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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
c4f9bf78-d3cd-4dbc-8c2d-3b25c0edf9d6 | 2025-04-13T06:27:32 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing MITRE Technique: T1566.001 | {
"geo_location": "Spain",
"device_hash": "7b3b717e62413e6b58f11db6910fd0334f0b79f70941c77fc1155fe326f80061",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/59.0.809.0 Mobile/40Z898 Safari/533.1",
"session_id": "c6195d8e-9158-47d7-85dc-208e6b4d2261... | null | sensor_spoofing | null | null | null | MITRE Technique: T1566.001 | IoT device Camera sensor_spoofing MITRE Technique: T1566.001 | null | Camera | iot-652932d6 | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0d275702-8866-4dac-b914-5407919c8aff | 2025-04-27T15:48:24 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by brittany36 MITRE Technique: T1486 | {
"geo_location": "Tuvalu",
"device_hash": "36903aa92f50ea838dfadd5c81ec5b70",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; da-DK) AppleWebKit/535.36.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6535.36.2",
"session_id": "73e5258b-244e-4f47-ac33-43e1f2ce70ed",
"risk_score":... | brittany36 | shadow_it | null | null | null | MITRE Technique: T1486 | Cloud shadow_it in AWS by brittany36 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | AWS | res-facfc253 | null | null | null | null | null | null | null | null | null | null |
832f9182-fe38-4599-a73d-2223cbbf893e | 2028-08-02T01:15:24 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: Brute Force detected from 16.40.194.20 targeting 20.94.50.255 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "ef8afdf064dd0b2aa7900110b0a503f634ae5cd5a82b06145daf17ac76f8c705",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.4) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/47.0.830.0 Safari/532.2",
"session_id": "f93405ed-54e9-46ea-80de-79ea2259ff8c",
"risk_score": 33.07,... | null | null | null | null | null | No additional info | OSSEC Alert: Brute Force detected from 16.40.194.20 targeting 20.94.50.255 No additional info | null | null | null | null | 16.40.194.20 | 20.94.50.255 | Brute Force | SIG-7040 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
58416706-3f25-49fa-83c1-edde6f74c141 | 2025-04-28T04:57:16 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by angelica39 MITRE Technique: T1218.011 | {
"geo_location": "Cameroon",
"device_hash": "e800a431cfddaf16d8741631a62dbdda",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "49d1a7d7-92cb-48bb-a056-ba2b60a7349d",
"risk_score": 16.39,
"confidence": 0.58
} | angelica39 | config_change | null | null | null | MITRE Technique: T1218.011 | Cloud config_change in OCI by angelica39 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | OCI | res-f38870aa | null | null | null | null | null | null | null | null | null | null |
01541805-9b86-46ad-b026-46f350fc0c91 | 2025-06-08T09:25:03 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system model_inversion by michaelcarter Associated Threat Actor: Cobalt Group | {
"geo_location": "Russian Federation",
"device_hash": "5dc2516a79026f587785a5948bd2e1b4c403ad06",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/3296-03-16 10:46:42 Firefox/3.6.20",
"session_id": "7f623c11-32af-4b39-b39b-e3633fdb4e55",
"risk_score": 71.74,
"confidence": 0.93
} | michaelcarter | model_inversion | null | null | null | Associated Threat Actor: Cobalt Group | AI system model_inversion by michaelcarter Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | null | null | model-39f54b1c | 194aa0b90f32c91cde796c330432238a | 4620bac42b61adcb37774e8144455c48c695f3d4ecdeaf6ecbe002191dd01685 | null | null | null | null | null | null | null |
63531fa5-62fc-4695-a164-8d27b036e40b | 2025-05-29T02:02:18 | firewall | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 151.152.186.158:1 to 21.3.201.154:942 MITRE Technique: T1053.005 | {
"geo_location": "Faroe Islands",
"device_hash": "f7839cb5dee46cd5ca300e611d266260",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_5) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/13.0.801.0 Safari/534.1",
"session_id": "f289a5a2-3201-4524-8a36-4b072956a676",
"risk_score": 26.04,
"confidence... | null | deny | null | null | null | MITRE Technique: T1053.005 | Firewall deny DNS traffic from 151.152.186.158:1 to 21.3.201.154:942 MITRE Technique: T1053.005 | null | null | null | null | 151.152.186.158 | 21.3.201.154 | null | null | null | null | null | null | null | null | 1 | 942 | DNS | 262,235 | 1,890 | null | null |
9afd8cf8-ded0-4020-b415-548aa47677a1 | 2025-02-08T23:17:25 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in GCP by uwhitehead No additional info | {
"geo_location": "Gibraltar",
"device_hash": "a3ed8359de5c911708ed60b80486df5a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "42874e0d-8584-4965-b3a6-07aee643fc65",
"risk_score": 37.71,
"confidence": 0.61
} | uwhitehead | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by uwhitehead No additional info | null | null | null | null | null | null | null | null | null | GCP | res-6abd0585 | null | null | null | null | null | null | null | null | null | null |
cab0e8ca-531b-4e31-b715-92fdb3aede46 | 2025-01-28T08:32:24 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in GCP by mariabell No additional info | {
"geo_location": "Malaysia",
"device_hash": "9b23e72ce006d371e6c33be9ed8bee5b80f5e7c8",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_4) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/18.0.870.0 Safari/533.2",
"session_id": "de80a446-63a1-41b1-a4d3-2dae2ef0a7a6",
"risk_score": 18.03,
"confidenc... | mariabell | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by mariabell No additional info | null | null | null | null | null | null | null | null | null | GCP | res-43441945 | null | null | null | null | null | null | null | null | null | null |
e8411b65-33e3-4b65-91de-62ca70a94e49 | 2025-06-02T20:21:36 | 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 laragary via biometric from 8.216.48.236 MITRE Technique: T1110.003 | Credential stuffing pattern detected | {
"geo_location": "Western Sahara",
"device_hash": "4361c09c4f8671c890249ec86c2b39e3ba2f3358e8d1f028af18c35d3b764faf",
"user_agent": "Opera/9.51.(X11; Linux x86_64; yue-HK) Presto/2.9.182 Version/11.00",
"session_id": "f414e112-02a2-4e5f-8847-e6b1e4f42181",
"risk_score": 76.57,
"confidence": 0.21
} | laragary | timeout | null | null | null | MITRE Technique: T1110.003 | Credential stuffing pattern detected | Auth timeout for laragary via biometric from 8.216.48.236 MITRE Technique: T1110.003 | Credential stuffing pattern detected | {
"baseline_deviation": 2.82,
"entropy": 5.19,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 8.216.48.236 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 70:84:2e:f5:b1:76 |
688ad72b-5cda-4e96-81b8-e3ddd96f602d | 2025-03-11T00:13:37 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow TCP traffic from 220.232.154.179:73 to 47.28.255.156:574 Associated Threat Actor: REvil | {
"geo_location": "Paraguay",
"device_hash": "f0aef3821779458140e43ddf16b51eb32e7c36acd09a6ebc4e9a4611baa5c050",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.1)",
"session_id": "7215f0d7-f24a-47c8-aa83-334a6fcbc103",
"risk_score": 52.76,
"confidence": 0.32
} | null | allow | null | null | null | Associated Threat Actor: REvil | Firewall allow TCP traffic from 220.232.154.179:73 to 47.28.255.156:574 Associated Threat Actor: REvil | null | null | null | null | 220.232.154.179 | 47.28.255.156 | null | null | null | null | null | null | null | null | 73 | 574 | TCP | 465,920 | 1,183 | null | null |
f1495af1-7340-408c-afa2-20111975128b | 2025-04-29T03:26:31 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network beaconing from 10.158.127.21 to 43.0.119.67 No additional info noise=seek|account|and | {
"geo_location": "Tuvalu",
"device_hash": "0b3b17ea8148bc53db5f2bec28006f2e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; mr-IN) AppleWebKit/531.48.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6531.48.7",
"session_id": "33b943bf-24ec-4ce0-a2bd-0ac8c0ee50bb",
"risk_score":... | null | beaconing | null | null | null | No additional info | Network beaconing from 10.158.127.21 to 43.0.119.67 No additional info | null | null | null | null | 10.158.127.21 | 43.0.119.67 | null | null | null | null | null | null | null | null | null | null | HTTPS | 273,531 | null | null | null |
736b3b37-9808-4a15-a7ae-a9cf9050f2bb | 2025-01-18T19:51:28 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall drop TCP traffic from 176.145.136.79:614 to 1.22.189.177:864 MITRE Technique: T1059.001 | {
"geo_location": "Gambia",
"device_hash": "cacbaa75173e545109f31705ce8f0a020e3a9900",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_8; rv:1.9.6.20) Gecko/8804-03-03 19:46:45 Firefox/3.6.6",
"session_id": "ebfc0d68-23d5-48ed-95fb-14e074f5dc8b",
"risk_score": 61.23,
"confidence": 0.22
} | null | drop | null | null | null | MITRE Technique: T1059.001 | Firewall drop TCP traffic from 176.145.136.79:614 to 1.22.189.177:864 MITRE Technique: T1059.001 | {
"baseline_deviation": 1.09,
"entropy": 3.88,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 176.145.136.79 | 1.22.189.177 | null | null | null | null | null | null | null | null | 614 | 864 | TCP | 440,399 | 2,678 | null | null |
b5ae09da-8935-4904-9003-0f74edf01d2a | 2025-02-26T15:01:42 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system model_access by camposfred No additional info noise=RWxlY3Rpb24u | {
"geo_location": "Guernsey",
"device_hash": "82b7286c54e9a8f3d570f1059252f75eac3ca6b08fe5930bfb877ab80332aabb",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_0 rv:3.0; om-ET) AppleWebKit/532.22.7 (KHTML, like Gecko) Version/4.0.4 Safari/532.22.7",
"session_id": "24179c50-3b6e-4b91-a397-1565d42d5... | camposfred | model_access | null | null | null | No additional info | AI system model_access by camposfred No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4232c45b | 188056b953da610cd531e5ede104c289 | e3377e24968c2aea1669f780cf319ad6046fa15a64dbe5839b620bdb3a584771 | null | null | null | null | null | null | null |
ef22ce61-0f7e-4815-9dce-061837084fe3 | 2025-03-17T08:24:32 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only ICMP traffic from 92.215.219.120:372 to 204.110.125.24:48326 No additional info | {
"geo_location": "Bermuda",
"device_hash": "7ebf151b4c7d3acde4f9bf2ff8a03655",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.13.4 (KHTML, like Gecko) Version/4.1 Safari/532.13.4",
"session_id": "a1d551af-184e-445b-a99b-1e46665c9966",
"risk_score": 59.1,
"confidence": 0.39
} | null | log-only | null | null | null | No additional info | Firewall log-only ICMP traffic from 92.215.219.120:372 to 204.110.125.24:48326 No additional info | null | null | null | null | 92.215.219.120 | 204.110.125.24 | null | null | null | null | null | null | null | null | 372 | 48,326 | ICMP | 339,368 | 469 | null | null |
81f39ded-3564-4d6f-9ce7-bb1b6806d26d | 2025-04-09T11:46:35 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical side_channel MITRE Technique: T1543.003 noise=point|know|rest | {
"geo_location": "Ethiopia",
"device_hash": "1829d56effe358b59f52f0686181bd6c6e187f9b9ad7201d07af2b8d15e13610",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; nr-ZA) AppleWebKit/531.35.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.35.1",
"session_id": "1c045eef-4d67-45de-9... | null | side_channel | null | null | null | MITRE Technique: T1543.003 | IoT device Medical side_channel MITRE Technique: T1543.003 | null | Medical | iot-b138f83b | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26e17388-4de8-4c01-8440-e33ca29968e8 | 2025-06-16T07:00:09 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by bwallace MITRE Technique: T1190 | {
"geo_location": "Peru",
"device_hash": "d0fc6fbc122bf7d05349e422e0a7fd279137f4b3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; sl-SI) AppleWebKit/535.3.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6535.3.6",
"session_id": "b044520d-e90c-4d95-b7a5-1dc30a92fd6a",
"risk_sco... | bwallace | adversarial_input | null | null | null | MITRE Technique: T1190 | AI system adversarial_input by bwallace MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | model-efd10470 | f3cbd49ef0fa9635919272184f3392ca | e18222000256ade95bb884c8de694d922819fc3df45f26a31689088fe5efb088 | null | null | null | null | null | null | null |
44c698b5-4621-4761-9031-ac24edf0665d | 2025-05-02T13:18:44 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for uschultz via MFA from 34.0.184.243 No additional info noise=category/categories/search | {
"geo_location": "Kazakhstan",
"device_hash": "c62651f714e2790d18cabad1a3110c161906aa0ffd8bf3c7d552f5d15a235fa9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_1 rv:3.0; it-CH) AppleWebKit/531.35.5 (KHTML, like Gecko) Version/4.1 Safari/531.35.5",
"session_id": "5ee6d1f5-4a0d-4975-9592-5ce3ff13e0a5... | uschultz | challenge | null | null | null | No additional info | Auth challenge for uschultz via MFA from 34.0.184.243 No additional info | null | null | null | null | 34.0.184.243 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 49:8b:15:56:a3:6c |
acd59151-3f9d-483b-b3e4-ea79daf793c7 | 2025-05-07T23:57:56 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in Azure by samuel35 MITRE Technique: T1134.001 | {
"geo_location": "China",
"device_hash": "8feaa6f3ec5f1c96e24a49bd14ef058c69821264ff7a9a1dc635dcf128fa9a3b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7; rv:1.9.3.20) Gecko/2419-06-23 11:50:31 Firefox/3.8",
"session_id": "614d4edb-bfa9-45cf-90d2-363f147a76c4",
"risk_score": 37.12,
"confid... | samuel35 | storage_access | null | null | null | MITRE Technique: T1134.001 | Cloud storage_access in Azure by samuel35 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | Azure | res-89ae674e | null | null | null | null | null | null | null | null | null | null |
ecc06aae-70f3-4643-bc61-dbf02f2a408b | 2025-01-14T05:07:12 | ids_alert | Elastic SIEM v8.9.0 | emergency | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|emergency| desc=Elastic SIEM Alert: SQL Injection detected from 112.45.104.139 targeting 135.50.171.154 No additional info noise=UGhvbmUu | {
"geo_location": "Panama",
"device_hash": "9661dd99d4da78cb5364c89626def689b5d18e1f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "a04545b1-2831-4c70-ab4b-5a526f2ac8e0",
"risk_score": 68.12,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: SQL Injection detected from 112.45.104.139 targeting 135.50.171.154 No additional info | null | null | null | null | 112.45.104.139 | 135.50.171.154 | SQL Injection | SIG-8200 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
34dc5f9b-efeb-4136-a893-b018d4c6eb1f | 2025-03-15T12:47:35 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device HVAC command_injection MITRE Technique: T1059.001 | {
"geo_location": "Finland",
"device_hash": "ca6a440b7cee844171975a03b595179b3adb256bda2f814c6eb264fac9b55df0",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:16.0) Gecko/16.0 Firefox/16.0",
"session_id": "4140bc37-b50a-42dd-b14b-18e7bf8020db",
"risk_score": 16.98,
"confidence": 0.15
} | null | command_injection | null | null | null | MITRE Technique: T1059.001 | IoT device HVAC command_injection MITRE Technique: T1059.001 | null | HVAC | iot-0c8f5433 | 7.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
50e5cb28-cf8f-41f1-8f81-8f4bd9cebcba | 2025-06-24T17:38:49 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /general/kitchen.avi by tblair No additional info noise=Q2hvb3NlLg== | {
"geo_location": "Qatar",
"device_hash": "5a705dc55a3fc1c29b06e177409d66f797094f1b73b7a38886828de5d3ebd4f4",
"user_agent": "Opera/9.34.(Windows NT 5.0; ms-MY) Presto/2.9.162 Version/12.00",
"session_id": "2fd73e09-cd4f-4cac-8204-5918c3c5ce5f",
"risk_score": 57.79,
"confidence": 0.4
} | tblair | registry_change | /general/kitchen.avi | 4,788 | explorer.exe | No additional info | Endpoint registry_change /general/kitchen.avi by tblair No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
198c637c-f28c-4283-825c-753e98e28788 | 2025-07-03T16:46:58 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth challenge for lukemurphy via SAML from 7.228.14.149 No additional info noise=WW91ci4= | {
"geo_location": "Afghanistan",
"device_hash": "d2f3b7b610dcdc54ddc9dbc7414fde2a3097ac308fe796e8854ddf282f12a2c9",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1.2) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/25.0.859.0 Safari/536.0",
"session_id": "32482b47-e5ee-4ca4-b833-9adb40e562f1",
"risk_score": 28.96... | lukemurphy | challenge | null | null | null | No additional info | Auth challenge for lukemurphy via SAML from 7.228.14.149 No additional info | null | null | null | null | 7.228.14.149 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | e2:71:70:a0:fb:a3 |
1f721396-d547-438d-8276-43ab290eefed | 2025-06-17T06:53:23 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by ellisamber No additional info | {
"geo_location": "Djibouti",
"device_hash": "d7843eaa81aa20dc6aca5283764b2219",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bg-BG) AppleWebKit/535.39.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.39.7",
"session_id": "e847bd20-5a91-4da0-8c2a-b3b0d80968f8",
"risk_score... | ellisamber | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by ellisamber No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-0d7697ab | null | null | null | null | null | null | null | null | null | null |
ea76e8fe-6ca7-4c8d-842a-c0624676cec4 | 2025-06-21T09:56:07 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for esanchez via key from 115.159.12.173 Associated Threat Actor: Sandworm Team | {
"geo_location": "United States of America",
"device_hash": "fb59f388d15f7a0a252270e68bb8efe1b99670be87a596f199bbc907f893af91",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9 rv:4.0; ja-JP) AppleWebKit/534.22.7 (KHTML, like Gecko) Version/4.0.5 Safari/534.22.7",
"session_id": "cdf57c95-480b-48bb-a... | esanchez | bypass | null | null | null | Associated Threat Actor: Sandworm Team | Auth bypass for esanchez via key from 115.159.12.173 Associated Threat Actor: Sandworm Team | null | null | null | null | 115.159.12.173 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | be:50:56:ce:b8:80 |
568413c2-8e86-4a07-8fb7-d4a071aaddaa | 2025-07-03T09:34:40 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SMB traffic from 170.102.144.247:795 to 199.215.70.184:740 No additional info | {
"geo_location": "Dominica",
"device_hash": "bb29f17f9fff463464da9e837ca5461dd1b2b1f93f7dec980ece3054a0884c36",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/2451-01-15 04:43:07 Firefox/10.0",
"session_id": "73dfd0a3-6a02-4fc6-a916-5264e1e9cc90",
"risk_score": 68.69,
"confidence": 0.05
... | null | quarantine | null | null | null | No additional info | Firewall quarantine SMB traffic from 170.102.144.247:795 to 199.215.70.184:740 No additional info | null | null | null | null | 170.102.144.247 | 199.215.70.184 | null | null | null | null | null | null | null | null | 795 | 740 | SMB | 763,611 | 1,850 | null | null |
1f5b68ad-9067-4fd9-98fd-29f62bc88f99 | 2025-06-17T15:35:53 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for cuevascraig via passwordless from 148.227.123.41 No additional info | {
"geo_location": "Benin",
"device_hash": "76a1096dd6a0ea783d9965b0b16694abb05b7bfe",
"user_agent": "Mozilla/5.0 (Android 2.3.7; Mobile; rv:56.0) Gecko/56.0 Firefox/56.0",
"session_id": "0bfb7981-a604-4443-aa18-43f9ba5d97aa",
"risk_score": 71.19,
"confidence": 0.36
} | cuevascraig | failed | null | null | null | No additional info | Auth failed for cuevascraig via passwordless from 148.227.123.41 No additional info | null | null | null | null | 148.227.123.41 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 92:95:ef:f8:c5:19 |
1157d77d-3257-4a85-86de-05b34a438fb4 | 2025-05-11T23:14:43 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change myself by meganknight No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "261cdb7f32273508751c36e4133109ea",
"user_agent": "Opera/8.28.(X11; Linux i686; ln-CD) Presto/2.9.182 Version/11.00",
"session_id": "d46e5c2d-ec3b-41ae-8a4b-6b4a3dcaf285",
"risk_score": 23.48,
"confidence": 0.11
} | meganknight | registry_change | myself | 6,055 | cmd.exe | No additional info | Endpoint registry_change myself by meganknight No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e75af7e-7af6-4a9c-9088-f343c6414277 | 2025-04-17T05:38:38 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Port Scan detected from 213.233.220.190 targeting 26.110.230.144 No additional info noise=647CDAFD | {
"geo_location": "Congo",
"device_hash": "ecfd173ed31d15b7645cd9018578b09b31574b5a4a1e63079cddda1469b60363",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/29.0.890.0 Safari/531.1",
"session_id": "b911de0d-fc55-4f39-9d3d-a9d2633103b4",
"risk_score": 62.13,
"confide... | null | null | null | null | null | No additional info | Suricata Alert: Port Scan detected from 213.233.220.190 targeting 26.110.230.144 No additional info | null | null | null | null | 213.233.220.190 | 26.110.230.144 | Port Scan | SIG-7137 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
4545f9ae-14c9-496b-bc2e-9009f9ec59e0 | 2025-02-03T04:03:41 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow HTTPS traffic from 10.146.245.114:44647 to 34.37.212.187:811 MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Barbados",
"device_hash": "4126573ae837f8e3ad577515c054bdd3e14652b85b4fb0d2c01025cc6b235d86",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/14.0.898.0 Safari/535.0",
"session_id": "3bf2cf67-9703-47b5-b20c-23f630212e34",
"risk_score": 78.13... | null | allow | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | Firewall allow HTTPS traffic from 10.146.245.114:44647 to 34.37.212.187:811 MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | null | null | null | null | 10.146.245.114 | 34.37.212.187 | null | null | null | null | null | null | null | null | 44,647 | 811 | HTTPS | 461,867 | 2,626 | null | null |
7701cf3d-4310-46d3-81a5-beba036decb3 | 2025-06-29T11:15:17 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 28.45.169.154:1994 to 60.45.211.205:35672 No additional info | {
"geo_location": "Turkey",
"device_hash": "0c306e2801062d9345c27fdb7627545236e0e4e5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/51.0.846.0 Mobile/69F518 Safari/534.1",
"session_id": "f48647e7-5e1e-4187-8e4e-078d9ff3fb99",
"risk_score": 21.8... | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 28.45.169.154:1994 to 60.45.211.205:35672 No additional info | null | null | null | null | 28.45.169.154 | 60.45.211.205 | null | null | null | null | null | null | null | null | 1,994 | 35,672 | SSH | 477,438 | 3,174 | null | null |
55b789e3-39eb-4eaf-a813-fdc546fb6b37 | 2025-02-13T02:15:31 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for jenniferkey via passwordless from 197.179.6.84 MITRE Technique: T1053.005 | {
"geo_location": "Jamaica",
"device_hash": "6a0d0d95938bcffa25ab00cf5b2f7854bd60abbe",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; wae-CH; rv:1.9.1.20) Gecko/6192-11-10 10:25:28 Firefox/3.8",
"session_id": "e186126a-e8bd-441e-8ed5-3334dc35b238",
"risk_score": 66.74,
"confidence": 0.28
} | jenniferkey | failed | null | null | null | MITRE Technique: T1053.005 | Auth failed for jenniferkey via passwordless from 197.179.6.84 MITRE Technique: T1053.005 | null | null | null | null | 197.179.6.84 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | e8:59:b4:e0:0b:ef |
97ec33e7-e79b-4edf-97db-4498782bbc81 | 2025-05-15T14:49:57 | ai | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by zstevenson Associated Threat Actor: Equation Group | {
"geo_location": "Tuvalu",
"device_hash": "76cbb7d43ae93fd5f503d570633db1b2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.1)",
"session_id": "b8fed237-a91b-4d69-969e-93a083b9e058",
"risk_score": 33.48,
"confidence": 0.09
} | zstevenson | adversarial_input | null | null | null | Associated Threat Actor: Equation Group | AI system adversarial_input by zstevenson Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | model-53dac6a4 | 2fa2bc4dcf2ef2fb8100688992a19a2f0591d974 | bcc5008b823360070080dcb5c924ca9c | null | null | null | null | null | null | null |
cd964f70-7604-4185-8811-5a22be91675d | 2025-05-13T17:36:22 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: XSS detected from 179.80.246.226 targeting 149.102.127.63 No additional info noise=explore/wp-content | {
"geo_location": "Singapore",
"device_hash": "b2e86c9d7ae7147f0adb2a002dfde5c51f8f354e",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; szl-PL; rv:1.9.1.20) Gecko/2786-06-09 05:03:57 Firefox/3.6.1",
"session_id": "f9e17180-f40f-4bac-8ab2-bdfac20004b2",
"risk_score": 38.13,
"confidence": 0.86
} | null | null | null | null | null | No additional info | Vectra AI Alert: XSS detected from 179.80.246.226 targeting 149.102.127.63 No additional info | null | null | null | null | 179.80.246.226 | 149.102.127.63 | XSS | SIG-7529 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
864d1495-d0f0-4afe-9727-cc4ee790eb18 | 2025-03-13T04:16:32 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system membership_inference by mgriffin MITRE Technique: T1110.003 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "86cf0c1dfcff5fab67322f6585370f0ceaa01cdd",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; iw-IL; rv:1.9.0.20) Gecko/6198-11-26 00:06:12 Firefox/3.8",
"session_id": "d2cfc056-267c-4e63-8294-6556208f50f4",
"risk_score": 30.59,
"confidence": 0.46
} | mgriffin | membership_inference | null | null | null | MITRE Technique: T1110.003 | AI system membership_inference by mgriffin MITRE Technique: T1110.003 | {
"baseline_deviation": 0.73,
"entropy": 5.75,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-8c1a7d8b | 91c63286282c3ce61b0b0c4797097fab | 3aca69903cc34e73f517cac0f5b0270e78483e185871a602004b60b705fdea4a | null | null | null | null | null | null | null |
95c2dfcd-0ada-4c86-8828-5dd0e28380cf | 2025-03-13T06:13:57 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start story by austin31 MITRE Technique: T1486 | {
"geo_location": "Cambodia",
"device_hash": "954eb6306170bdf4ce98a4d1090ec4f8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/10.5o0293.0 Mobile/89Y546 Safari/534.0",
"session_id": "37262518-b99c-49bc-8cd6-be975d57e71a",
"risk_score": 52.04,
... | austin31 | process_start | story | 5,678 | explorer.exe | MITRE Technique: T1486 | Endpoint process_start story by austin31 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cd6a95ae-4d53-40fb-9b08-644676c50924 | 2025-03-29T20:35:42 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: Port Scan detected from 7.168.172.33 targeting 10.190.241.100 MITRE Technique: T1078.004 | {
"geo_location": "Niue",
"device_hash": "1ec4c9bb8ff69979c4d0607e5c75a1d5",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/52.0.877.0 Safari/532.2",
"session_id": "0c5256c9-9f5f-4323-9e68-7e997f309e3b",
"risk_score": 37.87,
"confidence": 0.05
} | null | null | null | null | null | MITRE Technique: T1078.004 | Vectra AI Alert: Port Scan detected from 7.168.172.33 targeting 10.190.241.100 MITRE Technique: T1078.004 | null | null | null | null | 7.168.172.33 | 10.190.241.100 | Port Scan | SIG-7628 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
848e323c-3593-4d61-9ced-513dd8a6c266 | 2025-03-10T20:56:43 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for oshelton via biometric from 157.252.187.34 MITRE Technique: T1574.002 | {
"geo_location": "Mexico",
"device_hash": "5c6a0c0be1731c825e26e35a56893382",
"user_agent": "Opera/8.76.(X11; Linux x86_64; ms-MY) Presto/2.9.174 Version/12.00",
"session_id": "3220f337-32d1-4e03-ac1f-4f615e6f2382",
"risk_score": 52.08,
"confidence": 0.12
} | oshelton | timeout | null | null | null | MITRE Technique: T1574.002 | Auth timeout for oshelton via biometric from 157.252.187.34 MITRE Technique: T1574.002 | null | null | null | null | 157.252.187.34 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 75:85:f1:8f:58:c5 |
fec4ce9f-cd33-454d-94ac-f0bbd88b98cf | 2025-02-03T11:33:43 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Sensor battery_drain MITRE Technique: T1134.001 | {
"geo_location": "Kazakhstan",
"device_hash": "0878bac01561bbf121636fd82af416181fd8bd83cfeeb1884c50c25d3368039b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/54.0.840.0 Safari/533.0",
"session_id": "d5e93b25-870d-4888-878e-384abed1d12d",
"risk_score": 34.76,
... | null | battery_drain | null | null | null | MITRE Technique: T1134.001 | IoT device Sensor battery_drain MITRE Technique: T1134.001 | null | Sensor | iot-2186264c | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
337d00c7-b27b-4f1d-b6c8-fb7425d4668a | 2025-03-22T23:28:19 | ai | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by elliottlisa MITRE Technique: T1134.001 | {
"geo_location": "Djibouti",
"device_hash": "8737cf686882c8751ffdd227b65dbfdfaa57b9e210c754d69ad19b277f56c70b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.1)",
"session_id": "f045df8d-f9c9-4924-bab1-1557d50134df",
"risk_score": 78.62,
"confidence": 0.18
} | elliottlisa | api_abuse | null | null | null | MITRE Technique: T1134.001 | AI system api_abuse by elliottlisa MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-28b5fd62 | 2381e9f4c86031e476b8ce8926d9819f6053187436d69b186ff5651770fc3cc6 | f1258751a8059f11597e482b2da1c912 | null | null | null | null | null | null | null |
ffed4f53-4043-4a5f-b955-d86e3c2b959a | 2025-04-12T00:45:54 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network covert_channel from 10.176.199.72 to 10.125.237.178 Associated Threat Actor: APT41 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "a933730c013dcfe53d9f5fba0c03c0c6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_5; rv:1.9.5.20) Gecko/7620-05-17 05:47:42 Firefox/3.8",
"session_id": "1792b2d1-184a-4ac3-9246-f933d5cd9a3e",
"risk_score": 77.3,
... | null | covert_channel | null | null | null | Associated Threat Actor: APT41 | Network covert_channel from 10.176.199.72 to 10.125.237.178 Associated Threat Actor: APT41 | {
"baseline_deviation": 1.73,
"entropy": 4.63,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.176.199.72 | 10.125.237.178 | null | null | null | null | null | null | null | null | null | null | HTTPS | 948,764 | null | null | null |
82560ec6-5e6c-4e11-804b-3c3bf1a4229d | 2025-03-17T04:44:48 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by kennethorozco No additional info | {
"geo_location": "Tuvalu",
"device_hash": "f9f15bf12c72b4fec9f1fa43ba815ce1484b34fd",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_0; rv:1.9.3.20) Gecko/9678-07-23 23:21:55 Firefox/3.8",
"session_id": "686c6b42-2fcd-400a-9983-2dcd1db44f01",
"risk_score": 62.44,
"confidence": 0.77
} | kennethorozco | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by kennethorozco No additional info | null | null | null | null | null | null | null | null | null | AWS | res-a2fdb4e9 | null | null | null | null | null | null | null | null | null | null |
12a9acf3-af12-46a9-a726-90c8b4638d4d | 2025-01-20T17:35:21 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1053.005 | Associated Threat Actor: TA505 | {
"geo_location": "Russia",
"device_hash": "eac938b32a6dae331b156bf492901fa75a983ae16c2715722fc87ee88cfda93b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.0)",
"session_id": "26930b4b-bc22-4a1d-bb3f-a7480dc101e8",
"risk_score": 2.41,
"confidence": 0.09
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: TA505 | IoT device HVAC sensor_spoofing MITRE Technique: T1053.005 | Associated Threat Actor: TA505 | {
"baseline_deviation": 2.48,
"entropy": 4.8,
"frequency_anomaly": false,
"sequence_anomaly": false
} | HVAC | iot-a31feb47 | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
258ef862-e5e5-4141-b444-77e24bdffa5c | 2023-03-08T08:17:31 | 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 cruzcharles No additional info | {
"geo_location": "Dominica",
"device_hash": "fbfb31c1836a6ede6eb36088b1fe4dfc698c9335",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/52.0.873.0 Mobile/33L941 Safari/533.2",
"session_id": "245e3a1f-9427-4fd2-baee-79d93c20fde6",
"risk_score":... | cruzcharles | membership_inference | null | null | null | No additional info | AI system membership_inference by cruzcharles No additional info | null | null | null | null | null | null | null | null | null | null | null | model-656936b1 | c2cb68ed34fb77ebdbeeee85e2c965d2a6b2393d1931ab19f3c2b2ae539f7768 | 70e804b7e68cc420c8783a42d84db34f232d61cd9a9e0c7b8b099533fd1b064c | null | null | null | null | null | null | null |
0c6ed47c-a126-4cc2-b484-1ee32c657ad5 | 2025-07-06T00:50:17 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth failed for smoore via MFA from 35.71.200.135 MITRE Technique: T1053.005 noise=166EE12E | {
"geo_location": "Chad",
"device_hash": "8b1d6de9854a4da4fab38aa80e69cf396ca8643800e07a6e5be22dabb1736f33",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/41.0.861.0 Safari/533.1",
"session_id": "ed45a7c7-41aa-458e-b585-088611788d4c",
"risk_score": 80.12,
"confi... | smoore | failed | null | null | null | MITRE Technique: T1053.005 | Auth failed for smoore via MFA from 35.71.200.135 MITRE Technique: T1053.005 | null | null | null | null | 35.71.200.135 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | aa:b1:d7:93:2b:f4 |
536189b3-5e53-4a8a-8685-0f568e39a5af | 2025-01-30T22:56:29 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /law/democratic.csv by waguilar No additional info noise=final|less|senior | {
"geo_location": "Mexico",
"device_hash": "4b446dce377fcb2f80309641268e1320cd4f214d",
"user_agent": "Opera/9.18.(X11; Linux i686; ur-PK) Presto/2.9.169 Version/12.00",
"session_id": "6444a1e2-0bdc-40d6-bade-ab41d9e892ea",
"risk_score": 28.62,
"confidence": 0.6
} | waguilar | scheduled_task | /law/democratic.csv | 5,931 | explorer.exe | No additional info | Endpoint scheduled_task /law/democratic.csv by waguilar No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7517f1e-887f-4f98-8f84-8a410064a8c0 | 2025-05-23T06:26:25 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by david35 MITRE Technique: T1486 noise=Q291cnNlLg== | {
"geo_location": "Palestinian Territory",
"device_hash": "83aff77e735267dea360d5441e1d5885",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "932b3c15-1772-464d-b2ea-73218b33bc4a",
"risk_score": 55.1,
"confidence": 0.92
} | david35 | fine_tuning | null | null | null | MITRE Technique: T1486 | AI system fine_tuning by david35 MITRE Technique: T1486 | {
"baseline_deviation": 1.94,
"entropy": 4.29,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-70252212 | f0f093e207b4d12de9b363ecc926aba45b6f7b48 | 899315c9e16027ed9aaf4063a9c63dd2 | null | null | null | null | null | null | null |
adce9b4b-486f-4d42-9281-ca23a4b4974b | 2025-04-24T01:02:17 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity MITRE Technique: T1059.005 | {
"geo_location": "Korea",
"device_hash": "12124fc4bd6b65187e519e5e635c04b0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; kw-GB) AppleWebKit/532.43.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.43.3",
"session_id": "971a6181-3d67-4bc4-9860-9dc6ff45cfcb",
"risk_score": ... | null | unusual_activity | null | null | null | MITRE Technique: T1059.005 | IoT device Thermostat unusual_activity MITRE Technique: T1059.005 | null | Thermostat | iot-913ad425 | 2.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
63869f61-5002-486d-ab03-02bf94c66c78 | 2025-07-10T08:24:14 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in OCI by kpeters MITRE Technique: T1574.002 | {
"geo_location": "Indonesia",
"device_hash": "2a45e651f6b80de52c481ab12230f207",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "a8d48c02-c2f9-4573-bb68-96292440d53b",
"risk_score": 50.51,
"confidence": 0.05
} | kpeters | config_change | null | null | null | MITRE Technique: T1574.002 | Cloud config_change in OCI by kpeters MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | OCI | res-b2559f89 | null | null | null | null | null | null | null | null | null | null |
509da58d-4dd1-42cc-9978-9867bdb05765 | 2025-06-09T08:46:50 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: MFA Bypass detected from 73.225.224.143 targeting 205.137.249.143 MITRE Technique: T1134.001 noise=hot|onto|mouth | {
"geo_location": "Jersey",
"device_hash": "51dee4e4421c7e44f387782549cb4c3a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.0)",
"session_id": "8a9cae9e-f12a-42ac-9570-10237c6f4da5",
"risk_score": 50.09,
"confidence": 0.57
} | null | null | null | null | null | MITRE Technique: T1134.001 | Zeek Alert: MFA Bypass detected from 73.225.224.143 targeting 205.137.249.143 MITRE Technique: T1134.001 | null | null | null | null | 73.225.224.143 | 205.137.249.143 | MFA Bypass | SIG-5579 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
7d917146-8a1f-4a61-9551-286a133c7f22 | 2025-06-27T23:03:37 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "397ade45d3f0b21a1beff01b63a4a371",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/44.0.816.0 Safari/534.0",
"session_id": "ef5179e7-77b2-404f-9083-9fb4954c396a",
"risk_score": 51.72,
"confidence": 0.9... | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-c91abcf1 | 7.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0890da2b-fd2e-4792-9868-1de7d1e84d24 | 2025-05-04T01:51:16 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall drop TCP traffic from 139.241.155.193:10860 to 183.79.114.49:868 No additional info | {
"geo_location": "Yemen",
"device_hash": "a83e6f6086340f4ddb5110f19b99d19615abaa9d9d88d4ee2f49eb8573b38925",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_6 rv:3.0; br-FR) AppleWebKit/535.18.3 (KHTML, like Gecko) Version/4.1 Safari/535.18.3",
"session_id": "8566535c-4c36-4367-bc00-32e7baebc0f4",
... | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 139.241.155.193:10860 to 183.79.114.49:868 No additional info | null | null | null | null | 139.241.155.193 | 183.79.114.49 | null | null | null | null | null | null | null | null | 10,860 | 868 | TCP | 198,620 | 699 | null | null |
8ad8917c-9495-427f-a65b-0f14612c7297 | 2025-07-04T02:14:34 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for charleshernandez via SAML from 192.158.246.250 No additional info | {
"geo_location": "Ecuador",
"device_hash": "d11589c061d5cdcce1bee343d9f1d89ecebebe60",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; yi-US) AppleWebKit/535.7.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6535.7.5",
"session_id": "2ea1a4e1-cd3d-4bd0-9ada-d2a6a6676542",
"risk_... | charleshernandez | challenge | null | null | null | No additional info | Auth challenge for charleshernandez via SAML from 192.158.246.250 No additional info | null | null | null | null | 192.158.246.250 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 16:bd:85:45:32:92 |
7432f44e-0c5d-4b4e-a42f-3eabc4fd6164 | 2025-02-11T23:58:22 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 133.142.177.144 to 146.229.206.82 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "4a3bbbcffa064a0130e3039bb1c5071b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/54.0.852.0 Safari/533.2",
"session_id": "28263f17-c160-4634-aa9e-0d18bfc4186d",
"risk_score": 96.2,
"confidence": 0.96
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 133.142.177.144 to 146.229.206.82 No additional info | null | null | null | null | 133.142.177.144 | 146.229.206.82 | null | null | null | null | null | null | null | null | null | null | HTTPS | 803,091 | null | null | null |
935a0b43-013e-4392-94a1-eecdc14a6e9b | 2025-03-19T07:12:54 | firewall | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 50.141.7.61:957 to 221.236.20.133:586 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "245c4aedfcb8733eb385f5cc467883f7c763912a1b54598e5bc0500a454898e4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "0a682b0a-7a8a-42ba-80b7-19e23f5d7ea8",
"risk_score": 23.31,
"co... | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 50.141.7.61:957 to 221.236.20.133:586 No additional info | null | null | null | null | 50.141.7.61 | 221.236.20.133 | null | null | null | null | null | null | null | null | 957 | 586 | SSH | 98,982 | 233 | null | null |
9976b553-1f25-4126-a560-8926c8300d8f | 2025-05-11T02:10:42 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Port Scan detected from 103.161.22.66 targeting 10.190.71.236 MITRE Technique: T1110.003 | {
"geo_location": "Gibraltar",
"device_hash": "9bd42efde7add9ae6d6d0f504665bb2431ebf52597414f04be43d8e1a7601d78",
"user_agent": "Opera/9.26.(X11; Linux x86_64; sr-ME) Presto/2.9.164 Version/10.00",
"session_id": "5d003ce7-9152-4a89-9a6c-c4a9f19c4ce7",
"risk_score": 76.01,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1110.003 | Suricata Alert: Port Scan detected from 103.161.22.66 targeting 10.190.71.236 MITRE Technique: T1110.003 | null | null | null | null | 103.161.22.66 | 10.190.71.236 | Port Scan | SIG-7179 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
16389639-2cd5-4597-a32b-854dd60e4725 | 2022-11-11T06:34:45 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only TCP traffic from 10.199.213.6:52653 to 134.111.163.126:328 No additional info | {
"geo_location": "Romania",
"device_hash": "993aff6fd38b3ec4a5b1db47dd593316784078f72db7aadea6e010c7e7885576",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/21.0.849.0 Safari/531.0",
"session_id": "ae03b641-62b1-4e95-94eb-78cd455c6822",
"risk_score": 82.77,
"co... | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 10.199.213.6:52653 to 134.111.163.126:328 No additional info | null | null | null | null | 10.199.213.6 | 134.111.163.126 | null | null | null | null | null | null | null | null | 52,653 | 328 | TCP | 709,525 | 1,009 | null | null |
e727cb83-3dbb-48be-a833-9407a86568d3 | 2025-03-11T07:12:23 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor unusual_activity MITRE Technique: T1486 | Associated Threat Actor: Conti | {
"geo_location": "Iran",
"device_hash": "15859452e36e2696561ed401767a393c",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:15.0) Gecko/15.0 Firefox/15.0",
"session_id": "858d38f5-f28f-47ba-aa14-772aaf938ff3",
"risk_score": 53.59,
"confidence": 0.89
} | null | unusual_activity | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: Conti | IoT device Sensor unusual_activity MITRE Technique: T1486 | Associated Threat Actor: Conti | null | Sensor | iot-720898c8 | 9.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
53751252-f4a6-45eb-8859-59275136cadc | 2025-07-05T23:35:51 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: MFA Bypass detected from 177.27.217.144 targeting N/A MITRE Technique: T1110.003 | {
"geo_location": "Iran",
"device_hash": "0cd38bab33ecfba040f365a31cf6d46cc8b70915",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/40.0.866.0 Safari/536.2",
"session_id": "2fbf1a2d-d2c7-4795-bfbd-c48af8197402",
"risk_score": 38.38,
"confidence": 0.89
} | null | null | null | null | null | MITRE Technique: T1110.003 | Palo Alto Cortex Alert: MFA Bypass detected from 177.27.217.144 targeting N/A MITRE Technique: T1110.003 | null | null | null | null | 177.27.217.144 | N/A | MFA Bypass | SIG-7921 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
5bab1980-b1ec-4acb-ac05-a80bb7eb8e23 | 2025-07-09T00:29:30 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by crystal67 MITRE Technique: T1574.002 | {
"geo_location": "Bhutan",
"device_hash": "89ac595ef339baed0ce02253c352e2613e66ca1a",
"user_agent": "Opera/9.49.(Windows NT 5.1; nl-BE) Presto/2.9.163 Version/10.00",
"session_id": "ec79bb44-341c-4f99-9635-291106866c3f",
"risk_score": 77.08,
"confidence": 0.48
} | crystal67 | fine_tuning | null | null | null | MITRE Technique: T1574.002 | AI system fine_tuning by crystal67 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-39a3189f | 1079ee0a2802569e95fe5611289526d5 | bb5841f27a7ae3bff577408af7f04f83d8b63a2a | null | null | null | null | null | null | null |
07579e80-24c7-4dab-949a-f8a1411c6a70 | 2025-05-16T23:19:59 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 145.5.109.21 to 173.252.224.146 No additional info | {
"geo_location": "Hungary",
"device_hash": "caa5670377155932a302d2476d99ec67f19f870a563d2311c87071d7cc650ea9",
"user_agent": "Opera/8.35.(Windows NT 11.0; oc-FR) Presto/2.9.173 Version/12.00",
"session_id": "2a2bf313-419c-42ca-a868-e4faab0923ce",
"risk_score": 68.68,
"confidence": 0.71
} | null | disconnection | null | null | null | No additional info | Network disconnection from 145.5.109.21 to 173.252.224.146 No additional info | null | null | null | null | 145.5.109.21 | 173.252.224.146 | null | null | null | null | null | null | null | null | null | null | UDP | 695,062 | null | null | null |
832467d0-9aa8-46d2-9c44-7682a3d11302 | 2025-03-29T16:56:40 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "0216c5f294a0bac5d60ca26213787220b50c4383",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/33.0.865.0 Safari/535.2",
"session_id": "f196af66-9787-46a3-b14d-18f256afe1d1",
"risk_score": 28.38,
"confidence": 0.7
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-37ebb87f | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49e85e73-e939-47ac-96f6-244dde67af1f | 2025-03-30T10:06:05 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in AWS by qhernandez MITRE Technique: T1574.002 | {
"geo_location": "North Macedonia",
"device_hash": "cffac8a1b6f558ff06727ac3437fa6f2bc3a424c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.1)",
"session_id": "1863c65f-bba4-4320-83e7-9226b6a10600",
"risk_score": 71.04,
"confidence": 0.9
} | qhernandez | container_escape | null | null | null | MITRE Technique: T1574.002 | Cloud container_escape in AWS by qhernandez MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | AWS | res-0037d733 | null | null | null | null | null | null | null | null | null | null |
bdc7fd5a-1075-4f69-862d-f84c7562feea | 2025-02-11T01:17:45 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: XSS detected from 10.64.232.225 targeting 136.96.134.187 No additional info | {
"geo_location": "Pakistan",
"device_hash": "11bf34b904c53fedd6fa453baa0b54ed4bf1ee1f04d3024dda6506c35e6dd68e",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/54.0.851.0 Safari/532.1",
"session_id": "7f10f13b-5d75-481c-a9a4-1579c5133520",
"risk_score": 31.1,
"c... | null | null | null | null | null | No additional info | Tanium Alert: XSS detected from 10.64.232.225 targeting 136.96.134.187 No additional info | null | null | null | null | 10.64.232.225 | 136.96.134.187 | XSS | SIG-1016 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
53d9077c-4bc5-4a53-8c5b-807076852507 | 2025-03-01T15:27:38 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for karenwilkinson via MFA from 86.4.3.125 MITRE Technique: T1566.001 | {
"geo_location": "Belize",
"device_hash": "f9e0e441ab015be1900d0699293c16f584bc9699",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_3 rv:6.0; lv-LV) AppleWebKit/535.17.1 (KHTML, like Gecko) Version/4.0.3 Safari/535.17.1",
"session_id": "394cf8fa-2773-402a-b237-12841349e3be",
"risk_score": 32.27... | karenwilkinson | failed | null | null | null | MITRE Technique: T1566.001 | Auth failed for karenwilkinson via MFA from 86.4.3.125 MITRE Technique: T1566.001 | null | null | null | null | 86.4.3.125 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 05:61:66:54:0c:b0 |
f9249433-083d-4c4d-a433-dc693ea016ea | 2025-05-10T04:30:20 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: XSS detected from 126.10.247.3 targeting N/A MITRE Technique: T1547.001 noise=U2V0IG5vci4= | {
"geo_location": "New Zealand",
"device_hash": "a7316fb26702bdb386b74ce5212e610ebae919e4",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/29.0.862.0 Safari/535.1",
"session_id": "a50d15ea-7319-4876-a446-480787e1130c",
"risk_score": 73.99,
"confidence": 0.83
} | null | null | null | null | null | MITRE Technique: T1547.001 | Suricata Alert: XSS detected from 126.10.247.3 targeting N/A MITRE Technique: T1547.001 | null | null | null | null | 126.10.247.3 | N/A | XSS | SIG-9362 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
3fa1d0dd-ecf9-4a1a-931c-a875cf3c36d4 | 2025-04-30T13:05:16 | endpoint | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /anything/president.pages by krobinson Living-off-the-land technique detected | {
"geo_location": "Luxembourg",
"device_hash": "9a650cb5620649812fb0462fd601d69fb0be5016e9530a7f11a206e93b92b22c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.9.7 (KHTML, like Gecko) Version/4.0.2 Safari/534.9.7",
"session_id": "7c8e67ff-d023-4d4f-9374-2a92d13da25c",
"risk... | krobinson | service_install | /anything/president.pages | 4,134 | cmd.exe | Living-off-the-land technique detected | Endpoint service_install /anything/president.pages by krobinson Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f53bbe8-fb14-4414-a883-506bd699b222 | 2025-01-25T06:10:36 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel MITRE Technique: T1053.005 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "a0a8bf47d1013897693d6acd0460175f86b53584",
"user_agent": "Opera/8.48.(Windows NT 10.0; ast-ES) Presto/2.9.181 Version/12.00",
"session_id": "3322ef51-5ab8-49eb-a1a2-ea867f455612",
"risk_score": 37.72,
"confidence": 0.63
} | null | side_channel | null | null | null | MITRE Technique: T1053.005 | IoT device Camera side_channel MITRE Technique: T1053.005 | {
"baseline_deviation": 2.94,
"entropy": 4.87,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Camera | iot-fc11e328 | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d293c1d5-2f54-4a34-975c-2eed7bf47291 | 2025-05-11T18:55:58 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start crime by browntony No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "d95d8a72487fae37591eeae8ad5e48bf05e5679f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_0; rv:1.9.3.20) Gecko/7385-08-13 13:45:58 Firefox/3.8",
"session_id": "6ff30e95-d5c9-488d-8ff7-bbd301558831",
"risk_score":... | browntony | process_start | crime | 8,877 | svchost.exe | No additional info | Endpoint process_start crime by browntony No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
790edcaf-35c1-4855-9666-cbeb72eaee6a | 2025-05-11T09:11:50 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only ICMP traffic from 56.152.9.86:629 to 132.185.23.112:601 MITRE Technique: T1059.005 noise=084E1669 | {
"geo_location": "United States Virgin Islands",
"device_hash": "faae22867f1d7a2940c567fa36e571f2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9848-12-03 16:48:54 Firefox/3.8",
"session_id": "60b15773-ba2c-4530-8c6c-b74044aebd23",
"risk_score": 71.41,
"confidence": 0.25
} | null | log-only | null | null | null | MITRE Technique: T1059.005 | Firewall log-only ICMP traffic from 56.152.9.86:629 to 132.185.23.112:601 MITRE Technique: T1059.005 | null | null | null | null | 56.152.9.86 | 132.185.23.112 | null | null | null | null | null | null | null | null | 629 | 601 | ICMP | 886,480 | 487 | null | null |
8aa98b0b-c8f4-4e9a-8670-e31c4c973669 | 2025-07-09T01:48:40 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network beaconing from 95.114.204.139 to 60.107.211.137 No additional info | {
"geo_location": "Liberia",
"device_hash": "4b783303e503ffc731d2760100c9e581",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.37.2 (KHTML, like Gecko) Version/5.0 Safari/534.37.2",
"session_id": "3300c68a-99f4-4e4d-a828-c5e3157b5360",
"risk_score": 29.11,
"confidence": 0.86
} | null | beaconing | null | null | null | No additional info | Network beaconing from 95.114.204.139 to 60.107.211.137 No additional info | null | null | null | null | 95.114.204.139 | 60.107.211.137 | null | null | null | null | null | null | null | null | null | null | TCP | 458,528 | null | null | null |
bc57ab81-5dde-42c6-9b99-4339fa075489 | 2025-04-24T23:54:10 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 107.109.196.174 to 154.120.47.224 MITRE Technique: T1486 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Guyana",
"device_hash": "41011f0029f38cc2ebc3cc06a53e2f9d9371eba53fab9f0710d7657fd5e91608",
"user_agent": "Opera/9.21.(Windows 95; ko-KR) Presto/2.9.190 Version/12.00",
"session_id": "9950ceeb-be17-429c-824a-c2bcaee39797",
"risk_score": 56.67,
"confidence": 0.39
} | null | latency_spike | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: Scattered Spider | Network latency_spike from 107.109.196.174 to 154.120.47.224 MITRE Technique: T1486 | Associated Threat Actor: Scattered Spider | null | null | null | null | 107.109.196.174 | 154.120.47.224 | null | null | null | null | null | null | null | null | null | null | HTTP | 777,483 | null | null | null |
9aba4311-7420-4519-8bf2-fc7730bdd66f | 2025-06-08T14:35:05 | firewall | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|low| desc=Firewall allow SSH traffic from 204.169.153.181:17888 to 42.222.201.145:669 No additional info noise=list | {
"geo_location": "Russian Federation",
"device_hash": "04a3aa610163f694496e55bbe875ec2f7b4b749ee4eb557e622dae55d8221b6d",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/31.0.831.0 Safari/534.0",
"session_id": "49a98cf2-d98e-4ab9-968d-0ac90cfa9d9a",
"risk_score"... | null | allow | null | null | null | No additional info | Firewall allow SSH traffic from 204.169.153.181:17888 to 42.222.201.145:669 No additional info | null | null | null | null | 204.169.153.181 | 42.222.201.145 | null | null | null | null | null | null | null | null | 17,888 | 669 | SSH | 155,454 | 1,491 | null | null |
2cb9b417-9eec-43a3-87b0-ec5985e0dd98 | 2025-04-23T21:07:31 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task strong by hallmelissa Associated Threat Actor: Leafminer | {
"geo_location": "Malawi",
"device_hash": "b9c9dc5417a2567592475132163a55e7c20acc5b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_2 rv:5.0; fr-LU) AppleWebKit/533.10.4 (KHTML, like Gecko) Version/4.0.4 Safari/533.10.4",
"session_id": "90bb76d8-7db5-4e42-a2f4-349a057406b0",
"risk_score": 80.89... | hallmelissa | scheduled_task | strong | 4,397 | cmd.exe | Associated Threat Actor: Leafminer | Endpoint scheduled_task strong by hallmelissa 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 |
6b220efc-fb82-435e-b209-78ac14e8fda5 | 2023-06-23T03:39:52 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Azure by ymccormick No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "51d4867b319c5dbf00fcf8c56bfff15e39ef7c9f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.0)",
"session_id": "35a19615-f03b-48c1-8f79-7a5c62512aa9",
"risk_score": 59.47,
"confidence": 0.55
} | ymccormick | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by ymccormick No additional info | null | null | null | null | null | null | null | null | null | Azure | res-873a260b | null | null | null | null | null | null | null | null | null | null |
016a3645-e9e5-4abb-b25d-c4bcd5ec50c8 | 2025-04-22T06:14:07 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor protocol_violation MITRE Technique: T1190 | {
"geo_location": "Timor-Leste",
"device_hash": "ef5ac9249a309be87a956cce0acf656ee2520f04013f118f15c01a08280c683f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.1)",
"session_id": "2ca52ebb-1f0d-4f66-a1dd-6943be2ebfb4",
"risk_score": 32.4,
"confidence": 0.66
} | null | protocol_violation | null | null | null | MITRE Technique: T1190 | IoT device Sensor protocol_violation MITRE Technique: T1190 | null | Sensor | iot-8a975157 | 8.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d903e144-7db8-47ec-945c-65b11cabc53b | 2025-07-04T09:15:23 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SSH traffic from 128.213.231.20:253 to 128.237.191.126:143 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "a73c65b158923a4764de3d1129c094b9e2d614cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.1)",
"session_id": "aabbfeb6-56ce-4983-8572-76d4c996cccd",
"risk_score": 34.7,
"confidence": 0.97
} | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 128.213.231.20:253 to 128.237.191.126:143 No additional info | null | null | null | null | 128.213.231.20 | 128.237.191.126 | null | null | null | null | null | null | null | null | 253 | 143 | SSH | 857,871 | 1,263 | null | null |
3927652a-08ed-4b7e-b396-65a8c15fc46b | 2025-05-29T21:59:39 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: Port Scan detected from 49.140.185.26 targeting 91.12.23.108 No additional info noise=U3RyYXRlZ3ku | {
"geo_location": "Vietnam",
"device_hash": "3db94174146f41f3d8e457f330ac4496dcb4938de117dbc3c30242c22211a6fe",
"user_agent": "Opera/9.42.(X11; Linux i686; tig-ER) Presto/2.9.188 Version/11.00",
"session_id": "799fe671-18ff-4354-8850-b7b0674cf0f3",
"risk_score": 60.68,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Darktrace Alert: Port Scan detected from 49.140.185.26 targeting 91.12.23.108 No additional info | null | null | null | null | 49.140.185.26 | 91.12.23.108 | Port Scan | SIG-1586 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
9e784ce5-e990-4f98-bab6-fd4b79424f16 | 2025-05-31T08:49:10 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network latency_spike from 131.154.139.147 to 39.56.203.142 No additional info | {
"geo_location": "Sudan",
"device_hash": "32b818990ace5e65eed5a67be19565fd2a3ee94a857d15dc4ed0ef27bd9662fb",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2714-10-03 22:23:18 Firefox/3.6.13",
"session_id": "38949460-c0f4-4754-97c6-6c403d960225",
"risk_score": 21.04,
"confidence": 0.58
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 131.154.139.147 to 39.56.203.142 No additional info | {
"baseline_deviation": 0.94,
"entropy": 6.44,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 131.154.139.147 | 39.56.203.142 | null | null | null | null | null | null | null | null | null | null | HTTPS | 171,950 | null | null | null |
416a6505-8f06-4226-986c-43807625deaa | 2025-02-14T04:46:49 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall drop UDP traffic from 168.112.32.80:383 to 66.251.118.219:740 MITRE Technique: T1566.001 | {
"geo_location": "Malta",
"device_hash": "fa0227a3b1c68c8fa3698346b1fbd19c",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:15.0) Gecko/15.0 Firefox/15.0",
"session_id": "a5b0e9a3-804e-470f-8100-e661eb0e29ab",
"risk_score": 63.91,
"confidence": 0.74
} | null | drop | null | null | null | MITRE Technique: T1566.001 | Firewall drop UDP traffic from 168.112.32.80:383 to 66.251.118.219:740 MITRE Technique: T1566.001 | null | null | null | null | 168.112.32.80 | 66.251.118.219 | null | null | null | null | null | null | null | null | 383 | 740 | UDP | 703,098 | 324 | null | null |
7d84bfcf-d7c7-4266-af3a-79483a2c636e | 2025-04-20T12:07:34 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by jamieprice No additional info | {
"geo_location": "Cook Islands",
"device_hash": "df9435d6be6c991be713151c26b766a9202499ba",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; bn-BD) AppleWebKit/533.26.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.26.3",
"session_id": "e92cbe42-8f0c-4c26-8075-18985894b871",
... | jamieprice | model_access | null | null | null | No additional info | AI system model_access by jamieprice No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d1335443 | 625c9b942a6037c160fcf52bb9bc8a07 | f4c64b8bddcbf4f0f3ac4b3ca5489b34e110497e685b4f68c40980b179b6ebc7 | null | null | null | null | null | null | null |
bf61cc12-285f-437e-adde-8df63134e1eb | 2025-01-29T20:41:51 | firewall | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTP traffic from 149.151.90.249:179 to 54.90.218.63:736 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Nauru",
"device_hash": "6571423c84f66d6ead95e5704a2cdb4624f902cfd19f8fe8df23f3669c637e07",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.1)",
"session_id": "49f4ecff-d939-43ae-9169-c348b82cc190",
"risk_score": 26.12,
"confidence": 0.28
} | null | log-only | null | null | null | Unconventional IOC: Unusual DNS TXT records | Firewall log-only HTTP traffic from 149.151.90.249:179 to 54.90.218.63:736 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 149.151.90.249 | 54.90.218.63 | null | null | null | null | null | null | null | null | 179 | 736 | HTTP | 482,019 | 3,062 | null | null |
9b20a2c0-e440-44d7-90fa-5b3f01dd75a2 | 2024-04-18T06:59:21 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by johnnyward No additional info | {
"geo_location": "Saint Helena",
"device_hash": "c3572c285f4f5626429efc8ab351c9d2c9841357",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.0)",
"session_id": "1b438943-94ec-4de1-8d89-788c516010ec",
"risk_score": 14.08,
"confidence": 0.89
} | johnnyward | adversarial_input | null | null | null | No additional info | AI system adversarial_input by johnnyward No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5b827ee9 | 883b1ad001dca5a20866890b54f693dc | 4e5eed10be53e380c4b23e5e3396fb0585cd0c00 | null | null | null | null | null | null | null |
fa72d0fa-27a9-49f2-b316-de71ff39bd29 | 2025-01-21T09:24:16 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network connection from 85.39.185.176 to 136.233.112.27 No additional info | {
"geo_location": "Peru",
"device_hash": "9a92dc81afec5232e9fce0feabc069d7884d6a07",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.30.6 (KHTML, like Gecko) Version/4.0.1 Safari/533.30.6",
"session_id": "d78ddf2d-b4e5-4727-b8c4-c2eec223d9fd",
"risk_score": 35.13,
"confidence": 0.47
... | null | connection | null | null | null | No additional info | Network connection from 85.39.185.176 to 136.233.112.27 No additional info | null | null | null | null | 85.39.185.176 | 136.233.112.27 | null | null | null | null | null | null | null | null | null | null | HTTP | 662,012 | null | null | null |
bd7acb82-02f9-4f7e-8c83-6e123048d90e | 2025-05-15T06:09:23 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec suddenly by autumnreynolds No additional info | {
"geo_location": "Mozambique",
"device_hash": "899e6c4f56f929622ada93694426efbe",
"user_agent": "Opera/9.91.(X11; Linux x86_64; az-AZ) Presto/2.9.181 Version/10.00",
"session_id": "9dc6c2cf-4aa1-44b5-91c8-007b8aad3cdb",
"risk_score": 12.21,
"confidence": 0.1
} | autumnreynolds | wmi_exec | suddenly | 1,546 | svchost.exe | No additional info | Endpoint wmi_exec suddenly by autumnreynolds No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d5150ff4-97f2-4ff4-a5c9-6aae49ba56ec | 2025-06-10T12:58:43 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for ggray via passwordless from 72.222.64.239 Credential stuffing pattern detected | {
"geo_location": "Equatorial Guinea",
"device_hash": "7e8c557ab0b90786d08d7226a42d84086f9ddb65",
"user_agent": "Opera/9.68.(X11; Linux i686; raj-IN) Presto/2.9.183 Version/11.00",
"session_id": "ecf3ae64-b201-4d83-96ab-2e010e24ca4a",
"risk_score": 24.57,
"confidence": 0.64
} | ggray | locked | null | null | null | Credential stuffing pattern detected | Auth locked for ggray via passwordless from 72.222.64.239 Credential stuffing pattern detected | null | null | null | null | 72.222.64.239 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 12:b5:fa:bf:d9:75 |
f162c1e6-781a-4478-897e-7cef6dfa044a | 2025-05-14T18:21:45 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in OCI by dana89 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Jordan",
"device_hash": "9850ce15aa54d0945cb6d39fe46ab162",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/17.0.808.0 Safari/533.2",
"session_id": "285a3b0b-a6db-428a-93a1-36f0efeeea51",
"risk_score": 58.2,
"confidence": 0.33
} | dana89 | shadow_it | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud shadow_it in OCI by dana89 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | OCI | res-419cbbe8 | null | null | null | null | null | null | null | null | null | null |
71debb6c-0c5f-4b23-9822-1a22be498045 | 2025-01-28T07:30:58 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in AWS by davilapaul MITRE Technique: T1071.001 | Unconventional IOC: CPU microcode changes noise=C2C59CC4 | {
"geo_location": "Azerbaijan",
"device_hash": "0145ce1e5dad46b7b17d8df68476ed7d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/22.0.836.0 Mobile/93X154 Safari/533.1",
"session_id": "c9d730b9-f917-4403-bf0f-924822297017",
"risk_score": 48.38,
... | davilapaul | permission_escalation | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: CPU microcode changes | Cloud permission_escalation in AWS by davilapaul MITRE Technique: T1071.001 | Unconventional IOC: CPU microcode changes | {
"baseline_deviation": 0.77,
"entropy": 5.53,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | AWS | res-bd5aee65 | null | null | null | null | null | null | null | null | null | null |
fece6ca0-c986-41e9-91da-f39ac567c096 | 2025-01-29T22:43:18 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for cmiller via password from 16.173.156.61 No additional info noise=D6EFCFCC | {
"geo_location": "Tuvalu",
"device_hash": "d4b7844c654b5701c59ba498682a2bb70f2985f0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.13.2 (KHTML, like Gecko) Version/4.0.5 Safari/535.13.2",
"session_id": "c5762c14-eea9-4099-8e68-679392018899",
"risk_score": 77.99,
"confidence": 0.6... | cmiller | failed | null | null | null | No additional info | Auth failed for cmiller via password from 16.173.156.61 No additional info | null | null | null | null | 16.173.156.61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 61:65:03:ad:38:82 |
27dbb89f-a316-45be-9ba0-52afa2898a39 | 2025-03-19T23:14:52 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by waynedavis MITRE Technique: T1110.003 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "212e1aeef788e215c33727ab5fd2acc5",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/50.0.875.0 Safari/536.0",
"session_id": "113d67fc-e545-47d5-88cf-0f5fde038f12",
"risk_score": 99.06,
"confidence": 0.28
} | waynedavis | membership_inference | null | null | null | MITRE Technique: T1110.003 | AI system membership_inference by waynedavis MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-b1621097 | ef1e2c2411d5fd020358e3b3f742bea5 | cf8d31476916299e19783811da8f71cb6c3dd062e1113174fe06eb46a29eb313 | null | null | null | null | null | null | null |
c28cf212-f02b-41f8-a65d-9a1c20026857 | 2025-01-20T08:22:44 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in OCI by fespinoza No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "69704bc435372b37b5d9b40ab3db5c503b92ccfc43cd224d40d12ec4ab4f3635",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/3.0)",
"session_id": "52e4ca61-7baf-4739-9621-0a4905694153",
"risk_score": 58.03,
"confidence": 0.83
} | fespinoza | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by fespinoza No additional info | null | null | null | null | null | null | null | null | null | OCI | res-31536f17 | null | null | null | null | null | null | null | null | null | null |
ad191400-03b4-4f9b-a020-96cdfaa3e643 | 2025-01-20T04:08:52 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC sensor_spoofing No additional info noise=C56F7CCF | {
"geo_location": "Honduras",
"device_hash": "80368299baa65c836a787271640d703c7cf03bf3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "e028e569-d9c2-47f1-8819-72074887280c",
"risk_score": 28.18,
"confidence": 0.1
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | {
"baseline_deviation": 1.41,
"entropy": 6.58,
"frequency_anomaly": true,
"sequence_anomaly": true
} | HVAC | iot-78075326 | 7.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3aa667bf-9a08-4bc3-8c9e-7f12aca2495b | 2025-06-15T01:01:41 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /nice/win.ods by reneediaz No additional info | {
"geo_location": "Botswana",
"device_hash": "2b65e245b5658af67d195ca7eff16385",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0 rv:5.0; dv-MV) AppleWebKit/531.49.4 (KHTML, like Gecko) Version/4.0 Safari/531.49.4",
"session_id": "8c94f41d-a008-4917-9a05-ee55f17c4faa",
"risk_score": 84.68,
"conf... | reneediaz | registry_change | /nice/win.ods | 5,962 | cmd.exe | No additional info | Endpoint registry_change /nice/win.ods by reneediaz No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6949cae-6ef7-4e24-9a9f-826f5c3c1a32 | 2025-03-20T22:32:42 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Credential Stuffing detected from 118.19.193.153 targeting N/A Unconventional IOC: UEFI variable tampering | {
"geo_location": "Saudi Arabia",
"device_hash": "40d7a42c6bd5f8fe7a992898dffc621a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/18.0.898.0 Safari/534.1",
"session_id": "8e0b6592-570c-40cf-b984-dc343510592d",
"risk_score": 77.24,
"confidence": 0.43
} | null | null | null | null | null | Unconventional IOC: UEFI variable tampering | Wazuh Alert: Credential Stuffing detected from 118.19.193.153 targeting N/A Unconventional IOC: UEFI variable tampering | null | null | null | null | 118.19.193.153 | N/A | Credential Stuffing | SIG-8913 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
6cb2e6e3-327c-49b9-9edf-43e7a979d0f4 | 2025-01-13T17:02:44 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network connection from 199.148.19.112 to 45.224.106.149 Associated Threat Actor: Leafminer | Unconventional IOC: TPM attestation failures | {
"geo_location": "Lithuania",
"device_hash": "d152afbe4ba37babcac637401efecbb38970aec4f65f887e66bbe07cc7209dda",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.3.7 (KHTML, like Gecko) Version/4.0 Safari/535.3.7",
"session_id": "8e8eb551-c2d3-4e44-ad28-46924552f809",
"risk_score": 29.... | null | connection | null | null | null | Associated Threat Actor: Leafminer | Unconventional IOC: TPM attestation failures | Network connection from 199.148.19.112 to 45.224.106.149 Associated Threat Actor: Leafminer | Unconventional IOC: TPM attestation failures | null | null | null | null | 199.148.19.112 | 45.224.106.149 | null | null | null | null | null | null | null | null | null | null | TCP | 58,394 | null | null | null |
64e03d57-fd04-445b-ba06-c46097e5d6e6 | 2025-01-21T01:39:29 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /close/stuff.mov by lawrencejaime No additional info noise=VGFrZS4= | {
"geo_location": "Tonga",
"device_hash": "7ddae09261ec04115614439c078def7b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.1)",
"session_id": "f55d2cfc-e452-432c-ae2a-96674e2ea836",
"risk_score": 66.9,
"confidence": 0.1
} | lawrencejaime | driver_load | /close/stuff.mov | 6,793 | cmd.exe | No additional info | Endpoint driver_load /close/stuff.mov by lawrencejaime No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8757f1c7-7378-40b9-ab1a-8dbd68fae572 | 2025-06-26T12:07:14 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Supply Chain Compromise detected from 10.148.90.112 targeting 2.246.108.141 MITRE Technique: T1190 | {
"geo_location": "Aruba",
"device_hash": "868b16207d65e9a942a31a25c251fc5a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.0)",
"session_id": "2ddecbe8-6a92-4500-a077-1abb9296a425",
"risk_score": 52.6,
"confidence": 0.48
} | null | null | null | null | null | MITRE Technique: T1190 | Trellix Alert: Supply Chain Compromise detected from 10.148.90.112 targeting 2.246.108.141 MITRE Technique: T1190 | {
"baseline_deviation": 1.88,
"entropy": 3.42,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.148.90.112 | 2.246.108.141 | Supply Chain Compromise | SIG-1818 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
5b3df5fc-fc57-439a-9d32-5a40d3c7a4c5 | 2025-06-02T13:11:21 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network covert_channel from 136.111.211.193 to 213.123.236.87 MITRE Technique: T1218.011 | {
"geo_location": "Bhutan",
"device_hash": "7abe6e1be68a0e8591662209fa204f8194d9a8d8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.1)",
"session_id": "ea3a12c2-bf92-491c-a6c4-7353e08b2862",
"risk_score": 51.47,
"confidence": 0.31
} | null | covert_channel | null | null | null | MITRE Technique: T1218.011 | Network covert_channel from 136.111.211.193 to 213.123.236.87 MITRE Technique: T1218.011 | null | null | null | null | 136.111.211.193 | 213.123.236.87 | null | null | null | null | null | null | null | null | null | null | UDP | 222,064 | null | null | null |
765698df-7bf7-4914-b4c9-32498504c3d7 | 2025-04-20T01:15:34 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Brazil",
"device_hash": "bfd0faa3a2948ec74497e2404683a339fcd598af",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; iu-CA) AppleWebKit/534.33.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.33.6",
"session_id": "dae2573b-dc50-4b41-936c-44cde8e78e96",
"risk... | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-573e157f | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d6de83a-fa1a-4624-91f0-87b35927b307 | 2025-05-11T16:47:04 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only UDP traffic from 118.81.213.157:774 to 10.196.6.212:59237 No additional info | {
"geo_location": "Bolivia",
"device_hash": "66165381217f87b827fd6f0b3e8f2a7b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; de-LU) AppleWebKit/534.11.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6534.11.2",
"session_id": "fa77f889-33c2-4019-a185-d3c8fe875df6",
"risk_score"... | null | log-only | null | null | null | No additional info | Firewall log-only UDP traffic from 118.81.213.157:774 to 10.196.6.212:59237 No additional info | null | null | null | null | 118.81.213.157 | 10.196.6.212 | null | null | null | null | null | null | null | null | 774 | 59,237 | UDP | 829,528 | 368 | null | null |
7daaa29a-fc34-486b-a647-601ee346e7f0 | 2025-05-18T20:01:04 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load /but/long.odp by douglassamantha No additional info | {
"geo_location": "Comoros",
"device_hash": "12bb2db479c874ced9a32261c043928d",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/23.0.856.0 Safari/531.0",
"session_id": "103bedd8-562a-4359-93ee-f67b0df71a14",
"risk_score": 52.01,
"confidence": 0.3
} | douglassamantha | driver_load | /but/long.odp | 6,051 | cmd.exe | No additional info | Endpoint driver_load /but/long.odp by douglassamantha No additional info | {
"baseline_deviation": 2.77,
"entropy": 4.01,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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