event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
337f5ecd-d14d-4649-9186-37b3736a9267 | 2025-03-11T08:04:36 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /Democrat/reality.pdf by mooreshawn Unconventional IOC: GPU memory artifacts noise=here|beautiful|miss | {
"geo_location": "Paraguay",
"device_hash": "02423e766f0028935c1d4826543fa29a93aa4c38",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.0)",
"session_id": "7f5facbb-a218-451a-9fb9-a00d1879e1b4",
"risk_score": 50.71,
"confidence": 0.47
} | null | null | null | null | null | Unconventional IOC: GPU memory artifacts | Endpoint scheduled_task /Democrat/reality.pdf by mooreshawn Unconventional IOC: GPU memory artifacts | scheduled_task | null | null | mooreshawn | /Democrat/reality.pdf | 4,928 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7ce9c0f6-949b-4ed2-a0d0-092e03d8b05f | 2025-02-09T11:47:35 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "638aa15409ff3f696e9a05809c2107c0",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; kl-GL; rv:1.9.0.20) Gecko/3540-07-19 22:08:32 Firefox/3.8",
"session_id": "318b3cb3-9e7c-46e0-9303-73ca0b8609dc",
"risk_score": 48.1,
"confidence": 0.48
} | null | null | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-46ec2109 | 4.1 | null | null | null | null | null | null | null | null | null | null |
7bd1a626-9cfc-4f0f-bc3d-4998f7d029b9 | 2025-05-31T02:44:54 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Living-off-the-Land detected from 175.210.2.168 targeting 42.43.70.116 MITRE Technique: T1053.005 | {
"geo_location": "Mauritius",
"device_hash": "41e610256a22786983cdec5e4c9f404b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.0)",
"session_id": "7ac39267-1236-4b64-bef0-0f7c8268c9bb",
"risk_score": 46.29,
"confidence": 0.49
} | 175.210.2.168 | 42.43.70.116 | Living-off-the-Land | SIG-4419 | Malware | MITRE Technique: T1053.005 | Zeek Alert: Living-off-the-Land detected from 175.210.2.168 targeting 42.43.70.116 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8a8fd081-15a1-4ce0-ab27-01f73f209926 | 2025-04-03T19:54:40 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall allow RDP traffic from 57.55.77.221:805 to 123.209.20.224:60163 No additional info | {
"geo_location": "Paraguay",
"device_hash": "a07bd158c83677a016384581d312ec58b68fe344b128c08e813f565f737beef0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_7) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/21.0.887.0 Safari/534.0",
"session_id": "faa1c91e-8c86-4f12-acc6-7f6f240f4f38",
"risk_score": 53.78,
"confidence": 0.02
} | 57.55.77.221 | 123.209.20.224 | null | null | null | No additional info | Firewall allow RDP traffic from 57.55.77.221:805 to 123.209.20.224:60163 No additional info | allow | 141,140 | RDP | null | null | null | null | null | null | null | null | 805 | 60,163 | 1,256 | null | null | null | null | null | null | null |
c79a91dd-7828-4b9b-a79c-241795047a50 | 2025-02-17T20:37:10 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat protocol_violation MITRE Technique: T1543.003 | {
"geo_location": "Malawi",
"device_hash": "710d75a5fa385ed3a488182b55635a7d9db7d69a",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/21.0.828.0 Safari/536.2",
"session_id": "6f89d260-ff96-408f-a172-cfb794210a09",
"risk_score": 29.35,
"confidence": 0.57
} | null | null | null | null | null | MITRE Technique: T1543.003 | IoT device Thermostat protocol_violation MITRE Technique: T1543.003 | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-d4bd0f9a | 2.6 | null | null | null | null | null | null | null | null | null | null |
6fca7714-1b24-467f-921e-7248641e8812 | 2025-05-24T14:30:36 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for stephenskristen via OAuth from 42.141.101.178 Associated Threat Actor: Leafminer | {
"geo_location": "Zambia",
"device_hash": "14b5ed682de892b298161c28d479fdd91b6f0436",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_4 rv:3.0; ff-SN) AppleWebKit/535.38.2 (KHTML, like Gecko) Version/4.0.2 Safari/535.38.2",
"session_id": "764f08fc-b86f-473a-878a-cb9921d43b93",
"risk_score": 59.71,
"confidence": 0.57
} | 42.141.101.178 | null | null | null | null | Associated Threat Actor: Leafminer | Auth failed for stephenskristen via OAuth from 42.141.101.178 Associated Threat Actor: Leafminer | failed | null | null | stephenskristen | null | null | null | null | null | null | null | null | null | null | OAuth | 59:e5:a6:fa:88:2b | null | null | null | null | null |
2e42a7e7-9b34-4c7b-ba8c-adb3a4f41e79 | 2025-03-10T11:03:54 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTP traffic from 222.37.251.182:325 to 217.246.123.105:534 No additional info | {
"geo_location": "Eritrea",
"device_hash": "ed3a07678981356bf944aae1410973d5",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; om-KE; rv:1.9.2.20) Gecko/6637-02-25 17:02:11 Firefox/10.0",
"session_id": "c2b78377-84c8-47dd-aee1-1cb591847a9a",
"risk_score": 56.95,
"confidence": 0.92
} | 222.37.251.182 | 217.246.123.105 | null | null | null | No additional info | Firewall log-only HTTP traffic from 222.37.251.182:325 to 217.246.123.105:534 No additional info | log-only | 145,847 | HTTP | null | null | null | null | null | null | null | null | 325 | 534 | 1,273 | null | null | null | null | null | null | null |
be6595d5-6d2f-40f8-87d0-accb9a2c9d3c | 2025-06-18T02:42:59 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /agreement/material.flac by riverajoseph No additional info | {
"geo_location": "Bolivia",
"device_hash": "e0420bd1285f19ee7bff750b870139392de34a0e",
"user_agent": "Opera/9.93.(X11; Linux x86_64; af-ZA) Presto/2.9.166 Version/10.00",
"session_id": "de895acf-9cef-4466-8960-5f2d3d8ff16a",
"risk_score": 86.18,
"confidence": 0.41
} | null | null | null | null | null | No additional info | Endpoint process_stop /agreement/material.flac by riverajoseph No additional info | process_stop | null | null | riverajoseph | /agreement/material.flac | 7,180 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d7dc34f3-f11a-45ad-94a1-2b691166884a | 2025-03-26T00:27:15 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth timeout for stephen16 via password from 17.249.68.246 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "1acfc75e5f85fd7e01f1e10cb2ebdbdd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.0)",
"session_id": "a7e0cabd-9c62-45e6-922e-05246db84cf2",
"risk_score": 77.78,
"confidence": 0.28
} | 17.249.68.246 | null | null | null | null | No additional info | Auth timeout for stephen16 via password from 17.249.68.246 No additional info | timeout | null | null | stephen16 | null | null | null | null | null | null | null | null | null | null | password | f4:57:a7:72:7d:11 | null | null | null | null | null |
fedf6b57-2196-41ad-97a4-39925b6b5538 | 2025-06-30T06:18:41 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "a050b46856939768fd452ca0f82f8392eac19140",
"user_agent": "Opera/9.34.(X11; Linux i686; zu-ZA) Presto/2.9.183 Version/11.00",
"session_id": "e0719fbf-f449-4fa1-b7a4-bfc00ce107dd",
"risk_score": 56.57,
"confidence": 0.71
} | null | null | null | null | null | No additional info | IoT device Camera command_injection No additional info | command_injection | null | null | null | null | null | null | null | Camera | iot-e866c9ff | 10.9 | null | null | null | null | null | null | null | null | null | null |
ec10d574-403e-4308-b9fe-74adc5aa2bbd | 2025-06-27T01:16:17 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in AWS by hernandezmaria No additional info | {
"geo_location": "Armenia",
"device_hash": "838a822e48475d244dd36b6f385d5e977af558b082dca35911068b23856a0fd7",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_5; rv:1.9.6.20) Gecko/7819-01-20 08:38:25 Firefox/3.8",
"session_id": "e00fbfec-ba09-41ec-8a2b-3d3bff5a3f04",
"risk_score": 67.46,
"confidence": 0.4
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by hernandezmaria No additional info | lambda_execution | null | null | hernandezmaria | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-0af335ff |
f8099c54-7eea-4ce0-86ce-25b10a4167e2 | 2025-02-19T00:07:15 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Fileless Attack detected from 10.132.102.153 targeting 214.187.235.207 No additional info | {
"geo_location": "Russia",
"device_hash": "3eeba837fd3e7dae85477a6f3531ee64e21d434e",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:7.0) Gecko/7.0 Firefox/7.0",
"session_id": "046e335a-ee14-4abe-b8ac-15bd5f80d21f",
"risk_score": 52.94,
"confidence": 1
} | 10.132.102.153 | 214.187.235.207 | Fileless Attack | SIG-2233 | Malware | No additional info | Palo Alto Cortex Alert: Fileless Attack detected from 10.132.102.153 targeting 214.187.235.207 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e29c29d3-e26c-4b6e-8f22-03de8ba2c3d8 | 2025-01-24T08:04:44 | network | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|medium| desc=Network connection from 141.7.231.223 to 209.60.128.3 Associated Threat Actor: Equation Group | {
"geo_location": "Belgium",
"device_hash": "acf4b14b7a207ad933ce721a7777cb2e215471a3b591f3437ab3044c180fdaee",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/60.0.812.0 Safari/536.0",
"session_id": "5b4b89f3-60fb-42cc-a4c0-426ad9ac900d",
"risk_score": 74.6,
"confidence": 0.92
} | 141.7.231.223 | 209.60.128.3 | null | null | null | Associated Threat Actor: Equation Group | Network connection from 141.7.231.223 to 209.60.128.3 Associated Threat Actor: Equation Group | connection | 64,874 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1cb72ccc-4bfe-4e05-9df5-bf0f6c335795 | 2025-04-04T14:24:09 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: DDoS detected from 186.102.96.75 targeting 157.26.212.130 No additional info | {
"geo_location": "Serbia",
"device_hash": "59c1e0448f17ac973ba393ee9a093ae9b86e0814",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/63.0.800.0 Safari/532.1",
"session_id": "7eb6f20f-7baf-41a6-8655-6cd63ded50ce",
"risk_score": 47.81,
"confidence": 0.05
} | 186.102.96.75 | 157.26.212.130 | DDoS | SIG-6049 | Evasion | No additional info | LogRhythm Alert: DDoS detected from 186.102.96.75 targeting 157.26.212.130 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bac71c11-f7f4-45b9-bf68-c856e535a2eb | 2025-04-20T11:05:02 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /wide/his.mp3 by zachary67 No additional info | {
"geo_location": "Djibouti",
"device_hash": "65567089d7b544c773d420926259e6ab",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.4) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/15.0.839.0 Safari/531.0",
"session_id": "726a60d1-01f8-4d93-96fc-bab221c823d7",
"risk_score": 20.94,
"confidence": 0.86
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /wide/his.mp3 by zachary67 No additional info | powershell_exec | null | null | zachary67 | /wide/his.mp3 | 338 | cmd.exe | {
"baseline_deviation": 1.59,
"entropy": 3.57,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
bbcadae0-68c9-4aec-9bbc-84c888c9f924 | 2025-03-24T21:26:22 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network connection from 156.87.205.29 to 60.92.73.120 No additional info | {
"geo_location": "Mayotte",
"device_hash": "4161b1d88b549430144a10e5d00a47332ba7c357",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.36.4 (KHTML, like Gecko) Version/4.0.5 Safari/532.36.4",
"session_id": "43a06347-fe4f-4516-9031-ab5f6d07664b",
"risk_score": 36.14,
"confidence": 1
} | 156.87.205.29 | 60.92.73.120 | null | null | null | No additional info | Network connection from 156.87.205.29 to 60.92.73.120 No additional info | connection | 5,457 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4af5d2b-3217-4353-bbc0-bd8e9cc56e4d | 2025-04-25T16:53:07 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 51.149.172.14 to 147.255.229.67 MITRE Technique: T1059.001 | {
"geo_location": "Djibouti",
"device_hash": "46298340957fb66bba692d8de5c04a98",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/3.1)",
"session_id": "8a893688-dbf7-428b-a47a-b7f7fdfcc75d",
"risk_score": 43.87,
"confidence": 0.81
} | 51.149.172.14 | 147.255.229.67 | null | null | null | MITRE Technique: T1059.001 | Network bandwidth_usage from 51.149.172.14 to 147.255.229.67 MITRE Technique: T1059.001 | bandwidth_usage | 620,503 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e3c4798e-a9a6-447b-8cef-29e4d0709db0 | 2025-06-24T22:04:42 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by tyler54 No additional info noise=C292B900 | {
"geo_location": "Taiwan",
"device_hash": "ef7f1e2c8f4b319674c2e327505ac5af",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.0)",
"session_id": "948aa480-17d8-481a-a932-91c5cdc854e7",
"risk_score": 57.22,
"confidence": 0.73
} | null | null | null | null | null | No additional info | AI system fine_tuning by tyler54 No additional info | fine_tuning | null | null | tyler54 | null | null | null | null | null | null | null | null | null | null | null | null | model-09b5e1ff | e366dd417ad3c6e535291722beeb98ecbc8037fb8aed7a13985f630a175c978c | d868118fdcef0d869e0e45fd9586721c0d848a71 | null | null |
a8b5ba18-28dd-4a9c-b63b-458600aaaa29 | 2025-03-21T02:33:26 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow NTP traffic from 10.68.118.152:1871 to 188.79.106.203:313 No additional info noise=23D8D3EB | {
"geo_location": "Switzerland",
"device_hash": "dbe3c0e3457e5db448f315b7e81e50ae5c399d05",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4454-07-09 01:44:20 Firefox/3.6.9",
"session_id": "654ff727-a309-4000-b0d0-2cf6a54a6fdc",
"risk_score": 90.01,
"confidence": 0.7
} | 10.68.118.152 | 188.79.106.203 | null | null | null | No additional info | Firewall allow NTP traffic from 10.68.118.152:1871 to 188.79.106.203:313 No additional info | allow | 563,791 | NTP | null | null | null | null | null | null | null | null | 1,871 | 313 | 1,120 | null | null | null | null | null | null | null |
6c8b5bdd-32d6-4ce9-83a6-9ff114210865 | 2025-04-08T13:20:32 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access generation by jenningslindsey MITRE Technique: T1059.005 | {
"geo_location": "Russia",
"device_hash": "b4810e0fbe163a58d265d81e37be02634e7d34735450f54942a5432a55243c54",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.0)",
"session_id": "9b9e1b48-e38d-473d-a69f-c583cc10d33c",
"risk_score": 100,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint file_access generation by jenningslindsey MITRE Technique: T1059.005 | file_access | null | null | jenningslindsey | generation | 2,465 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9324e863-6a52-455e-b885-92445614a463 | 2025-04-13T02:24:25 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel MITRE Technique: T1574.002 | {
"geo_location": "Rwanda",
"device_hash": "6d5f50a7cd2c2670eaa93bd249d5fc02277f7792",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/15.4e3823.0 Mobile/93K424 Safari/532.1",
"session_id": "52e399e2-de0e-4dfe-87ee-f28f64638e0e",
"risk_score": 64.86,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device Camera side_channel MITRE Technique: T1574.002 | side_channel | null | null | null | null | null | null | {
"baseline_deviation": 1.69,
"entropy": 4.09,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Camera | iot-3302a14e | 6.5 | null | null | null | null | null | null | null | null | null | null |
956c8a92-6a97-4fb7-9def-1493306dd2d7 | 2025-03-04T00:57:37 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /during/national.docx by fgeorge No additional info | {
"geo_location": "Iran",
"device_hash": "654bf81dd633a0ef923251fb7eecc082bf0a198a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.0)",
"session_id": "8d93414b-7bb0-4075-a5e8-7b398d240466",
"risk_score": 39.84,
"confidence": 0.08
} | null | null | null | null | null | No additional info | Endpoint memory_injection /during/national.docx by fgeorge No additional info | memory_injection | null | null | fgeorge | /during/national.docx | 8,858 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
db0486d5-127a-444e-8fa0-a32121366f50 | 2025-06-12T19:28:01 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat protocol_violation MITRE Technique: T1486 | {
"geo_location": "Cuba",
"device_hash": "0d3f7f362e675740241cbec8e7dbb30e762537d125f84dde6fb13628c05acfe7",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_5) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/38.0.812.0 Safari/534.2",
"session_id": "6bc2fe08-e965-4152-8f4e-232f9b13d693",
"risk_score": 58.2,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Thermostat protocol_violation MITRE Technique: T1486 | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-11ae5d14 | 7.3 | null | null | null | null | null | null | null | null | null | null |
b483e4a8-44aa-4afc-856b-6db339e5ce7a | 2025-07-08T08:13:19 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by tyler12 No additional info noise=type|peace|tell | {
"geo_location": "Poland",
"device_hash": "fc377231cc0b9c219820d0efb4a9dc3d7ad11d56",
"user_agent": "Opera/9.31.(Windows NT 11.0; pt-PT) Presto/2.9.171 Version/10.00",
"session_id": "028f0333-8d60-463d-b186-1b6fce3fe169",
"risk_score": 36.16,
"confidence": 0.26
} | null | null | null | null | null | No additional info | AI system model_inversion by tyler12 No additional info | model_inversion | null | null | tyler12 | null | null | null | null | null | null | null | null | null | null | null | null | model-a014c56c | 2227702bb656bbbf282a2cd8ebcefceef414df0c | 2f4625f8f502bc920c72d7541c4dd06703999f83 | null | null |
f72218c4-daba-4d14-bbc9-d1b25040878f | 2025-02-05T05:30:29 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 212.34.71.86 to 88.199.234.163 DGA domain detected | Possible protocol tunneling | {
"geo_location": "Congo",
"device_hash": "6eb1f329b8cd430eef4b8ac78d4eb409477388f4a9684f8b963cd8cafed8fbbe",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/14.4t0343.0 Mobile/76R899 Safari/534.0",
"session_id": "a09692d1-0957-4a85-a0eb-d11391242af2",
"risk_score": 54.21,
"confidence": 0.45
} | 212.34.71.86 | 88.199.234.163 | null | null | null | DGA domain detected | Possible protocol tunneling | Network data_exfiltration from 212.34.71.86 to 88.199.234.163 DGA domain detected | Possible protocol tunneling | data_exfiltration | 338,588 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e9f29fb6-bce3-40ae-811d-91d3c59f9bb4 | 2025-03-19T06:30:46 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /education/tough.wav by zachary26 No additional info | {
"geo_location": "Taiwan",
"device_hash": "8717966f031cedeccc2069e7ff71b579",
"user_agent": "Opera/9.39.(X11; Linux x86_64; he-IL) Presto/2.9.186 Version/11.00",
"session_id": "0640d1b4-7231-41c5-89ab-ef308e5496a7",
"risk_score": 44.25,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /education/tough.wav by zachary26 No additional info | persistence_mechanism | null | null | zachary26 | /education/tough.wav | 6,836 | svchost.exe | {
"baseline_deviation": 1.33,
"entropy": 4.59,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
499f6dda-3530-473e-b191-b5ee2d30693c | 2025-03-26T05:44:41 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by hgreen MITRE Technique: T1543.003 | {
"geo_location": "Equatorial Guinea",
"device_hash": "28c7dc0c5fd917b45b33d673107a4382738b5b64237bd1501ee50e2d774c942f",
"user_agent": "Opera/8.31.(Windows NT 4.0; cs-CZ) Presto/2.9.179 Version/10.00",
"session_id": "3aa26380-d8d9-4323-a7d8-af3fa487b0b9",
"risk_score": 0,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system api_abuse by hgreen MITRE Technique: T1543.003 | api_abuse | null | null | hgreen | null | null | null | null | null | null | null | null | null | null | null | null | model-0773a93f | 905afbd9315fc67dc761ae234fb0790f | 7c286fe43c31be87b1ce95a8099949948f92654b | null | null |
e6f105b8-b88d-4af5-9aa3-04b80e0f1831 | 2025-02-16T11:24:32 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth failed for nathan17 via passwordless from 150.106.45.84 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "16caa89ce741f847eb566341bb7b9f4afab439310805c3fa94a32bed11c3d286",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_9) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/37.0.857.0 Safari/531.2",
"session_id": "991e2c99-9e30-4f3b-a563-f449151355e7",
"risk_score": 24.81,
"confidence": 0.9
} | 150.106.45.84 | null | null | null | null | No additional info | Auth failed for nathan17 via passwordless from 150.106.45.84 No additional info | failed | null | null | nathan17 | null | null | null | null | null | null | null | null | null | null | passwordless | 2c:7b:fd:1a:11:97 | null | null | null | null | null |
b2579964-0e15-41d9-9fb8-184da5c2aee7 | 2025-01-14T11:54:48 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 10.109.51.212 to 223.114.113.187 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "bf5b8e8e8dfcca91b44e57b3262499838fe2c1793a8211ad474443c08b731315",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/21.0.813.0 Mobile/97A240 Safari/535.2",
"session_id": "6d126f67-b50d-4e9a-baef-b31ec29b5358",
"risk_score": 47.26,
"confidence": 0.44
} | 10.109.51.212 | 223.114.113.187 | null | null | null | No additional info | Network latency_spike from 10.109.51.212 to 223.114.113.187 No additional info | latency_spike | 326,435 | ICMP | null | null | null | null | {
"baseline_deviation": 1.95,
"entropy": 7.33,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
31fb2e46-26d9-4351-ab65-01b7140e3c39 | 2025-06-27T19:20:37 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in GCP by emily18 No additional info noise=enough|total|same | {
"geo_location": "North Macedonia",
"device_hash": "1c1f51f750635020675508c8e0eb08eb0cbd10fdebef02e7b2b413afe062928f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9 rv:6.0; fi-FI) AppleWebKit/531.3.7 (KHTML, like Gecko) Version/5.0.4 Safari/531.3.7",
"session_id": "42d613d6-a3de-4305-83b0-0faff6774199",
"risk_score": 62.52,
"confidence": 0.86
} | null | null | null | null | null | No additional info | Cloud crypto_mining in GCP by emily18 No additional info | crypto_mining | null | null | emily18 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-957c312e |
26c26ad3-6333-401f-b2f7-b46a28b5ac57 | 2025-07-08T10:15:45 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth timeout for dominiqueleonard via MFA from 144.10.0.177 MITRE Technique: T1486 | {
"geo_location": "Mayotte",
"device_hash": "90cf6ffc2f753374a50555cd851c0faadef163f99bfaee25cf2077b3103cc209",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/2329-06-03 03:02:56 Firefox/3.6.14",
"session_id": "b6a7cac8-6d5e-4a62-9df6-fb28ae5fe15d",
"risk_score": 64.37,
"confidence": 0.51
} | 144.10.0.177 | null | null | null | null | MITRE Technique: T1486 | Auth timeout for dominiqueleonard via MFA from 144.10.0.177 MITRE Technique: T1486 | timeout | null | null | dominiqueleonard | null | null | null | null | null | null | null | null | null | null | MFA | d5:5a:be:61:de:4b | null | null | null | null | null |
9cb713b8-877a-4bcc-b786-a98d58c7c283 | 2025-02-08T04:20:57 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by angelapage No additional info | {
"geo_location": "Malawi",
"device_hash": "917b24e639c3d0c5dce40906bd4ba69bfbca9bad45f7cee77ccab4a05bee2691",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.40.4 (KHTML, like Gecko) Version/5.1 Safari/534.40.4",
"session_id": "23bb48cb-c426-46d4-9fb0-6737054462ab",
"risk_score": 63.95,
"confidence": 0.45
} | null | null | null | null | null | No additional info | AI system membership_inference by angelapage No additional info | membership_inference | null | null | angelapage | null | null | null | null | null | null | null | null | null | null | null | null | model-c568ae9d | 2e14378da677c4d385957ca2be540656 | 38a80e5a0a9196f8ba04b5f38cc4271f | null | null |
044014eb-52d5-4199-9154-02507850c4a6 | 2025-07-04T12:25:21 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by nriley MITRE Technique: T1059.005 | Associated Threat Actor: Kimsuky | {
"geo_location": "Palau",
"device_hash": "a6dab2c04b482794b6d8b1c76ce046b4",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/54.0.883.0 Mobile/18E072 Safari/531.0",
"session_id": "c0d86ed4-d23b-44ec-a541-57ed6828355c",
"risk_score": 38.65,
"confidence": 0.44
} | null | null | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: Kimsuky | AI system training_data_poisoning by nriley MITRE Technique: T1059.005 | Associated Threat Actor: Kimsuky | training_data_poisoning | null | null | nriley | null | null | null | null | null | null | null | null | null | null | null | null | model-6f4d9e7a | 5d99bdef9b58e949cac092a08f2cfc92a86348f6 | e424cd743fdb56e427c72bdaf68bdec9d4fb7e0faa8f26b396ac1c5b54e07b4c | null | null |
218441eb-dac8-41ae-9f3a-0c6b91933e2b | 2025-06-09T12:00:40 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Supply Chain Compromise detected from 169.229.143.150 targeting 210.18.222.251 MITRE Technique: T1059.005 | {
"geo_location": "Mauritius",
"device_hash": "151750a5fa2c752aa03840022423e6269d5520393bf03539ff2baab2f818bbfc",
"user_agent": "Opera/8.43.(X11; Linux x86_64; sid-ET) Presto/2.9.187 Version/11.00",
"session_id": "de59af13-9544-4722-b652-3ab72d8269fa",
"risk_score": 40.97,
"confidence": 0.45
} | 169.229.143.150 | 210.18.222.251 | Supply Chain Compromise | SIG-2664 | Evasion | MITRE Technique: T1059.005 | Trellix Alert: Supply Chain Compromise detected from 169.229.143.150 targeting 210.18.222.251 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61943d26-9ded-4f5b-99a5-8fa3743899d4 | 2021-11-30T21:28:06 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Indonesia",
"device_hash": "30165f5da56c137224eb65a46da44ab4a0c7aacd000f657cc604c0c735bb8255",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "fc15fa55-b585-4877-aa72-addea9209fb5",
"risk_score": 38.94,
"confidence": 0.3
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-450da002 | 3.0 | null | null | null | null | null | null | null | null | null | null |
0adebb9e-16c4-4aa3-84f8-7b52aeb46054 | 2025-02-10T09:58:16 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: DDoS detected from 123.116.2.165 targeting 119.91.59.235 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "73dbf51662daa236249536d8a7e29e05",
"user_agent": "Opera/9.54.(X11; Linux i686; ia-FR) Presto/2.9.189 Version/12.00",
"session_id": "eb824298-c79f-4547-aa73-b0e8882ccd16",
"risk_score": 48.77,
"confidence": 0.03
} | 123.116.2.165 | 119.91.59.235 | DDoS | SIG-8288 | Recon | No additional info | Snort Alert: DDoS detected from 123.116.2.165 targeting 119.91.59.235 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
902f9e06-e995-429c-8bd5-cbee02ee36fc | 2025-04-14T18:30:30 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth challenge for dconley via key from 10.195.52.217 No additional info | {
"geo_location": "Samoa",
"device_hash": "63f3405a22c7e9d3410ec2cb549f5e3d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_8; rv:1.9.3.20) Gecko/5399-12-22 11:14:59 Firefox/3.6.10",
"session_id": "b9f99865-2afb-40d7-96dc-3b6921701bab",
"risk_score": 54.07,
"confidence": 0.45
} | 10.195.52.217 | null | null | null | null | No additional info | Auth challenge for dconley via key from 10.195.52.217 No additional info | challenge | null | null | dconley | null | null | null | null | null | null | null | null | null | null | key | e2:49:de:92:2a:37 | null | null | null | null | null |
dcf2af9a-1ad2-442a-b690-f0123256ada3 | 2025-04-01T23:49:58 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in AWS by christopherbrock No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "212371abb32a839a0c83747f8108aa5c",
"user_agent": "Opera/8.52.(Windows NT 6.1; br-FR) Presto/2.9.172 Version/12.00",
"session_id": "d11bbfb1-8433-4766-8665-f0501598c296",
"risk_score": 94.75,
"confidence": 0.69
} | null | null | null | null | null | No additional info | Cloud container_escape in AWS by christopherbrock No additional info | container_escape | null | null | christopherbrock | null | null | null | {
"baseline_deviation": 2.73,
"entropy": 6.52,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-4992531e |
fe738888-af2b-4e56-98b5-cd9ddc889c40 | 2025-06-18T20:03:58 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in GCP by lindawhite No additional info | {
"geo_location": "Slovenia",
"device_hash": "ee915b2dbfbc172faf5c47b76ca17cc760d01fd2ef3f800696b427152107752b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/3.0)",
"session_id": "88de2a73-b577-4d48-b8ac-8546dd96544a",
"risk_score": 60.08,
"confidence": 0.28
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by lindawhite No additional info | container_escape | null | null | lindawhite | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-415c41e3 |
21b48ec5-d719-45cd-a922-a8dcfb58b484 | 2025-05-07T08:46:11 | 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: DDoS detected from 10.96.108.165 targeting N/A MITRE Technique: T1486 | Associated Threat Actor: APT35 | {
"geo_location": "Romania",
"device_hash": "805f3f6587d0bdf11f80a32f382c2306718e1e40",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/14.4v2552.0 Mobile/12Y251 Safari/532.1",
"session_id": "a875993d-5da4-44bc-9989-370f7166897d",
"risk_score": 43.1,
"confidence": 0.97
} | 10.96.108.165 | N/A | DDoS | SIG-6360 | Malware | MITRE Technique: T1486 | Associated Threat Actor: APT35 | Elastic SIEM Alert: DDoS detected from 10.96.108.165 targeting N/A MITRE Technique: T1486 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b96efb8-7145-4046-904d-7427ce7feda6 | 2025-01-30T08:57:16 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for stephanie09 via SAML from 4.7.107.0 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "4f8cc45e3bc312a121e5e24df76bb075",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sc-IT) AppleWebKit/534.13.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.13.6",
"session_id": "47575127-6a6e-4b77-9eea-f28742f15211",
"risk_score": 61.23,
"confidence": 0.68
} | 4.7.107.0 | null | null | null | null | No additional info | Auth bypass for stephanie09 via SAML from 4.7.107.0 No additional info | bypass | null | null | stephanie09 | null | null | null | null | null | null | null | null | null | null | SAML | 1a:6d:d8:4d:8b:0f | null | null | null | null | null |
f433c123-44ad-47b0-a931-64e520626635 | 2025-04-07T09:56:52 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in OCI by myersgeorge MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "2b66279b3987e17dcd4acf4abf03be056963bf48",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.0)",
"session_id": "e4a5efcd-71cb-440f-a007-54a1d46f0f21",
"risk_score": 56.36,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | Unconventional IOC: Thermal sensor anomalies | Cloud lambda_execution in OCI by myersgeorge MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | Unconventional IOC: Thermal sensor anomalies | lambda_execution | null | null | myersgeorge | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-a961facd |
816f72c8-984f-4425-a376-768ed2b27941 | 2025-06-29T08:19:33 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in OCI by harrisonphillip No additional info | {
"geo_location": "North Macedonia",
"device_hash": "50dd113616b0d1f7f6f1d7e550054968e0e8b0cfaf2afd87bf77f97aa96cff53",
"user_agent": "Opera/8.45.(X11; Linux i686; sl-SI) Presto/2.9.172 Version/12.00",
"session_id": "37b60e18-e37a-497c-8f7a-f27452506a16",
"risk_score": 22.48,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Cloud shadow_it in OCI by harrisonphillip No additional info | shadow_it | null | null | harrisonphillip | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-325376ec |
5dea5174-59b8-43b9-ad65-ba75a1a01d59 | 2025-06-06T01:25:49 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Medical side_channel MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | {
"geo_location": "Niue",
"device_hash": "8695198875c376efe8a0b44d290f180cc3010d6cc953e2e4d09c15be63eabeef",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/23.0.809.0 Safari/531.2",
"session_id": "b84972a8-c396-491f-b262-1b036b618396",
"risk_score": 54.24,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | IoT device Medical side_channel MITRE Technique: T1547.001 | Associated Threat Actor: APT35 | side_channel | null | null | null | null | null | null | null | Medical | iot-26c6ba57 | 1.9 | null | null | null | null | null | null | null | null | null | null |
23982924-39bf-48ee-a1cd-0538cd020f73 | 2025-02-26T19:42:57 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /bit/begin.flac by rosemichael No additional info | {
"geo_location": "Russia",
"device_hash": "6674b6eae6c3235a9f9494edf0d63408b0f16ff35d181bdad5e1a1a6661e52df",
"user_agent": "Opera/8.39.(X11; Linux x86_64; ks-IN) Presto/2.9.165 Version/12.00",
"session_id": "e2f6a5f6-d5cb-4726-9d3e-dd8649935608",
"risk_score": 52.57,
"confidence": 0.44
} | null | null | null | null | null | No additional info | Endpoint service_install /bit/begin.flac by rosemichael No additional info | service_install | null | null | rosemichael | /bit/begin.flac | 588 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a487423-dda4-45c9-851c-601065e52f67 | 2025-03-21T14:26:17 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 117.16.96.45 to 2.208.103.43 No additional info | {
"geo_location": "Germany",
"device_hash": "e259e4ada1d92c02577020361061ba3e7ba0d3ca1be304140ed655c99c70060f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.31.3 (KHTML, like Gecko) Version/5.1 Safari/534.31.3",
"session_id": "7a55c922-eb81-421c-b46f-436f24b27d22",
"risk_score": 87.83,
"confidence": 0.22
} | 117.16.96.45 | 2.208.103.43 | null | null | null | No additional info | Network disconnection from 117.16.96.45 to 2.208.103.43 No additional info | disconnection | 891,295 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fab70dba-037e-4b0f-95bf-a044069252f5 | 2025-04-02T16:30:46 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Camera sensor_spoofing MITRE Technique: T1059.001 | {
"geo_location": "Wallis and Futuna",
"device_hash": "09e008ba6a40defe73e1c6562a2743a29e1cbf33",
"user_agent": "Opera/9.95.(Windows NT 5.1; an-ES) Presto/2.9.188 Version/12.00",
"session_id": "a9f8dc31-4812-4161-a069-56ba0a990174",
"risk_score": 32.18,
"confidence": 0.66
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device Camera sensor_spoofing MITRE Technique: T1059.001 | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-9c31ca3e | 3.6 | null | null | null | null | null | null | null | null | null | null |
63c34c7b-c0e0-444d-a19c-5401a55d9f3e | 2025-04-10T17:47:54 | cloud | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in AWS by barmstrong No additional info | {
"geo_location": "North Korea",
"device_hash": "b942f1081e2c8914a5ce36450f417ec30c6bf309",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3462-02-24 22:17:13 Firefox/3.8",
"session_id": "0eeda876-85ba-41d3-8abe-f52dbde67ae0",
"risk_score": 52.06,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Cloud crypto_mining in AWS by barmstrong No additional info | crypto_mining | null | null | barmstrong | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-86201071 |
c16a33ea-8c17-4366-9b74-16fda50c8c5f | 2025-03-24T17:04:39 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /lot/whole.flac by christopherharrison MITRE Technique: T1053.005 | {
"geo_location": "El Salvador",
"device_hash": "3c8bd5e859b51e006c82b37c1fc05e77",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_8 rv:2.0; es-MX) AppleWebKit/532.10.1 (KHTML, like Gecko) Version/4.0.2 Safari/532.10.1",
"session_id": "45c0628e-a73b-47ae-ac2e-6f618a450f2b",
"risk_score": 58.11,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1053.005 | Endpoint process_start /lot/whole.flac by christopherharrison MITRE Technique: T1053.005 | process_start | null | null | christopherharrison | /lot/whole.flac | 8,911 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a46c363a-1e18-4620-bc01-af781cc2530c | 2025-03-03T20:33:17 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for fgomez via key from 202.0.23.143 MITRE Technique: T1543.003 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Singapore",
"device_hash": "439907aac97405fb9e2771c4d3419b2abbd8153f3a5b511be93aee32135c3ec9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.0)",
"session_id": "376b9cd3-c73e-4a53-84dc-16cd72fc90c3",
"risk_score": 78.47,
"confidence": 0.7
} | 202.0.23.143 | null | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Thermal sensor anomalies | Auth locked for fgomez via key from 202.0.23.143 MITRE Technique: T1543.003 | Unconventional IOC: Thermal sensor anomalies | locked | null | null | fgomez | null | null | null | {
"baseline_deviation": 0.93,
"entropy": 7.57,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | key | c6:df:37:ab:21:ee | null | null | null | null | null |
0e4bed98-2b6f-47bd-9a5e-05540dcc128c | 2025-01-16T17:35:13 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 202.158.84.171 to 10.90.114.94 No additional info noise=UmVhbGl6ZS4= | {
"geo_location": "South Africa",
"device_hash": "8a50de3b4c0aa087573564c3f83578ec08f3ae54",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; the-NP) AppleWebKit/532.4.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6532.4.6",
"session_id": "c3b61c42-e6fa-47ff-89de-f2af5cdb9eed",
"risk_score": 43.98,
"confidence": 0.88
} | 202.158.84.171 | 10.90.114.94 | null | null | null | No additional info | Network covert_channel from 202.158.84.171 to 10.90.114.94 No additional info | covert_channel | 914,865 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cb72be6d-8241-4e1e-8fee-bda40791a110 | 2025-05-06T09:58:14 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: SQL Injection detected from 179.116.159.42 targeting 89.52.179.20 MITRE Technique: T1574.002 | {
"geo_location": "Samoa",
"device_hash": "530225c634cfac1974ac1a6d9fb08727",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/19.0.800.0 Safari/531.1",
"session_id": "5934d62e-b558-4e11-b63c-2c9704e89884",
"risk_score": 75.26,
"confidence": 0.43
} | 179.116.159.42 | 89.52.179.20 | SQL Injection | SIG-9192 | Exploit | MITRE Technique: T1574.002 | Trellix Alert: SQL Injection detected from 179.116.159.42 targeting 89.52.179.20 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
89d1133d-6a19-47f7-a28d-f6a00396ab77 | 2030-02-15T13:00:29 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine NTP traffic from 73.181.40.188:569 to 45.33.14.181:18291 No additional info | {
"geo_location": "Aruba",
"device_hash": "228f447dd7b8e2724306d319584462cb",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1 rv:4.0; ckb-IQ) AppleWebKit/532.14.7 (KHTML, like Gecko) Version/5.0 Safari/532.14.7",
"session_id": "30774c2b-5f2e-4462-a9fa-e93fc3e9e9c4",
"risk_score": 67.11,
"confidence": 0.36
} | 73.181.40.188 | 45.33.14.181 | null | null | null | No additional info | Firewall quarantine NTP traffic from 73.181.40.188:569 to 45.33.14.181:18291 No additional info | quarantine | 343,706 | NTP | null | null | null | null | {
"baseline_deviation": 1.48,
"entropy": 6.88,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 569 | 18,291 | 2,472 | null | null | null | null | null | null | null |
55d338a3-5e3e-45e7-a72c-00ee561e535a | 2025-03-02T05:04:57 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by whitejennifer No additional info | {
"geo_location": "Finland",
"device_hash": "d971068343f2835eac082b0cae0426a8bb530ee7c34f884e0daebced07eb7904",
"user_agent": "Opera/8.72.(X11; Linux x86_64; gv-GB) Presto/2.9.162 Version/11.00",
"session_id": "eb3bf07a-bdf3-4eb8-b48b-61c9fd4fe8ad",
"risk_score": 46.79,
"confidence": 0.2
} | null | null | null | null | null | No additional info | Cloud permission_escalation in OCI by whitejennifer No additional info | permission_escalation | null | null | whitejennifer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-1e593da1 |
fb0367d0-632f-42ad-b0a2-4ef6fadb626a | 2025-01-24T17:12:40 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTP traffic from 69.170.179.211:186 to 140.202.213.30:265 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "b8267444f0edd3479562b9bc9b6205e914924b1e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/3.1)",
"session_id": "bfb235d6-3599-4a68-a0db-09559b0d5484",
"risk_score": 54.56,
"confidence": 0.62
} | 69.170.179.211 | 140.202.213.30 | null | null | null | No additional info | Firewall log-only HTTP traffic from 69.170.179.211:186 to 140.202.213.30:265 No additional info | log-only | 119,972 | HTTP | null | null | null | null | null | null | null | null | 186 | 265 | 2,758 | null | null | null | null | null | null | null |
933a9077-447b-4231-acd3-46c156961ecb | 2026-08-18T11:42:24 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTPS traffic from 90.180.53.226:885 to 120.27.234.243:44 No additional info | {
"geo_location": "Samoa",
"device_hash": "beca488583debebdd2dd29d2c534401f",
"user_agent": "Opera/8.68.(Windows NT 6.1; yo-NG) Presto/2.9.173 Version/11.00",
"session_id": "8c6d8e94-9c98-466e-b77c-9ea7eea2a1b6",
"risk_score": 63.44,
"confidence": 0.63
} | 90.180.53.226 | 120.27.234.243 | null | null | null | No additional info | Firewall deny HTTPS traffic from 90.180.53.226:885 to 120.27.234.243:44 No additional info | deny | 315,425 | HTTPS | null | null | null | null | null | null | null | null | 885 | 44 | 1,409 | null | null | null | null | null | null | null |
278cea2f-9ec5-4281-aa85-711e70de37a1 | 2025-04-21T12:28:58 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /which/make.numbers by edwardray No additional info | {
"geo_location": "Tokelau",
"device_hash": "24c43ed8614ea3766a68e75338a86b46",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; tt-RU) AppleWebKit/535.48.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6535.48.6",
"session_id": "6645e2ee-1abc-4c01-8991-f4e8efcaf7d4",
"risk_score": 44.69,
"confidence": 1
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /which/make.numbers by edwardray No additional info | persistence_mechanism | null | null | edwardray | /which/make.numbers | 2,543 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
31bc342b-6976-40b8-9442-cbd608ca63cb | 2025-02-05T20:32:17 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in OCI by jamespena No additional info | {
"geo_location": "Uganda",
"device_hash": "7429e456e7abb1c1057730de62c5f9c7d370167a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_5 rv:5.0; mai-IN) AppleWebKit/535.10.1 (KHTML, like Gecko) Version/5.0.3 Safari/535.10.1",
"session_id": "e9824e5d-816c-4332-955d-3a6388b21f4a",
"risk_score": 47.55,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Cloud shadow_it in OCI by jamespena No additional info | shadow_it | null | null | jamespena | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-b6b00a22 |
bd0c817e-786d-4d4a-83d6-fc394e94a798 | 2025-03-25T07:44:47 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: SQL Injection detected from 172.237.4.245 targeting N/A MITRE Technique: T1574.002 noise=phone|rest|time | {
"geo_location": "Guatemala",
"device_hash": "2a4702ed19aa0b1ee10c81c796d01951",
"user_agent": "Opera/8.62.(X11; Linux x86_64; ks-IN) Presto/2.9.190 Version/12.00",
"session_id": "ca849d72-9a07-4bc3-b398-2b89289e39cd",
"risk_score": 40,
"confidence": 0.39
} | 172.237.4.245 | N/A | SQL Injection | SIG-8040 | Exploit | MITRE Technique: T1574.002 | ArcSight Alert: SQL Injection detected from 172.237.4.245 targeting N/A MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c6749ba7-ebae-4c28-9418-c1618bc7ada8 | 2025-01-19T00:29:33 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 77.129.85.60 to 137.102.163.99 No additional info | {
"geo_location": "China",
"device_hash": "906f504b4835df5b59db2fb6ad01f8585422be8c62ab83e5eca257023e3b35c3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.26.7 (KHTML, like Gecko) Version/4.1 Safari/534.26.7",
"session_id": "a7038285-f79f-4fbb-99f8-6885b5c65044",
"risk_score": 44.56,
"confidence": 0.7
} | 77.129.85.60 | 137.102.163.99 | null | null | null | No additional info | Network covert_channel from 77.129.85.60 to 137.102.163.99 No additional info | covert_channel | 419,300 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
345caca6-4a3c-431d-94ac-7ffb0ceb5e85 | 2025-02-05T10:53:15 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow NTP traffic from 10.171.106.146:16 to 66.107.12.231:726 No additional info | {
"geo_location": "Ghana",
"device_hash": "f1fd4887dc1190fd7000056bd2790b2c2df99bad",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2696-01-13 09:10:43 Firefox/3.6.4",
"session_id": "a73aa89e-6c82-49eb-bae4-5fca076f81f3",
"risk_score": 37.43,
"confidence": 0.03
} | 10.171.106.146 | 66.107.12.231 | null | null | null | No additional info | Firewall allow NTP traffic from 10.171.106.146:16 to 66.107.12.231:726 No additional info | allow | 270,623 | NTP | null | null | null | null | null | null | null | null | 16 | 726 | 271 | null | null | null | null | null | null | null |
47bae140-9d62-4bf4-bc23-fc70cea760aa | 2025-03-17T17:51:40 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: XSS detected from 169.180.26.22 targeting N/A Associated Threat Actor: Kimsuky noise=posts | {
"geo_location": "Faroe Islands",
"device_hash": "2a05e2d019b6f5164d851e749857b3b016c639e6502efec7500271873918f37b",
"user_agent": "Opera/8.22.(X11; Linux i686; ru-UA) Presto/2.9.166 Version/11.00",
"session_id": "98b3f9a5-1883-4a97-ad88-6105483e16cb",
"risk_score": 76.13,
"confidence": 0.14
} | 169.180.26.22 | N/A | XSS | SIG-2231 | Evasion | Associated Threat Actor: Kimsuky | Snort Alert: XSS detected from 169.180.26.22 targeting N/A Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4d21109-e17d-493d-a78d-af52976a6e4f | 2025-06-27T19:40:03 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: DDoS detected from 101.239.185.154 targeting 200.113.205.63 MITRE Technique: T1566.001 | {
"geo_location": "Cook Islands",
"device_hash": "e608d3dc5d6652af12cd6f808aca3a14",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4; rv:1.9.2.20) Gecko/6854-07-15 14:16:08 Firefox/3.8",
"session_id": "7ad749af-9d53-47d2-9533-f33d20262f40",
"risk_score": 33.74,
"confidence": 0.2
} | 101.239.185.154 | 200.113.205.63 | DDoS | SIG-2236 | Recon | MITRE Technique: T1566.001 | OSSEC Alert: DDoS detected from 101.239.185.154 targeting 200.113.205.63 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cdbae29e-ff48-453f-9f8b-a390c69fe3a0 | 2025-05-05T07:44:03 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Azure by barberadam Associated Threat Actor: Mustang Panda | {
"geo_location": "Cuba",
"device_hash": "e49a2533b1f7fdd98279fba5c6725623",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/17.0.811.0 Mobile/84E704 Safari/536.0",
"session_id": "3636ea32-a639-4b2c-a2ca-f793cbe3bb61",
"risk_score": 23.41,
"confidence": 0.4
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Cloud shadow_it in Azure by barberadam Associated Threat Actor: Mustang Panda | shadow_it | null | null | barberadam | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-bddb2670 |
0cb13cfd-567f-480a-b4cf-487004f09eb9 | 2025-06-17T09:34:34 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Azure by robertbrown No additional info | {
"geo_location": "Ethiopia",
"device_hash": "2fddac63d9a81eb8b0c65976f0d8bc39",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.0)",
"session_id": "862e21e6-9089-4af0-8ab8-5b2484b6acf2",
"risk_score": 11.79,
"confidence": 0.87
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by robertbrown No additional info | shadow_it | null | null | robertbrown | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-56f6e178 |
67552be6-2c6a-40d9-a969-69e03c7bc753 | 2025-05-24T21:18:31 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection MITRE Technique: T1134.001 | {
"geo_location": "United States Virgin Islands",
"device_hash": "b4179c557175defbe08d19850d117dc9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_5) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/54.0.837.0 Safari/535.2",
"session_id": "2e5002aa-f0dc-4490-8b21-afab7062f034",
"risk_score": 66.08,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1134.001 | IoT device HVAC command_injection MITRE Technique: T1134.001 | command_injection | null | null | null | null | null | null | null | HVAC | iot-12d28cd1 | 3.8 | null | null | null | null | null | null | null | null | null | null |
403699df-5b5b-42bc-84cd-82c93e8c603d | 2025-02-11T00:33:29 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in OCI by ethan67 MITRE Technique: T1071.001 | {
"geo_location": "Chad",
"device_hash": "ccfa90d89aaababb9da6c5bb4ddbbfa2bad15ed7",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_3) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/44.0.810.0 Safari/535.0",
"session_id": "b03e3d1f-f116-4d7c-8b71-ce59921fd677",
"risk_score": 43.75,
"confidence": 0.52
} | null | null | null | null | null | MITRE Technique: T1071.001 | Cloud shadow_it in OCI by ethan67 MITRE Technique: T1071.001 | shadow_it | null | null | ethan67 | null | null | null | {
"baseline_deviation": 0.89,
"entropy": 7.65,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-6e7cb3fc |
9d99c5da-acac-4ace-a8be-38c3da5bc6ed | 2025-05-29T10:37:53 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera unusual_activity Associated Threat Actor: APT41 | {
"geo_location": "Barbados",
"device_hash": "3b46019b8b6d3d1c09964c71c6eda0139ce99443",
"user_agent": "Opera/8.42.(X11; Linux x86_64; nso-ZA) Presto/2.9.185 Version/11.00",
"session_id": "4ea1e416-d4d1-443b-a210-b64eb34c4739",
"risk_score": 35.03,
"confidence": 0.78
} | null | null | null | null | null | Associated Threat Actor: APT41 | IoT device Camera unusual_activity Associated Threat Actor: APT41 | unusual_activity | null | null | null | null | null | null | null | Camera | iot-406f23c6 | 8.7 | null | null | null | null | null | null | null | null | null | null |
7afc27e3-4d56-42ff-b7bc-4be2ba241145 | 2025-05-05T06:52:59 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 144.9.70.218 to 15.25.126.113 Associated Threat Actor: Equation Group | {
"geo_location": "Fiji",
"device_hash": "4d561dc7a54418f3bb8b5373319e69175fa0f6f4",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:8.0) Gecko/8.0 Firefox/8.0",
"session_id": "d4a097ba-c9a7-419c-96c7-ff3a4e08dd7f",
"risk_score": 31.52,
"confidence": 0.93
} | 144.9.70.218 | 15.25.126.113 | null | null | null | Associated Threat Actor: Equation Group | Network bandwidth_usage from 144.9.70.218 to 15.25.126.113 Associated Threat Actor: Equation Group | bandwidth_usage | 109,401 | HTTP | null | null | null | null | {
"baseline_deviation": 1.64,
"entropy": 7.96,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
fb9d6b2b-8e85-4a03-b475-de8515ef010f | 2025-04-12T23:10:53 | firewall | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow SMB traffic from 5.187.160.22:460 to 10.175.200.157:45294 No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "03ad660d9e53046e6071d40427721cd6",
"user_agent": "Opera/8.34.(Windows 98; Win 9x 4.90; se-NO) Presto/2.9.188 Version/10.00",
"session_id": "c6025089-4c5a-43bb-83ac-239efadd1cc9",
"risk_score": 51.27,
"confidence": 0.96
} | 5.187.160.22 | 10.175.200.157 | null | null | null | No additional info | Firewall allow SMB traffic from 5.187.160.22:460 to 10.175.200.157:45294 No additional info | allow | 135,844 | SMB | null | null | null | null | {
"baseline_deviation": 2.48,
"entropy": 7.91,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 460 | 45,294 | 84 | null | null | null | null | null | null | null |
f93cfd79-53b1-48f9-9cda-565e7d8acd3c | 2025-03-06T06:36:10 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTP traffic from 161.22.195.137:52802 to 208.16.92.177:669 Unconventional IOC: Power consumption spikes | {
"geo_location": "Ecuador",
"device_hash": "0b7ef50b97306adea055038a2c54514f255a6e80",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_8; rv:1.9.3.20) Gecko/8557-12-16 02:13:23 Firefox/10.0",
"session_id": "de36836a-5512-4f1f-bfa4-29611fd3bc2b",
"risk_score": 28.15,
"confidence": 0.51
} | 161.22.195.137 | 208.16.92.177 | null | null | null | Unconventional IOC: Power consumption spikes | Firewall log-only HTTP traffic from 161.22.195.137:52802 to 208.16.92.177:669 Unconventional IOC: Power consumption spikes | log-only | 277,469 | HTTP | null | null | null | null | null | null | null | null | 52,802 | 669 | 3,176 | null | null | null | null | null | null | null |
cd9f6590-9ab2-4575-9b2e-23390af9bf5f | 2025-04-27T16:23:00 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Angola",
"device_hash": "6f9f3e4ec169886e1896060ed5ba82adb1ddc054",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_2; rv:1.9.3.20) Gecko/7869-07-30 23:30:51 Firefox/15.0",
"session_id": "59814f0a-d8a1-42f0-a012-90a0e5e88e5f",
"risk_score": 35.38,
"confidence": 0.65
} | null | null | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Medical | iot-3867fca9 | 9.9 | null | null | null | null | null | null | null | null | null | null |
0e1ca62f-7cc2-46c0-9fd1-a56dc841c0e4 | 2025-05-04T07:35:07 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera battery_drain MITRE Technique: T1134.001 | Sensor spoofing detected | {
"geo_location": "North Korea",
"device_hash": "20d16112fbcd63f50831ce0fe9d6ab6c22ca90e6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; en-ZM) AppleWebKit/534.13.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6534.13.1",
"session_id": "8b4bd3a6-aa2d-4809-b51e-9e55710611a3",
"risk_score": 44.01,
"confidence": 0.86
} | null | null | null | null | null | MITRE Technique: T1134.001 | Sensor spoofing detected | IoT device Camera battery_drain MITRE Technique: T1134.001 | Sensor spoofing detected | battery_drain | null | null | null | null | null | null | null | Camera | iot-8a4376ea | 9.9 | null | null | null | null | null | null | null | null | null | null |
8849ae8c-959b-49a1-9bff-a93f8636ad5f | 2025-02-07T14:23:04 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by ecurry Associated Threat Actor: Wizard Spider | {
"geo_location": "Malawi",
"device_hash": "28c31d88fb7e00d7a522fecbc1f810db35330a59ea6ebb28eddf53cdd59f6da1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/12.8d1675.0 Mobile/01N079 Safari/531.1",
"session_id": "3a92dead-cf1d-49a9-a641-8a3e6631b840",
"risk_score": 61.97,
"confidence": 0.43
} | null | null | null | null | null | Associated Threat Actor: Wizard Spider | Cloud storage_access in OCI by ecurry Associated Threat Actor: Wizard Spider | storage_access | null | null | ecurry | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-9d92d48c |
670df2ac-d76a-451f-a3dd-e6a40c73e079 | 2025-03-24T00:37:30 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop SSH traffic from 109.33.253.141:849 to 108.173.141.105:1004 No additional info | {
"geo_location": "Jersey",
"device_hash": "235b1bcf528dafb7ef4e66dc1213f6fdd0bde9e51e443801dc9676d265b517a5",
"user_agent": "Opera/8.46.(Windows NT 5.2; vi-VN) Presto/2.9.167 Version/12.00",
"session_id": "3ee975e4-f4e1-4b51-a942-80643cd6f3c3",
"risk_score": 43.55,
"confidence": 0.8
} | 109.33.253.141 | 108.173.141.105 | null | null | null | No additional info | Firewall drop SSH traffic from 109.33.253.141:849 to 108.173.141.105:1004 No additional info | drop | 237,187 | SSH | null | null | null | null | null | null | null | null | 849 | 1,004 | 3,466 | null | null | null | null | null | null | null |
efd879e4-9e6a-4acf-9a6d-2561d004e922 | 2025-04-07T16:36:04 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth success for bellryan via passwordless from 30.167.111.151 No additional info | {
"geo_location": "Vietnam",
"device_hash": "2ac8af7177183133078b6e293a304ee6702023f3114f0845f9c6cb5c3605f96a",
"user_agent": "Opera/9.94.(Windows NT 11.0; tcy-IN) Presto/2.9.176 Version/12.00",
"session_id": "209aea3b-9164-42cb-a904-0d7ecac45a71",
"risk_score": 55.35,
"confidence": 0.44
} | 30.167.111.151 | null | null | null | null | No additional info | Auth success for bellryan via passwordless from 30.167.111.151 No additional info | success | null | null | bellryan | null | null | null | {
"baseline_deviation": 1.13,
"entropy": 4.49,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | passwordless | d9:d8:d9:3b:5e:15 | null | null | null | null | null |
34527453-1742-4bfc-9d3c-62ec3068cca6 | 2025-01-28T19:12:33 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in OCI by dmurray No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "0200011ad78dc801c03113b81fc7ef34",
"user_agent": "Opera/9.49.(X11; Linux i686; ht-HT) Presto/2.9.183 Version/11.00",
"session_id": "90e15efb-ad7e-4d7c-b716-66e344924b73",
"risk_score": 64.58,
"confidence": 0.72
} | null | null | null | null | null | No additional info | Cloud api_abuse in OCI by dmurray No additional info | api_abuse | null | null | dmurray | null | null | null | {
"baseline_deviation": 1.79,
"entropy": 5.58,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-f95e6a58 |
733da8ab-27de-4bd5-b5a2-bd3dd03aa1d3 | 2025-01-18T09:59:40 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: AI Model Poisoning detected from 184.85.97.71 targeting 126.0.212.90 No additional info | {
"geo_location": "Samoa",
"device_hash": "38da53c2dc0043511b59881cc87bf455",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/46.0.849.0 Mobile/74Z021 Safari/533.0",
"session_id": "c023110d-e944-4663-9761-d2e1b164daa7",
"risk_score": 51.56,
"confidence": 0.05
} | 184.85.97.71 | 126.0.212.90 | AI Model Poisoning | SIG-1779 | Recon | No additional info | Elastic SIEM Alert: AI Model Poisoning detected from 184.85.97.71 targeting 126.0.212.90 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
66f11291-f2c1-4840-9095-2ba603afb620 | 2025-06-03T04:44:15 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by sgilbert Associated Threat Actor: APT29 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "008cc66a74697c0b8af4979e4749fd24",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.26.7 (KHTML, like Gecko) Version/5.0.2 Safari/533.26.7",
"session_id": "23f67928-77dd-4fa6-b07e-781df7262b81",
"risk_score": 24.47,
"confidence": 0.62
} | null | null | null | null | null | Associated Threat Actor: APT29 | AI system training_data_poisoning by sgilbert Associated Threat Actor: APT29 | training_data_poisoning | null | null | sgilbert | null | null | null | null | null | null | null | null | null | null | null | null | model-1ea0e4a0 | 7b3de15a50ae4885fb4175a8e4cc539d | 14f43f2c1a88901590640c08bb50b205 | null | null |
e5752fe9-87da-4198-a30b-0ab73e445958 | 2025-06-26T20:05:08 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by qgraves No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "cc823b7ad170d4d18d0de45334d6ba4c2fb69a6f",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/38.0.879.0 Safari/533.0",
"session_id": "492d25c8-9de2-4677-9bcb-a0ca67303651",
"risk_score": 25.65,
"confidence": 0.64
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by qgraves No additional info | training_data_poisoning | null | null | qgraves | null | null | null | null | null | null | null | null | null | null | null | null | model-e158619c | a074f54499f01bcd06936039ea5367b580af32f2 | e9925b4880a2d914fe49f9222646b0869d4f7960 | null | null |
d0066644-abdd-4edb-a6ea-7c5c7be36f00 | 2025-07-08T16:42:40 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by christina88 No additional info | {
"geo_location": "Kiribati",
"device_hash": "9d34c20348cbf03cf209aa097c554a4c4728081a1f5f6ab3cf1089a215430775",
"user_agent": "Opera/8.25.(Windows 98; Win 9x 4.90; kw-GB) Presto/2.9.170 Version/12.00",
"session_id": "cc2021b1-dec7-4461-9aab-ec3c12368081",
"risk_score": 37.59,
"confidence": 0.41
} | null | null | null | null | null | No additional info | AI system api_abuse by christina88 No additional info | api_abuse | null | null | christina88 | null | null | null | null | null | null | null | null | null | null | null | null | model-542e84f6 | 58407c64b5c84dc6f0c2e3b4ec8205016c66d9ac | 2af3f948bdd471a660af174f9c22c59e3f037aeb | null | null |
897276f2-5cb0-4f86-8a7a-b8cf0c8ce7fb | 2025-02-25T05:05:50 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "09a2ced19bd0ea8791fdacacbb34c143",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_6) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/31.0.858.0 Safari/536.1",
"session_id": "c530dddd-9e98-4a59-88bb-3ccea10d6331",
"risk_score": 85.15,
"confidence": 0.15
} | null | null | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Medical | iot-83b5f8e5 | 1.0 | null | null | null | null | null | null | null | null | null | null |
c9d2ea26-ec45-405d-810e-201a66ddcaf1 | 2025-02-18T14:21:50 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change amount by patriciarocha No additional info | {
"geo_location": "Nepal",
"device_hash": "1cd7dcca4855888647a2c525b3eaec88eef909af",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:28.0) Gecko/28.0 Firefox/28.0",
"session_id": "d346b16d-b7ad-4a70-af9c-d64db315c05a",
"risk_score": 79.8,
"confidence": 0.5
} | null | null | null | null | null | No additional info | Endpoint registry_change amount by patriciarocha No additional info | registry_change | null | null | patriciarocha | amount | 6,006 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bc770b61-11fb-44da-8a26-b0e1430bb78b | 2025-03-22T01:38:38 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update Associated Threat Actor: Equation Group | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "6ce310ac9afefee6d183a41d58466d3a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.0)",
"session_id": "b2d6434d-68d0-4ffa-9373-822cd43e7552",
"risk_score": 79.59,
"confidence": 0.34
} | null | null | null | null | null | Associated Threat Actor: Equation Group | IoT device Thermostat firmware_update Associated Threat Actor: Equation Group | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-378c2d82 | 9.4 | null | null | null | null | null | null | null | null | null | null |
c698b668-22a2-4136-8a0a-2a713359fb8d | 2025-07-01T02:21:28 | 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 186.1.246.61 to 92.234.231.14 Associated Threat Actor: Mustang Panda | {
"geo_location": "Suriname",
"device_hash": "1ecfaf67cabe7f2e5bb31b82de4199f1",
"user_agent": "Mozilla/5.0 (Android 4.2; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "aa29fc00-ce31-4111-a8c9-64e53f788bac",
"risk_score": 49.75,
"confidence": 0.34
} | 186.1.246.61 | 92.234.231.14 | null | null | null | Associated Threat Actor: Mustang Panda | Network bandwidth_usage from 186.1.246.61 to 92.234.231.14 Associated Threat Actor: Mustang Panda | bandwidth_usage | 176,577 | UDP | null | null | null | null | {
"baseline_deviation": 0.67,
"entropy": 2.28,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c3cc4d0-5222-4a13-9a34-06962b6a3480 | 2025-06-01T02:00:53 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Montenegro",
"device_hash": "a6b4452b0757a429a81f636d1315abe6",
"user_agent": "Opera/8.38.(Windows 98; bn-IN) Presto/2.9.183 Version/11.00",
"session_id": "8f7d0901-f394-4730-9205-2757da3cbf7c",
"risk_score": 47.31,
"confidence": 0.09
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | null | Thermostat | iot-27fe9888 | 1.1 | null | null | null | null | null | null | null | null | null | null |
c39f4732-d206-43c7-943b-66254ab13c7a | 2025-03-04T19:07:46 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 98.246.86.39 to 7.147.24.171 No additional info | {
"geo_location": "Thailand",
"device_hash": "4baa068212bd63716cd9f59a4e36dd1bf6c25520",
"user_agent": "Opera/9.90.(Windows 98; kok-IN) Presto/2.9.181 Version/11.00",
"session_id": "3f35d56d-9b05-4114-9101-0899767c1d54",
"risk_score": 46.77,
"confidence": 0.76
} | 98.246.86.39 | 7.147.24.171 | null | null | null | No additional info | Network beaconing from 98.246.86.39 to 7.147.24.171 No additional info | beaconing | 618,708 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e08684e-e237-4d3f-b396-3f9c3a3309da | 2025-06-20T22:57:30 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: Zero-Day Exploit detected from 50.191.133.124 targeting 23.251.5.93 MITRE Technique: T1574.002 | {
"geo_location": "Eritrea",
"device_hash": "eb461cadda8c901c32e4da4d991102252ec9864490cb1506d65affda1339fde6",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/35.0.822.0 Safari/536.2",
"session_id": "c3d2bd47-9bd1-4216-95de-75f52633531b",
"risk_score": 66.36,
"confidence": 0.74
} | 50.191.133.124 | 23.251.5.93 | Zero-Day Exploit | SIG-6352 | Policy | MITRE Technique: T1574.002 | LogRhythm Alert: Zero-Day Exploit detected from 50.191.133.124 targeting 23.251.5.93 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | {
"baseline_deviation": 0.53,
"entropy": 3.71,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
94df6bcd-87b0-42bc-82d1-5c49976743f1 | 2025-01-26T12:30:00 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 104.14.236.135 to 10.28.82.93 No additional info | {
"geo_location": "Iceland",
"device_hash": "762022afbea51f748514bc62447d1439088524dc2b2c31573674109c1e657a22",
"user_agent": "Opera/8.36.(X11; Linux i686; eo-US) Presto/2.9.169 Version/10.00",
"session_id": "ca28bda6-3067-4dec-8202-be3075f8bbb8",
"risk_score": 51.26,
"confidence": 0.12
} | 104.14.236.135 | 10.28.82.93 | null | null | null | No additional info | Network covert_channel from 104.14.236.135 to 10.28.82.93 No additional info | covert_channel | 321,355 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ee7b501d-60c4-4953-a550-b4423e2066a5 | 2025-04-20T19:48:05 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: Port Scan detected from 125.0.238.155 targeting 195.108.46.174 Obfuscated payload detected noise=R3Jvdy4= | {
"geo_location": "Saint Helena",
"device_hash": "049391df0a0eaa1a7322fe07ac4f97d316bcef3d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5 rv:2.0; xh-ZA) AppleWebKit/534.32.4 (KHTML, like Gecko) Version/5.0.1 Safari/534.32.4",
"session_id": "9fae21f3-da96-4b96-adb2-4b1d666c3355",
"risk_score": 66.29,
"confidence": 0.29
} | 125.0.238.155 | 195.108.46.174 | Port Scan | SIG-2218 | Recon | Obfuscated payload detected | AlienVault Alert: Port Scan detected from 125.0.238.155 targeting 195.108.46.174 Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34833710-0a34-4f4c-a73c-184da5c94233 | 2025-04-09T07:14:32 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny DNS traffic from 112.90.202.250:939 to 73.175.79.227:364 No additional info | {
"geo_location": "Bermuda",
"device_hash": "3752377c99333cd4983ea9e43a22b662792d953f46a5beb4e08fcedc425cced2",
"user_agent": "Opera/8.87.(Windows NT 5.2; fa-IR) Presto/2.9.174 Version/10.00",
"session_id": "de037086-a084-4638-8155-76b786661f75",
"risk_score": 17.14,
"confidence": 0.85
} | 112.90.202.250 | 73.175.79.227 | null | null | null | No additional info | Firewall deny DNS traffic from 112.90.202.250:939 to 73.175.79.227:364 No additional info | deny | 638,808 | DNS | null | null | null | null | null | null | null | null | 939 | 364 | 2,216 | null | null | null | null | null | null | null |
5240e2b3-e680-4851-86a3-5ed70bbec49e | 2025-06-21T21:49:01 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop SSH traffic from 94.63.8.228:774 to 10.122.185.137:220 No additional info noise=T2ZmZXIu | {
"geo_location": "Mexico",
"device_hash": "e02e220043b17fa53c7a17707802692f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.0)",
"session_id": "c1a35dee-733b-44ae-ba39-b69c250f0cc4",
"risk_score": 34.06,
"confidence": 0.05
} | 94.63.8.228 | 10.122.185.137 | null | null | null | No additional info | Firewall drop SSH traffic from 94.63.8.228:774 to 10.122.185.137:220 No additional info | drop | 392,560 | SSH | null | null | null | null | null | null | null | null | 774 | 220 | 1,489 | null | null | null | null | null | null | null |
d555b11c-add9-4c03-8234-6258757d8acc | 2025-03-07T18:22:24 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity MITRE Technique: T1059.005 | {
"geo_location": "Tajikistan",
"device_hash": "90dd404fbc7b19af90b5a8d6a0c9df1f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_8 rv:5.0; tr-CY) AppleWebKit/531.42.2 (KHTML, like Gecko) Version/4.0 Safari/531.42.2",
"session_id": "f5fb74ab-f87a-49d3-9855-5180ec9e404e",
"risk_score": 36.91,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1059.005 | IoT device Medical unusual_activity MITRE Technique: T1059.005 | unusual_activity | null | null | null | null | null | null | null | Medical | iot-fd743be2 | 6.8 | null | null | null | null | null | null | null | null | null | null |
82c10d04-c967-48b5-8b19-275a58210e6e | 2025-01-15T01:40:59 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update MITRE Technique: T1059.001 noise=VGFsay4= | {
"geo_location": "Algeria",
"device_hash": "eb81023a4652effa46157fe7c59465c47ce56956",
"user_agent": "Opera/9.70.(X11; Linux x86_64; am-ET) Presto/2.9.175 Version/10.00",
"session_id": "6a1ece9b-4418-460f-a7ee-8b4cfc01e40e",
"risk_score": 35,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device HVAC firmware_update MITRE Technique: T1059.001 | firmware_update | null | null | null | null | null | null | null | HVAC | iot-06832ebe | 9.2 | null | null | null | null | null | null | null | null | null | null |
52c9a2af-ca3b-466e-8459-6fc06919e236 | 2025-04-29T17:49:49 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by ghodges MITRE Technique: T1071.001 noise=categories/main/list | {
"geo_location": "Brunei Darussalam",
"device_hash": "b15de7e8d617897ac4036cc53274c43727378f6529f1a8203a4aacf9749734b0",
"user_agent": "Opera/9.55.(X11; Linux i686; os-RU) Presto/2.9.181 Version/10.00",
"session_id": "8dc6b31d-e718-49b3-9345-5a5cca96848a",
"risk_score": 60.29,
"confidence": 0.38
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system adversarial_input by ghodges MITRE Technique: T1071.001 | adversarial_input | null | null | ghodges | null | null | null | null | null | null | null | null | null | null | null | null | model-6c2431cc | 2d2be2b4a690cc38ebb066596e6a8099 | 679b8ac19a49acb73666f38a0c040aab67c74841 | null | null |
3f920e27-08d3-4152-972f-61151bf03084 | 2025-05-10T09:30:05 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access those by jeffrey97 No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "c058dc984b4703f8a454d69ab03c8a65edc4aaee",
"user_agent": "Mozilla/5.0 (Android 4.0.2; Mobile; rv:30.0) Gecko/30.0 Firefox/30.0",
"session_id": "a0a0daa0-b995-4696-8ac4-91dd4846025f",
"risk_score": 76.27,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Endpoint file_access those by jeffrey97 No additional info | file_access | null | null | jeffrey97 | those | 4,084 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb0004e8-d7e6-49f4-a09a-434912cedfc3 | 2025-02-07T16:39:04 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth failed for brendan99 via MFA from 10.169.238.249 No additional info | {
"geo_location": "North Korea",
"device_hash": "19353104ff74bb64ff98f00b4631085e066fd05c6078db6d92b5bb854736c1b0",
"user_agent": "Opera/8.29.(Windows NT 10.0; li-NL) Presto/2.9.188 Version/12.00",
"session_id": "c381de5c-a0c2-47ab-ba85-e8d3c0a2882b",
"risk_score": 63.87,
"confidence": 0.04
} | 10.169.238.249 | null | null | null | null | No additional info | Auth failed for brendan99 via MFA from 10.169.238.249 No additional info | failed | null | null | brendan99 | null | null | null | null | null | null | null | null | null | null | MFA | ee:54:fa:07:b9:a9 | null | null | null | null | null |
ec9296fd-1483-476d-9ede-03b85878c1f5 | 2025-06-25T17:19:14 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 180.51.186.204:384 to 94.160.4.217:989 No additional info | {
"geo_location": "Korea",
"device_hash": "df6aaf81479d4f0418daa3da82a39f716df10128",
"user_agent": "Opera/8.48.(Windows 95; uz-UZ) Presto/2.9.180 Version/11.00",
"session_id": "e1ba1f76-362f-4e64-b68e-c1277c6e60e0",
"risk_score": 55,
"confidence": 0.07
} | 180.51.186.204 | 94.160.4.217 | null | null | null | No additional info | Firewall deny DNS traffic from 180.51.186.204:384 to 94.160.4.217:989 No additional info | deny | 963,623 | DNS | null | null | null | null | null | null | null | null | 384 | 989 | 1,429 | null | null | null | null | null | null | null |
3b1c9230-a401-4cb4-9c98-985c636e837d | 2025-01-29T20:43:26 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for devinbarnes via MFA from 194.145.218.87 MITRE Technique: T1486 | Credential stuffing pattern detected | {
"geo_location": "Cuba",
"device_hash": "958cada3e023df1eafdfe8a11c48f631bd510e339a6ef1618c06098c918179fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/5.0)",
"session_id": "2d467c9a-1d0c-4af6-a1d2-a44eecf32cba",
"risk_score": 45.8,
"confidence": 0.62
} | 194.145.218.87 | null | null | null | null | MITRE Technique: T1486 | Credential stuffing pattern detected | Auth challenge for devinbarnes via MFA from 194.145.218.87 MITRE Technique: T1486 | Credential stuffing pattern detected | challenge | null | null | devinbarnes | null | null | null | {
"baseline_deviation": 1.89,
"entropy": 4.28,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | MFA | e3:3f:65:70:0b:44 | null | null | null | null | null |
f225e12e-d8cc-4ef1-b258-1d557e88dbaa | 2025-01-25T01:39:46 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect UDP traffic from 138.158.144.147:13 to 10.210.48.144:349 Unconventional IOC: Quantum random number deviations | {
"geo_location": "British Virgin Islands",
"device_hash": "5897905b0d94907046c58ea68864ebe7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/22.0.843.0 Mobile/76C388 Safari/533.0",
"session_id": "826fbfc6-22b7-4111-a61d-d519cbc4d897",
"risk_score": 29.53,
"confidence": 0.32
} | 138.158.144.147 | 10.210.48.144 | null | null | null | Unconventional IOC: Quantum random number deviations | Firewall inspect UDP traffic from 138.158.144.147:13 to 10.210.48.144:349 Unconventional IOC: Quantum random number deviations | inspect | 189,561 | UDP | null | null | null | null | null | null | null | null | 13 | 349 | 565 | null | null | null | null | null | null | null |
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