null | null | 102.90.95.26 | 10.119.73.66 | null | null | null | null | null | null | null | null | 50 | 50,993 | ICMP | 814,395 | 2,464 | null | null |
e4e20464-07f7-4746-85a5-83742b5bfb36 | 2025-04-24T21:19:55 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for blakemaria via MFA from 97.142.146.156 No additional info noise=category/categories | {
"geo_location": "Albania",
"device_hash": "06bec793f918d1e515e7543a57131173",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/28.0.831.0 Mobile/96B381 Safari/533.0",
"session_id": "aa7f5117-728b-4588-bd32-b08b00147ebf",
"risk_score": 27.74,
"c... | blakemaria | failed | null | null | null | No additional info | Auth failed for blakemaria via MFA from 97.142.146.156 No additional info | null | null | null | null | 97.142.146.156 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 8b:8e:83:c1:ce:87 |
e97935ae-4b17-4cef-9519-aaaade824a00 | 2025-01-17T02:34:22 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /forget/factor.mov by russelljonathan No additional info | {
"geo_location": "Peru",
"device_hash": "1434dc5fe032ab2822299be4332b9aac",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; zu-ZA) AppleWebKit/535.9.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6535.9.6",
"session_id": "e7e314fd-919b-4494-880e-5aae7e8b379d",
"risk_score": 32.... | russelljonathan | wmi_exec | /forget/factor.mov | 4,521 | explorer.exe | No additional info | Endpoint wmi_exec /forget/factor.mov by russelljonathan No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b9f30e75-62e3-455e-975d-ac4c22775543 | 2025-04-17T04:49:57 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: Brute Force detected from 26.67.189.219 targeting 147.125.55.150 MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations noise=large|there|century | {
"geo_location": "Malaysia",
"device_hash": "407fba6b952e089e58ba0326a8bea7eb453e203e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/24.0.841.0 Mobile/44Y863 Safari/534.2",
"session_id": "521aa43c-c136-47ee-b699-96559d5677ab",
"risk_score... | null | null | null | null | null | MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations | Wazuh Alert: Brute Force detected from 26.67.189.219 targeting 147.125.55.150 MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 26.67.189.219 | 147.125.55.150 | Brute Force | SIG-7704 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
9508a5b4-757e-421d-99f7-a3fc1cf5c224 | 2025-04-06T05:32:15 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Moldova",
"device_hash": "66ab4bcc28545d875345143c538b7f4f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.1)",
"session_id": "da56d2b6-4d01-4652-86dc-b3735702a7ed",
"risk_score": 48.31,
"confidence": 0.15
} | null | command_injection | null | null | null | No additional info | IoT device Sensor command_injection No additional info | {
"baseline_deviation": 2.32,
"entropy": 6.86,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-88123f12 | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7b16dc79-0f1b-4281-af15-8f73f2c70219 | 2025-01-17T12:04:32 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1110.003 | {
"geo_location": "Estonia",
"device_hash": "dd1c6f950b086e58471fcefd64d726bd",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/23.0.878.0 Safari/533.2",
"session_id": "bcaf4326-3842-4403-8740-b3b4bb6c0dc9",
"risk_score": 67.47,
"confidence": 0.2
... | null | sensor_spoofing | null | null | null | MITRE Technique: T1110.003 | IoT device Sensor sensor_spoofing MITRE Technique: T1110.003 | null | Sensor | iot-f0d7936f | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
51fcf284-3073-416c-8999-d0d5234930fe | 2025-02-21T13:53:58 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: Fileless Attack detected from 90.68.185.252 targeting 108.248.128.50 MITRE Technique: T1078.004 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Cote d'Ivoire",
"device_hash": "3a1e557a5ec5e7c5e15ac56499208a12a3507b1219dca4a5402225703bbc3663",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "992019ad-811f-42ee-b72a-2432763c0ed3",
"risk_score": 28.57,
"confidence": 0.85
} | null | null | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: Power consumption spikes | Splunk Alert: Fileless Attack detected from 90.68.185.252 targeting 108.248.128.50 MITRE Technique: T1078.004 | Unconventional IOC: Power consumption spikes | null | null | null | null | 90.68.185.252 | 108.248.128.50 | Fileless Attack | SIG-9634 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
1ff63624-a609-4410-a8c3-c4a6fe769fac | 2025-06-17T04:04:35 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth bypass for nicole78 via OAuth from 94.183.175.121 MITRE Technique: T1547.001 | {
"geo_location": "Algeria",
"device_hash": "774782db048375bb48915d3f0dd6eefa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.0)",
"session_id": "1d17c5d1-a5ae-41ec-8b7f-ea697f65323c",
"risk_score": 68.83,
"confidence": 0.23
} | nicole78 | bypass | null | null | null | MITRE Technique: T1547.001 | Auth bypass for nicole78 via OAuth from 94.183.175.121 MITRE Technique: T1547.001 | null | null | null | null | 94.183.175.121 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 3d:1c:44:b7:b5:c3 |
4be801a7-9051-424a-b344-6ad5c121e450 | 2025-03-16T01:20:19 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel MITRE Technique: T1566.001 noise=7F7DA253 | {
"geo_location": "Dominica",
"device_hash": "9669b09c14b82375e9ab80283b9de29e",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:41.0) Gecko/41.0 Firefox/41.0",
"session_id": "82532845-c6eb-48d3-935f-83f848eb8822",
"risk_score": 24.98,
"confidence": 0.07
} | null | side_channel | null | null | null | MITRE Technique: T1566.001 | IoT device Medical side_channel MITRE Technique: T1566.001 | null | Medical | iot-25aafc57 | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
656a156b-fabb-4a1d-b631-edb2fc888307 | 2025-02-15T00:41:04 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth success for morenoadrian via OAuth from 199.104.244.59 No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "d1f13d4bfa95f084a1e6cb9f807227fd00cf98b7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.32.3 (KHTML, like Gecko) Version/5.0.1 Safari/533.32.3",
"session_id": "c4de495f-de03-4dd5-87ca-20845c5276f7",
"risk_score": 76.34,
"confide... | morenoadrian | success | null | null | null | No additional info | Auth success for morenoadrian via OAuth from 199.104.244.59 No additional info | null | null | null | null | 199.104.244.59 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 6c:5c:d1:2d:e1:1d |
d2eb38f4-bd2b-4e59-893d-1695ba485e5a | 2029-11-12T06:06:46 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: Credential Stuffing detected from 37.135.5.209 targeting 10.170.223.194 No additional info noise=ability|baby|dark | {
"geo_location": "Germany",
"device_hash": "aefeacecb18df023d8327c1c184b81f88dbce71f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.0)",
"session_id": "12e4427f-9603-4314-a5d3-8f8b792e03f7",
"risk_score": 59.1,
"confidence": 0.51
} | null | null | null | null | null | No additional info | AlienVault Alert: Credential Stuffing detected from 37.135.5.209 targeting 10.170.223.194 No additional info | null | null | null | null | 37.135.5.209 | 10.170.223.194 | Credential Stuffing | SIG-3980 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1282e1be-7aba-45b5-b49d-3c1bdfa35ca0 | 2025-06-04T14:03:25 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SSH traffic from 116.165.216.2:312 to 214.251.153.62:56195 No additional info | {
"geo_location": "Taiwan",
"device_hash": "c2c187421134e12bbd7c189675213b04f33206d5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_1 rv:2.0; ayc-PE) AppleWebKit/535.20.2 (KHTML, like Gecko) Version/5.1 Safari/535.20.2",
"session_id": "1eeef3d0-f889-4244-a0e8-6f8a0cd4f3b9",
"risk_score": 59.6... | null | inspect | null | null | null | No additional info | Firewall inspect SSH traffic from 116.165.216.2:312 to 214.251.153.62:56195 No additional info | null | null | null | null | 116.165.216.2 | 214.251.153.62 | null | null | null | null | null | null | null | null | 312 | 56,195 | SSH | 966,965 | 3,290 | null | null |
1a7e38d6-c724-4187-bc7a-1276014b0f77 | 2025-01-29T08:17:33 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism story by ywilliams MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | Fileless execution detected | {
"geo_location": "Liberia",
"device_hash": "b819a392716cc2b072bccd483bb5fede",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.14.7 (KHTML, like Gecko) Version/5.0.3 Safari/531.14.7",
"session_id": "b9e4581b-70de-4231-a116-3f6268255609",
"risk_score": 67.7,
"confidence": 0.77
} | ywilliams | persistence_mechanism | story | 5,962 | powershell.exe | MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | Fileless execution detected | Endpoint persistence_mechanism story by ywilliams MITRE Technique: T1078.004 | Unconventional IOC: ACPI table modifications | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ab11f649-a179-4473-a7e1-a5bb5be88763 | 2025-02-20T15:59:04 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: DNS Tunneling detected from 80.196.56.31 targeting N/A No additional info | {
"geo_location": "Moldova",
"device_hash": "29098f54e888aaabdbd39078e9abe052",
"user_agent": "Mozilla/5.0 (Windows 98; nhn-MX; rv:1.9.0.20) Gecko/6976-07-23 01:22:10 Firefox/3.6.12",
"session_id": "6d47013a-db59-469d-af67-f348109b3161",
"risk_score": 68.06,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Vectra AI Alert: DNS Tunneling detected from 80.196.56.31 targeting N/A No additional info | null | null | null | null | 80.196.56.31 | N/A | DNS Tunneling | SIG-7647 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
82816ee3-fc71-45cc-9102-46e9721483e2 | 2024-05-29T17:23:22 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 10.200.39.38 to 10.47.252.118 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "d7ae4c522834025658f6ad025d63185bd4959ea1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5830-06-25 06:39:38 Firefox/3.8",
"session_id": "76551fde-8783-42f0-bb35-830c11d2a915",
"risk_score": 49.39,
"confidence": 0.09
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 10.200.39.38 to 10.47.252.118 No additional info | {
"baseline_deviation": 1.15,
"entropy": 2.28,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.200.39.38 | 10.47.252.118 | null | null | null | null | null | null | null | null | null | null | ICMP | 830,262 | null | null | null |
7a6af9ee-5d71-46a5-be28-76ead4d026db | 2025-05-14T23:30:54 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: AI Model Poisoning detected from 10.171.14.177 targeting 187.234.245.150 No additional info | {
"geo_location": "Iran",
"device_hash": "b9450dedbd852872ac9be0b8e100869ba50b7ae4",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/2944-10-30 14:12:23 Firefox/7.0",
"session_id": "fab74863-cc89-4e98-92a0-9da8af1ecf60",
"risk_score": 67.92,
"confidence": 0.39
} | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: AI Model Poisoning detected from 10.171.14.177 targeting 187.234.245.150 No additional info | null | null | null | null | 10.171.14.177 | 187.234.245.150 | AI Model Poisoning | SIG-8593 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
54a53cda-6f2c-48bb-a7a8-d9097f6a4501 | 2025-04-15T22:36:11 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: Living-off-the-Land detected from 49.195.48.158 targeting N/A Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "1dfae8fab02eecce64c801f743e94f4ed0ee512023fcd7a159490e5e32fa1613",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/533.44.4 (KHTML, like Gecko) Version/5.0.4 Safari/533.44.4",
"session_id": "168a9b47-b1a2-43a7-a7c0-e7e48fada416",
... | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | LogRhythm Alert: Living-off-the-Land detected from 49.195.48.158 targeting N/A Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 49.195.48.158 | N/A | Living-off-the-Land | SIG-1106 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
9e903885-482d-40c9-a89f-335131e7e966 | 2025-05-13T03:00:11 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by laurenmorrow No additional info | {
"geo_location": "Reunion",
"device_hash": "e320effe0d0583e090a6d7fdb96b74a7",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_6 rv:4.0; tn-ZA) AppleWebKit/535.36.7 (KHTML, like Gecko) Version/5.1 Safari/535.36.7",
"session_id": "d6daae32-496b-47fe-a203-0f4e5c6cf542",
"risk_score": 40.1,
"confide... | laurenmorrow | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by laurenmorrow No additional info | null | null | null | null | null | null | null | null | null | OCI | res-f9b8a23c | null | null | null | null | null | null | null | null | null | null |
502c820e-23a0-492e-92b0-98f158f5b207 | 2025-02-08T06:59:55 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network covert_channel from 70.249.49.135 to 10.50.235.160 DGA domain detected noise=categories | {
"geo_location": "Papua New Guinea",
"device_hash": "0d01f0801f568bb73d55dc835a890f5c2ebe2d2d",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; nhn-MX; rv:1.9.2.20) Gecko/5539-05-14 17:28:23 Firefox/8.0",
"session_id": "ca041257-7078-424c-af93-65f3b01438a0",
"risk_score": 43.6,
"confidence": 0.08
} | null | covert_channel | null | null | null | DGA domain detected | Network covert_channel from 70.249.49.135 to 10.50.235.160 DGA domain detected | null | null | null | null | 70.249.49.135 | 10.50.235.160 | null | null | null | null | null | null | null | null | null | null | ICMP | 109,776 | null | null | null |
89bbeacd-cadc-4062-82c8-511c2d350b60 | 2025-03-03T16:25:44 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in Alibaba by jonesdarlene No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "aa66281888a21266d55d9fdf9291b8a3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.19.4 (KHTML, like Gecko) Version/5.0 Safari/534.19.4",
"session_id": "3e8b35ae-a939-4285-b1e3-5c45ed2d102c",
"risk_score": 50.17,
"confidence": 0.77... | jonesdarlene | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by jonesdarlene No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-8673b061 | null | null | null | null | null | null | null | null | null | null |
aa7b235f-99ce-4a58-9879-d180bde08475 | 2025-07-01T00:15:39 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation MITRE Technique: T1071.001 | {
"geo_location": "China",
"device_hash": "d9cb52b2bb56ba551fa333ea9272641e4162f80f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "839ca6b6-3ade-4b9f-b1c2-913a7da85014",
"risk_score": 47.86,
"confidence": 0.29
} | null | protocol_violation | null | null | null | MITRE Technique: T1071.001 | IoT device HVAC protocol_violation MITRE Technique: T1071.001 | null | HVAC | iot-62a33feb | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1e409fc1-5918-4679-8448-4fca347d8185 | 2025-06-07T20:03:53 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Alibaba by qpierce No additional info | {
"geo_location": "Myanmar",
"device_hash": "3555c9e143e0185c5daf9b620bf3bd2c",
"user_agent": "Opera/8.47.(X11; Linux i686; hr-HR) Presto/2.9.182 Version/12.00",
"session_id": "50109a89-486a-4ddc-973a-6bdbf9cc441f",
"risk_score": 65.68,
"confidence": 0.53
} | qpierce | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by qpierce No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-88b8c5e8 | null | null | null | null | null | null | null | null | null | null |
c8c43734-44d0-456a-ba1c-c61fe3341aa5 | 2025-07-06T11:39:13 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /short/own.flac by hilllouis No additional info | {
"geo_location": "Maldives",
"device_hash": "89b84a98bdcfbed527bb1053c4b9abb2",
"user_agent": "Opera/8.72.(X11; Linux i686; gv-GB) Presto/2.9.175 Version/10.00",
"session_id": "42a0726c-be09-4916-9ddc-10a30ce4ad59",
"risk_score": 79.96,
"confidence": 0.56
} | hilllouis | memory_injection | /short/own.flac | 7,889 | powershell.exe | No additional info | Endpoint memory_injection /short/own.flac by hilllouis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41f0ee52-ae95-4db4-9430-64424976f709 | 2025-01-23T08:44:52 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow UDP traffic from 212.208.1.146:546 to 69.195.114.148:628 No additional info | {
"geo_location": "Albania",
"device_hash": "1de55d209711b927610d98faa98d3fe627795a5f",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/26.0.818.0 Safari/535.2",
"session_id": "71b26534-3527-49a4-b3b4-d4e6e591c62b",
"risk_score": 55.69,
"confidence": 0.98
} | null | allow | null | null | null | No additional info | Firewall allow UDP traffic from 212.208.1.146:546 to 69.195.114.148:628 No additional info | null | null | null | null | 212.208.1.146 | 69.195.114.148 | null | null | null | null | null | null | null | null | 546 | 628 | UDP | 787,855 | 633 | null | null |
091dcd3e-1329-4559-b099-8f8d505c73f7 | 2025-02-13T16:37:58 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by vstevens No additional info | {
"geo_location": "Guam",
"device_hash": "63fcb6c631bac429cc2a35e2c69600d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.1)",
"session_id": "33ea6d39-40d2-466a-b21a-bf5491d6abf9",
"risk_score": 44.44,
"confidence": 0.89
} | vstevens | prompt_injection | null | null | null | No additional info | AI system prompt_injection by vstevens No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e4dfaa40 | c4f8b015de600f74fddf082efd135e62 | 97279ea27a9f5cfd7ac5c819eab5c65bbe3cb1fad2c194cb61cd49e6d68690f4 | null | null | null | null | null | null | null |
35762fd4-5844-4666-9e7f-f0bad060b80a | 2025-04-30T15:59:19 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection sure by russell08 MITRE Technique: T1059.001 | {
"geo_location": "Greenland",
"device_hash": "9caa55eddca0056c43063f6a1a30451c",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/27.0.802.0 Safari/533.1",
"session_id": "7796ff83-9410-402a-b432-80bc52436da1",
"risk_score": 25.06,
"confidence": 0.14
} | russell08 | memory_injection | sure | 3,622 | explorer.exe | MITRE Technique: T1059.001 | Endpoint memory_injection sure by russell08 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57d52ff4-4797-4d1d-9bc3-b7b7347b7fac | 2025-04-18T09:25:38 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect NTP traffic from 78.139.151.72:403 to 138.130.190.255:66 No additional info | {
"geo_location": "San Marino",
"device_hash": "2707bb76c8c4940349d6a06453d8d4ee4bb0bd21408c175d99dc4a7f194c8bf8",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.3) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/43.0.820.0 Safari/534.2",
"session_id": "f1c58f65-4461-4eae-be25-b86c1ef12a40",
"risk_score": 57.46,... | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 78.139.151.72:403 to 138.130.190.255:66 No additional info | null | null | null | null | 78.139.151.72 | 138.130.190.255 | null | null | null | null | null | null | null | null | 403 | 66 | NTP | 148,519 | 1,973 | null | null |
42da0a19-e640-4ac6-9efc-21a382b74f6c | 2025-02-22T04:29:03 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 147.196.252.192 to 169.227.40.248 No additional info | {
"geo_location": "Tonga",
"device_hash": "de05e357336d084c8779316e36620edf77b4a89f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.41.3 (KHTML, like Gecko) Version/4.0.3 Safari/531.41.3",
"session_id": "1c6ec802-35bb-4fe1-9631-28b08edabcc1",
"risk_score": 56.24,
"confidence": 0.86... | null | beaconing | null | null | null | No additional info | Network beaconing from 147.196.252.192 to 169.227.40.248 No additional info | null | null | null | null | 147.196.252.192 | 169.227.40.248 | null | null | null | null | null | null | null | null | null | null | UDP | 927,948 | null | null | null |
38a80b79-18fc-42f0-bc96-0e7f8c839962 | 2022-01-19T13:50:50 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth challenge for jennifer25 via passwordless from 55.86.60.32 MITRE Technique: T1059.005 | {
"geo_location": "San Marino",
"device_hash": "504707c4db7282353276860af169024e0cc21824",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; se-NO; rv:1.9.0.20) Gecko/6418-11-29 10:25:57 Firefox/9.0",
"session_id": "a97043ef-861a-415b-99d1-fa75ba895c0f",
"risk_score": 47.83,
"confidence": 0.03
} | jennifer25 | challenge | null | null | null | MITRE Technique: T1059.005 | Auth challenge for jennifer25 via passwordless from 55.86.60.32 MITRE Technique: T1059.005 | {
"baseline_deviation": 1.34,
"entropy": 7.33,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 55.86.60.32 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | b7:a7:39:76:86:5e |
c98fc032-16a4-42e6-9e65-51eb275e33a5 | 2025-07-04T15:39:49 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install can by erikabeltran MITRE Technique: T1110.003 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "4ca3b47ef2dae16447d1a22b7354a3454b0e7623f111b84919fb0279f5b442ab",
"user_agent": "Opera/8.24.(Windows 98; Win 9x 4.90; aa-DJ) Presto/2.9.173 Version/11.00",
"session_id": "20fc933f-f614-47f2-9ada-6d6a6c21d322",
"risk_score": 42.14,
"confidence... | erikabeltran | service_install | can | 3,118 | svchost.exe | MITRE Technique: T1110.003 | Endpoint service_install can by erikabeltran MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2afaa09a-ca24-4b14-941c-045c458d0ac1 | 2025-03-14T19:54:51 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 152.169.8.201 to 115.48.45.60 No additional info | {
"geo_location": "Montserrat",
"device_hash": "982f4471762cfde73c099b4f40eddb5079e21721b4a0e00e5308bd008c5a7b06",
"user_agent": "Mozilla/5.0 (Windows 95; kok-IN; rv:1.9.2.20) Gecko/5140-06-05 10:16:01 Firefox/3.6.17",
"session_id": "b7629af4-6658-499a-8e10-5b3dfdacfb81",
"risk_score": 47.77,
"confidence": ... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 152.169.8.201 to 115.48.45.60 No additional info | null | null | null | null | 152.169.8.201 | 115.48.45.60 | null | null | null | null | null | null | null | null | null | null | TCP | 801,671 | null | null | null |
bd60b192-fc36-4d66-9a95-3dda79411e3b | 2025-02-08T13:35:39 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Israel",
"device_hash": "9fff23a07fe7004d56dd06201fbe5f81a8637fad73de1c8373cca355c191afe3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ne-NP) AppleWebKit/535.7.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6535.7.4",
"session_id": "a7e93c62-baa5-498f-8a46-... | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-fd6019dc | 4.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
559eb34c-907a-4113-ae0f-872a988e7bc6 | 2025-05-12T05:27:45 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: Container Escape detected from 204.235.225.44 targeting 215.137.70.141 MITRE Technique: T1566.001 | {
"geo_location": "Palau",
"device_hash": "e471cc0af2ec8f426b1e2c860abe3f051853de46",
"user_agent": "Opera/8.24.(X11; Linux x86_64; yue-HK) Presto/2.9.177 Version/11.00",
"session_id": "2b4337bb-6e79-4505-b2c8-2dc4a20eef72",
"risk_score": 61.97,
"confidence": 0.88
} | null | null | null | null | null | MITRE Technique: T1566.001 | LogRhythm Alert: Container Escape detected from 204.235.225.44 targeting 215.137.70.141 MITRE Technique: T1566.001 | {
"baseline_deviation": 1.48,
"entropy": 7.24,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 204.235.225.44 | 215.137.70.141 | Container Escape | SIG-7515 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
41c3b868-72f6-48ea-975a-2591ae3d0209 | 2025-04-18T11:00:34 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by shawna89 No additional info | {
"geo_location": "Malaysia",
"device_hash": "6d8f7ab5aba9309ac87378b394b5d2f0cebf4d980027dc86f5588225f172cf3b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.1.4 (KHTML, like Gecko) Version/5.1 Safari/531.1.4",
"session_id": "cd0ac06c-c212-4f3c-8e5c-52fe1bcfff52",
"risk_score": 65.8... | shawna89 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by shawna89 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e5fd38a6 | 3294291cc0112bd18436ad877dcaf9c3d96f51d7 | acaac2004819dbd6c4725659865631c2be3049f8cbe9acf585b987ece5c5b731 | null | null | null | null | null | null | null |
05796e2f-3d70-4587-b24c-f2ba38a97d4b | 2025-01-31T11:19:36 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 165.109.236.225 to 204.36.162.199 MITRE Technique: T1059.001 | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "c312dcb90bff708962f1e574559afb736927dba0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/21.0.845.0 Safari/532.0",
"session_id": "fe4d1e5b-2ae5-4ca6-b675-651405b7203a",
"risk_sco... | null | disconnection | null | null | null | MITRE Technique: T1059.001 | Network disconnection from 165.109.236.225 to 204.36.162.199 MITRE Technique: T1059.001 | null | null | null | null | 165.109.236.225 | 204.36.162.199 | null | null | null | null | null | null | null | null | null | null | ICMP | 607,023 | null | null | null |
91a705de-5806-4a48-9bdb-c73a63005b3d | 2025-03-01T05:32:31 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper Sensor spoofing detected | {
"geo_location": "Burundi",
"device_hash": "cfc59bb9305daae9b72133482e632cfa6e92e5c84d935c58fc0cfae5a2587937",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.1)",
"session_id": "f18a0dad-0565-4aab-9485-e15eceb1f261",
"risk_score": 41.17,
"confidence": 0.18
} | null | physical_tamper | null | null | null | Sensor spoofing detected | IoT device Thermostat physical_tamper Sensor spoofing detected | null | Thermostat | iot-3e628b0e | 2.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e36bac70-8ed5-48af-9f9b-07ee7c05ac6d | 2025-02-04T09:25:27 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth success for christina60 via SAML from 135.153.161.48 MITRE Technique: T1566.001 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "71bb93ac7709cabb78e8608327072516",
"user_agent": "Opera/9.31.(X11; Linux x86_64; nl-BE) Presto/2.9.187 Version/12.00",
"session_id": "92f857a0-08ce-437a-acd7-83eb495cd78d",
"risk_score": 58.67,
"confidence": 0.08
} | christina60 | success | null | null | null | MITRE Technique: T1566.001 | Auth success for christina60 via SAML from 135.153.161.48 MITRE Technique: T1566.001 | null | null | null | null | 135.153.161.48 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | b0:db:de:da:06:9d |
48dbe719-7c7a-4850-8435-d88936abf93a | 2025-06-02T09:55:52 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop ICMP traffic from 171.149.40.44:856 to 150.253.146.197:408 No additional info | {
"geo_location": "Reunion",
"device_hash": "2ccffd8f28948476cd45eb2a469c5ddc58080754b9de74558b2af5fd47ccc941",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_1 rv:5.0; gu-IN) AppleWebKit/533.3.1 (KHTML, like Gecko) Version/5.0 Safari/533.3.1",
"session_id": "dd281065-c8bf-47a5-bbb4-3d92219d63ed",
... | null | drop | null | null | null | No additional info | Firewall drop ICMP traffic from 171.149.40.44:856 to 150.253.146.197:408 No additional info | null | null | null | null | 171.149.40.44 | 150.253.146.197 | null | null | null | null | null | null | null | null | 856 | 408 | ICMP | 56,652 | 1,851 | null | null |
0dff9c6d-6743-4e81-9261-66e9d53fee4c | 2025-05-20T08:34:06 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine SMB traffic from 3.126.246.7:871 to 195.194.189.246:654 No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "6f9cc1ee4c91c3b6bd832e3aa884b3d3",
"user_agent": "Mozilla/5.0 (Android 1.0; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "4dc870d1-25c6-4777-88d0-5fba4a8c8fd8",
"risk_score": 71.23,
"confidence": 0.43
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SMB traffic from 3.126.246.7:871 to 195.194.189.246:654 No additional info | null | null | null | null | 3.126.246.7 | 195.194.189.246 | null | null | null | null | null | null | null | null | 871 | 654 | SMB | 839,917 | 884 | null | null |
2339e2a3-4f97-4439-868d-148746822fcd | 2025-01-24T08:43:37 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: ICS Attack detected from 170.230.153.48 targeting N/A No additional info | {
"geo_location": "Albania",
"device_hash": "a227719faf72e8037c5dc5839fd477fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.1)",
"session_id": "7a5c1cf1-1164-47e8-baa9-46ebf2cd16f4",
"risk_score": 76.54,
"confidence": 0.29
} | null | null | null | null | null | No additional info | Trellix Alert: ICS Attack detected from 170.230.153.48 targeting N/A No additional info | null | null | null | null | 170.230.153.48 | N/A | ICS Attack | SIG-9831 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a0252274-e03a-422d-8428-d7ace40d9046 | 2025-04-16T12:17:47 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Alibaba by anthony60 No additional info noise=themselves|woman|scene | {
"geo_location": "Macao",
"device_hash": "9537fb028172d8bb16cb6e8a877db1cf87d889e6",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/28.0.867.0 Safari/533.0",
"session_id": "aa880a8c-762a-4181-8b05-6eb95e981a7e",
"risk_score": 36.78,
"confidence": 0.58
} | anthony60 | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by anthony60 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-3a5f0afe | null | null | null | null | null | null | null | null | null | null |
fc68c483-64fd-4698-8d61-b12ce7a53846 | 2025-04-07T20:31:03 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 123.152.194.122:100 to 166.253.91.237:129 No additional info | {
"geo_location": "Taiwan",
"device_hash": "a369c6b4ecc2c93dcf71021e372e4cb4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_3 rv:3.0; zu-ZA) AppleWebKit/534.5.2 (KHTML, like Gecko) Version/4.1 Safari/534.5.2",
"session_id": "0a35a0d2-40bb-42d2-a7db-99a23f6653f9",
"risk_score": 57.78,
"confiden... | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 123.152.194.122:100 to 166.253.91.237:129 No additional info | {
"baseline_deviation": 1.82,
"entropy": 2.05,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 123.152.194.122 | 166.253.91.237 | null | null | null | null | null | null | null | null | 100 | 129 | HTTPS | 391,325 | 3,089 | null | null |
2095b685-a5ec-49c3-9ce0-58cd657064fa | 2025-02-01T22:59:12 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth failed for gardnerroy via key from 48.175.76.128 No additional info | {
"geo_location": "Mozambique",
"device_hash": "d093df1ac1c13e6036b31f10796cc5c894675001",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/11.3z3663.0 Mobile/14X949 Safari/536.1",
"session_id": "76c43d10-72b9-4f9e-a0be-385715179f04",
"risk_sc... | gardnerroy | failed | null | null | null | No additional info | Auth failed for gardnerroy via key from 48.175.76.128 No additional info | null | null | null | null | 48.175.76.128 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 42:99:fb:05:6f:5a |
bcfdc9a5-044d-49a2-952d-0714a1b9f818 | 2025-03-03T22:44:39 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network connection from 219.221.240.72 to 117.110.92.116 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "79e3fee2d5e4d8a86bc205656bcf1eac84e0df9f",
"user_agent": "Mozilla/5.0 (Android 5.0.2; Mobile; rv:24.0) Gecko/24.0 Firefox/24.0",
"session_id": "9460931d-5e98-4dbd-96ab-cad154e26e3e",
"risk_score": 9.43,
"confidence": 0.03
} | null | connection | null | null | null | No additional info | Network connection from 219.221.240.72 to 117.110.92.116 No additional info | null | null | null | null | 219.221.240.72 | 117.110.92.116 | null | null | null | null | null | null | null | null | null | null | HTTPS | 386,901 | null | null | null |
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