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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6d30173f-fefe-4e49-a01b-d630bdcb6ed8 | 2025-04-03T16:08:03 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by cohenryan No additional info | {
"geo_location": "North Korea",
"device_hash": "d37b5f82dca9c6d0c585b8d00fbb18d9fc62318d",
"user_agent": "Opera/9.32.(X11; Linux x86_64; yi-US) Presto/2.9.171 Version/10.00",
"session_id": "5c3d07df-c40b-44ff-8675-b951fcc7dd08",
"risk_score": 76.25,
"confidence": 0.2
} | null | null | null | null | null | No additional info | AI system fine_tuning by cohenryan No additional info | fine_tuning | null | null | cohenryan | null | null | null | {
"baseline_deviation": 2.13,
"entropy": 5.5,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-b3a08fb2 | c3f6928f517675429936a59f990334148147daffb5033770b17d2b34dde8057b | b9adfa7920be2d477c35a8f375de53922818c8fdda0a8faa8fc71731a7264ec6 | null | null |
5626c307-c570-465b-94be-c2ec46d54e0f | 2025-04-30T11:30:14 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth locked for david35 via key from 119.22.68.244 No additional info | {
"geo_location": "Qatar",
"device_hash": "993e6efadf7451c8d16d1fe12f9b4e90fe057b59d5ff5a0620f2b12ed50796d7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.1)",
"session_id": "5b7f0841-c14e-4c88-9763-9a627407e1f8",
"risk_score": 56.99,
"confidence": 0.46
} | 119.22.68.244 | null | null | null | null | No additional info | Auth locked for david35 via key from 119.22.68.244 No additional info | locked | null | null | david35 | null | null | null | null | null | null | null | null | null | null | key | c2:58:d5:68:00:ed | null | null | null | null | null |
32502a1f-fbe4-4d3a-9a67-7c4a83be98c0 | 2025-05-13T17:34:27 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: SQL Injection detected from 218.153.86.196 targeting 183.115.250.39 No additional info | {
"geo_location": "Venezuela",
"device_hash": "2378a3e010aae7439d736f372efe53c0b9a4efe810447d9c218d82c4eab36e31",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; mai-IN) AppleWebKit/535.45.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6535.45.2",
"session_id": "4696d390-5570-4cf3-b9ea-ae1ac13b27bd",
"risk_score": 29.02,
"confidence": 0.43
} | 218.153.86.196 | 183.115.250.39 | SQL Injection | SIG-4096 | Exploit | No additional info | Snort Alert: SQL Injection detected from 218.153.86.196 targeting 183.115.250.39 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b35963ae-036a-40fe-bef5-d8eebdb8ad2d | 2025-02-22T04:06:25 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in AWS by cody86 MITRE Technique: T1053.005 noise=4D73CADE | {
"geo_location": "Ireland",
"device_hash": "0ee5a30104b0ecc0e3a5191dce9463ac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.1)",
"session_id": "50481ed1-e037-434e-8b2f-544c57ecbf53",
"risk_score": 24.07,
"confidence": 0.89
} | null | null | null | null | null | MITRE Technique: T1053.005 | Cloud storage_access in AWS by cody86 MITRE Technique: T1053.005 | storage_access | null | null | cody86 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-a5bba104 |
ce37a2d2-24eb-4787-8677-f95c5f3d8dea | 2025-02-04T03:10:36 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: Cloud API Abuse detected from 34.209.97.100 targeting N/A MITRE Technique: T1190 noise=tag | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "64d09efa19b458dc4141ace8b247b06e4ec3ddc0fbd34e55838518e0ab1c1207",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.46.6 (KHTML, like Gecko) Version/5.0.2 Safari/531.46.6",
"session_id": "4ce0ca01-4409-4ca5-9d2b-686c0224a3df",
"risk_score": 100,
"confidence": 0.91
} | 34.209.97.100 | N/A | Cloud API Abuse | SIG-4345 | Exploit | MITRE Technique: T1190 | Suricata Alert: Cloud API Abuse detected from 34.209.97.100 targeting N/A MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e38c015-0489-4198-97b7-258d4a780d7b | 2025-05-16T01:47:52 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by holly58 No additional info | {
"geo_location": "Palau",
"device_hash": "45c340d086146f0278331d7ae28d7be3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.37.7 (KHTML, like Gecko) Version/4.0.1 Safari/532.37.7",
"session_id": "aa2b6a42-5fc4-4b8f-b81a-a2c206225f38",
"risk_score": 77.57,
"confidence": 0.31
} | null | null | null | null | null | No additional info | AI system adversarial_input by holly58 No additional info | adversarial_input | null | null | holly58 | null | null | null | {
"baseline_deviation": 1.75,
"entropy": 4.86,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-b09df8e0 | 58b44ae155770d427c9821c828842b41 | 7bebf72d32ee08f7e19f75b227749985 | null | null |
8940a0cd-4b17-4995-bd5f-7ab9f834514e | 2025-02-09T03:48:44 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for brownnathaniel via password from 209.11.244.199 No additional info | {
"geo_location": "Myanmar",
"device_hash": "145f422ebf428c72c715bd2395f840de200363ab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.1)",
"session_id": "845c413d-f490-4f27-93a1-3960cfb11080",
"risk_score": 50.68,
"confidence": 0.65
} | 209.11.244.199 | null | null | null | null | No additional info | Auth bypass for brownnathaniel via password from 209.11.244.199 No additional info | bypass | null | null | brownnathaniel | null | null | null | null | null | null | null | null | null | null | password | c8:ac:6b:60:d5:6c | null | null | null | null | null |
22b1a7c1-21c1-4ba4-93f5-95281159272d | 2025-04-07T17:53:24 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "China",
"device_hash": "3798e07632a378639d8d8a499b782076410f0a6a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "b9f3fc58-9cb9-4985-ad55-5e9e49eed334",
"risk_score": 44.09,
"confidence": 0.98
} | null | null | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-8521a57e | 7.5 | null | null | null | null | null | null | null | null | null | null |
d50a122f-549e-461e-9864-b0550a693be8 | 2025-02-12T15:01:53 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by lauraarcher Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Yemen",
"device_hash": "afa423a6e61a0d2bba1fde28a4d47b6722bb2eff0ef8b5b45038c3e2abe997f1",
"user_agent": "Opera/9.68.(X11; Linux x86_64; sq-AL) Presto/2.9.184 Version/11.00",
"session_id": "3842ed57-daf9-4486-ba5e-5885b9aec57d",
"risk_score": 48.13,
"confidence": 0.14
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | AI system membership_inference by lauraarcher Unconventional IOC: Unusual DNS TXT records | membership_inference | null | null | lauraarcher | null | null | null | null | null | null | null | null | null | null | null | null | model-c3f12f7b | 6d776aa3195425c41055fbea22521a6a | a4b2206eff1b76bb9f8ad604a44ef505 | null | null |
8eeae029-51d5-4f66-9c9f-1d1c6f43f98d | 2027-06-15T00:31:38 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Alibaba by thompsonbenjamin Associated Threat Actor: APT35 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "a4b97c593ae1b1fcd58d3504446766cc",
"user_agent": "Opera/9.28.(Windows NT 6.1; nl-NL) Presto/2.9.166 Version/12.00",
"session_id": "04ce19c1-0cad-428b-a8df-77f5aede3b08",
"risk_score": 74.6,
"confidence": 0.84
} | null | null | null | null | null | Associated Threat Actor: APT35 | Cloud lambda_execution in Alibaba by thompsonbenjamin Associated Threat Actor: APT35 | lambda_execution | null | null | thompsonbenjamin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-d52b64ed |
a93a408d-facc-4b76-8e36-9c454ddbab60 | 2025-01-28T04:14:28 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: AI Model Poisoning detected from 56.53.175.52 targeting 158.47.103.26 MITRE Technique: T1547.001 | {
"geo_location": "Azerbaijan",
"device_hash": "a7b6147e5d9612687443638850859defa15400fc",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; km-KH; rv:1.9.2.20) Gecko/3938-11-18 15:15:08 Firefox/7.0",
"session_id": "3031f56e-56ff-4134-99ff-0428766d1fd7",
"risk_score": 78.53,
"confidence": 0.27
} | 56.53.175.52 | 158.47.103.26 | AI Model Poisoning | SIG-5461 | Malware | MITRE Technique: T1547.001 | Carbon Black Alert: AI Model Poisoning detected from 56.53.175.52 targeting 158.47.103.26 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
679df110-ad0a-4366-b416-366a990a946c | 2025-03-20T03:06:23 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Alibaba by wilsonmary No additional info | {
"geo_location": "Yemen",
"device_hash": "d68fb6cf9f79053486bfa727448242cd9b7963b90df1da682ce455c0b7a77bda",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/26.0.871.0 Safari/534.0",
"session_id": "9fdad41c-dc04-4e2a-a32c-2b3d64bfca79",
"risk_score": 43.57,
"confidence": 0.98
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by wilsonmary No additional info | lambda_execution | null | null | wilsonmary | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-a2c9ef35 |
38cea24a-f16f-4225-a80f-3d720ad0a829 | 2025-03-23T08:42:36 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by robert35 No additional info noise=what|with|enter | {
"geo_location": "Senegal",
"device_hash": "7ace21762b870bfea8160e77eb32ab99",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.0)",
"session_id": "1b9e574b-3afb-4135-bb71-0ab32733e2c7",
"risk_score": 46.39,
"confidence": 0.22
} | null | null | null | null | null | No additional info | AI system prompt_injection by robert35 No additional info | prompt_injection | null | null | robert35 | null | null | null | null | null | null | null | null | null | null | null | null | model-15e85d50 | 58889232f66f19134aa3df563d30b3602e34d1dc3c0d5ac759271dead260eb3d | 0025fffc30b5aa1a97e45da453d95b8fcf1d87d9 | null | null |
06bb7cf8-d4b8-417b-97f7-25d53058e914 | 2025-02-02T06:06:33 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTPS traffic from 7.106.21.12:56761 to 17.34.31.214:431 MITRE Technique: T1053.005 | {
"geo_location": "Cambodia",
"device_hash": "1dd6bda8b779fcd83851ac93f2f99afa07fef02edc3b64f1b55a71074b62b8a5",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.2) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/36.0.817.0 Safari/533.0",
"session_id": "0fd10d5e-091a-401d-bcb6-b7f5dfee3cd7",
"risk_score": 34.87,
"confidence": 0.89
} | 7.106.21.12 | 17.34.31.214 | null | null | null | MITRE Technique: T1053.005 | Firewall allow HTTPS traffic from 7.106.21.12:56761 to 17.34.31.214:431 MITRE Technique: T1053.005 | allow | 886,284 | HTTPS | null | null | null | null | null | null | null | null | 56,761 | 431 | 1,494 | null | null | null | null | null | null | null |
210a1fae-c21b-495e-a7a3-6b0ecb69e458 | 2025-03-15T23:06:07 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in OCI by jack20 MITRE Technique: T1190 | {
"geo_location": "Guatemala",
"device_hash": "ca8743f18b64ce1f83e0d697fdf518bd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "7cee74fe-7f6a-4355-adc2-63f140afc475",
"risk_score": 64.75,
"confidence": 0.67
} | null | null | null | null | null | MITRE Technique: T1190 | Cloud storage_access in OCI by jack20 MITRE Technique: T1190 | storage_access | null | null | jack20 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-f883587d |
4ee3b8c0-efbb-4c61-89e8-a5b75c727e14 | 2025-06-16T09:46:30 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Port Scan detected from 199.13.105.115 targeting 101.164.253.187 No additional info | {
"geo_location": "Bahamas",
"device_hash": "825a01920a8b42dab6cfc0a4e4bbed803533593fb1f042ca6f167e7525724945",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/3.0)",
"session_id": "843cf3a8-bfee-49f7-ad9e-a0275acadb4a",
"risk_score": 67.66,
"confidence": 0.83
} | 199.13.105.115 | 101.164.253.187 | Port Scan | SIG-8690 | Evasion | No additional info | Wazuh Alert: Port Scan detected from 199.13.105.115 targeting 101.164.253.187 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
18dd8fe7-c109-4dcc-8222-d1eb87fe26c9 | 2025-03-07T20:41:35 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny DNS traffic from 55.213.195.50:380 to 200.180.125.74:340 No additional info | {
"geo_location": "Slovenia",
"device_hash": "74a57710afc6571ca59c840701fc98da",
"user_agent": "Opera/9.12.(X11; Linux x86_64; ik-CA) Presto/2.9.184 Version/11.00",
"session_id": "47ceaf65-6c9a-4f41-9e25-c04735b2ba1b",
"risk_score": 55.72,
"confidence": 0.21
} | 55.213.195.50 | 200.180.125.74 | null | null | null | No additional info | Firewall deny DNS traffic from 55.213.195.50:380 to 200.180.125.74:340 No additional info | deny | 492,884 | DNS | null | null | null | null | null | null | null | null | 380 | 340 | 1,213 | null | null | null | null | null | null | null |
39003bff-1231-4760-80ed-cd03799761a5 | 2025-04-14T06:10:41 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth timeout for nburch via password from 61.237.78.41 No additional info | {
"geo_location": "Mayotte",
"device_hash": "a79200c3a22888fe9a15e83174b32b68",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_0; rv:1.9.4.20) Gecko/7419-01-07 21:51:03 Firefox/3.6.9",
"session_id": "cb10c6d2-909a-4513-9295-f87f7ce8734c",
"risk_score": 41.27,
"confidence": 0.04
} | 61.237.78.41 | null | null | null | null | No additional info | Auth timeout for nburch via password from 61.237.78.41 No additional info | timeout | null | null | nburch | null | null | null | null | null | null | null | null | null | null | password | 0b:58:19:8d:aa:c6 | null | null | null | null | null |
3be33978-a497-4af2-86e9-75687a0bce19 | 2025-03-12T18:33:16 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: Domain Fronting detected from 112.125.60.136 targeting 162.46.103.65 No additional info | {
"geo_location": "Grenada",
"device_hash": "712a1677a893798ef21bad122099abaf220c6c312de5124b670d2e386491eec3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/15.0.839.0 Safari/532.0",
"session_id": "f119a937-a34e-4a3c-a181-50bc08c7facc",
"risk_score": 30.15,
"confidence": 0.06
} | 112.125.60.136 | 162.46.103.65 | Domain Fronting | SIG-7940 | Exploit | No additional info | Elastic SIEM Alert: Domain Fronting detected from 112.125.60.136 targeting 162.46.103.65 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f1b83c8-4875-4054-b074-e5ebd5ae2a55 | 2025-04-22T21:17:03 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: MFA Bypass detected from 170.122.14.251 targeting 66.142.9.52 MITRE Technique: T1566.001 noise=S2V5Lg== | {
"geo_location": "Italy",
"device_hash": "0938c91a3375c7857cb9b8bf8b7f47c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "142862be-b1ef-4481-a646-f1dcbaf408a4",
"risk_score": 19.01,
"confidence": 0.55
} | 170.122.14.251 | 66.142.9.52 | MFA Bypass | SIG-8837 | Malware | MITRE Technique: T1566.001 | Tanium Alert: MFA Bypass detected from 170.122.14.251 targeting 66.142.9.52 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 |
d7f787bd-d07c-4e78-b10e-21652de4a945 | 2025-06-29T21:57:31 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Alibaba by kenneth00 No additional info | {
"geo_location": "North Korea",
"device_hash": "4d1a6280577681fd8bcbef3d949e3271a32dc075da56947ce642073d7935bb8e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.13.1 (KHTML, like Gecko) Version/5.0.5 Safari/533.13.1",
"session_id": "3ae11c5c-f777-436c-bf34-cd27218175bb",
"risk_score": 33.77,
"confidence": 0.26
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Alibaba by kenneth00 No additional info | permission_escalation | null | null | kenneth00 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-2d753bcf |
366dbbc8-06c3-44f3-b460-3de5e9a649bb | 2025-02-05T22:57:35 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system model_access by ydavis No additional info noise=RGlyZWN0aW9uLg== | {
"geo_location": "Netherlands",
"device_hash": "32478ba2e50e078d4c34212fdc8f3be5a8eb8e6f1505c9a2723fb55253905d86",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/5.0)",
"session_id": "3aa61cb6-8543-4e3d-9ae6-ea2974d739b5",
"risk_score": 77.99,
"confidence": 0.32
} | null | null | null | null | null | No additional info | AI system model_access by ydavis No additional info | model_access | null | null | ydavis | null | null | null | null | null | null | null | null | null | null | null | null | model-bf95db0c | b09b2d63d78a2fb1936d4622d9365fa7 | 4af8cd54236eb9be045ed72596772dab | null | null |
bdbaf288-f210-4d3f-bcc8-06fd00bdcfb0 | 2025-05-03T17:44:19 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Supply Chain Compromise detected from 135.216.151.232 targeting 153.224.207.68 No additional info | {
"geo_location": "Congo",
"device_hash": "cde8d9014ac72743dfef8e1daa7c87cde7f591432db4baf0b04c72a084a72c56",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; yi-US) AppleWebKit/535.41.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.41.6",
"session_id": "9580cdf9-a78f-480d-bff8-a7958423a1e6",
"risk_score": 4.59,
"confidence": 0.61
} | 135.216.151.232 | 153.224.207.68 | Supply Chain Compromise | SIG-6024 | Recon | No additional info | CrowdStrike Alert: Supply Chain Compromise detected from 135.216.151.232 targeting 153.224.207.68 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b06ce89d-ea81-40ed-9685-64506c03ccab | 2025-02-01T04:56:19 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: Zero-Day Exploit detected from 32.75.4.244 targeting 10.230.24.50 No additional info | {
"geo_location": "Somalia",
"device_hash": "058e6c176877a831edf542545f84b08d72be96aa",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.50.1 (KHTML, like Gecko) Version/4.0.1 Safari/533.50.1",
"session_id": "4ad34646-7df3-4b6c-8b5d-93453266ec3a",
"risk_score": 27.51,
"confidence": 0.42
} | 32.75.4.244 | 10.230.24.50 | Zero-Day Exploit | SIG-8750 | Malware | No additional info | Microsoft Sentinel Alert: Zero-Day Exploit detected from 32.75.4.244 targeting 10.230.24.50 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.48,
"entropy": 4.97,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
057a03ed-280c-4874-a44f-25f0253ce18b | 2025-06-15T18:55:39 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in GCP by welchsarah MITRE Technique: T1574.002 | {
"geo_location": "Samoa",
"device_hash": "b6a0a9c9e2401ea85dc75e4446ce78aa93205470f2b63fb8155804c480c4b623",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; lzh-TW; rv:1.9.1.20) Gecko/6869-04-09 12:51:12 Firefox/12.0",
"session_id": "522df01f-4d08-4edd-a8ec-938d047b998a",
"risk_score": 63.2,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud storage_access in GCP by welchsarah MITRE Technique: T1574.002 | storage_access | null | null | welchsarah | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-9fe9d9f0 |
cfdc012d-942f-4dff-b11c-447346714497 | 2025-02-12T13:51:24 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 151.14.184.179 to 169.30.252.173 MITRE Technique: T1543.003 | {
"geo_location": "Romania",
"device_hash": "c5f075d87605e905269694b1f42239a2bc4979929d913cbf9f70a1b7e912ca49",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9782-06-22 15:40:10 Firefox/3.8",
"session_id": "d771f7e8-df15-43e6-90a2-bbe826a952fe",
"risk_score": 44.51,
"confidence": 0.76
} | 151.14.184.179 | 169.30.252.173 | null | null | null | MITRE Technique: T1543.003 | Network protocol_anomaly from 151.14.184.179 to 169.30.252.173 MITRE Technique: T1543.003 | protocol_anomaly | 568,936 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41617a52-352a-4ddf-9f12-219170b443a6 | 2025-03-18T20:49:38 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth timeout for emily30 via biometric from 74.186.200.96 No additional info | {
"geo_location": "Seychelles",
"device_hash": "47f2eb10b04bb3811da038ddfea4f67bbb6a567d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.23.3 (KHTML, like Gecko) Version/4.0.4 Safari/531.23.3",
"session_id": "f682d04b-cac8-4e75-9718-f1be5078e21f",
"risk_score": 65.78,
"confidence": 0.55
} | 74.186.200.96 | null | null | null | null | No additional info | Auth timeout for emily30 via biometric from 74.186.200.96 No additional info | timeout | null | null | emily30 | null | null | null | null | null | null | null | null | null | null | biometric | 5e:2a:46:c7:7e:1d | null | null | null | null | null |
78cb82b8-e176-4d5f-b0b1-92466d8765dd | 2025-05-12T09:39:09 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Azure by gonzalezmichael MITRE Technique: T1071.001 | {
"geo_location": "Israel",
"device_hash": "82704de0d37bf100214013cbece1da51de915123b132dbf662e90d4f68bf4f13",
"user_agent": "Opera/8.32.(X11; Linux i686; sd-PK) Presto/2.9.161 Version/11.00",
"session_id": "e54a25be-3562-40ce-9b80-130f6dcb9e50",
"risk_score": 33.66,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1071.001 | Cloud storage_access in Azure by gonzalezmichael MITRE Technique: T1071.001 | storage_access | null | null | gonzalezmichael | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-a6d78850 |
770904f5-2363-4713-81c0-4ca2ed23d940 | 2025-03-27T21:04:30 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /star/lead.webm by martinrachel No additional info noise=3ED8486D | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "ddf280af8af2b1e197eee43fa55dc176",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/60.0.838.0 Safari/535.1",
"session_id": "e7aece64-dea7-4fec-85db-d3a1eb4a2197",
"risk_score": 77.44,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /star/lead.webm by martinrachel No additional info | persistence_mechanism | null | null | martinrachel | /star/lead.webm | 9,960 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cf9c9951-5727-4414-bee4-a322bcb965ef | 2025-07-05T17:44:35 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth success for johnsonjessica via MFA from 72.134.60.204 No additional info | {
"geo_location": "Mongolia",
"device_hash": "14e37f1a2b76bb32cecb94417512b10a53548656",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/37.0.832.0 Safari/533.0",
"session_id": "8759f968-9676-4bb3-a762-f41b85282a2a",
"risk_score": 29.18,
"confidence": 0.02
} | 72.134.60.204 | null | null | null | null | No additional info | Auth success for johnsonjessica via MFA from 72.134.60.204 No additional info | success | null | null | johnsonjessica | null | null | null | null | null | null | null | null | null | null | MFA | b5:f9:b0:5c:0d:4f | null | null | null | null | null |
553f7950-d361-4561-a5de-992590b2c55b | 2025-05-23T13:32:33 | firewall | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 82.114.191.165:56980 to 174.191.5.71:204 MITRE Technique: T1566.001 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Cote d'Ivoire",
"device_hash": "3f37412b3f8a904c24f88303e5d2d14bf53dab4063d81ba05db702a98bcb3135",
"user_agent": "Opera/9.42.(X11; Linux x86_64; mi-NZ) Presto/2.9.170 Version/12.00",
"session_id": "575ced86-ef62-4770-97a2-d8ec2ba7b4da",
"risk_score": 53.64,
"confidence": 0.17
} | 82.114.191.165 | 174.191.5.71 | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: Bios timestamp anomalies | Firewall deny RDP traffic from 82.114.191.165:56980 to 174.191.5.71:204 MITRE Technique: T1566.001 | Unconventional IOC: Bios timestamp anomalies | deny | 933,099 | RDP | null | null | null | null | null | null | null | null | 56,980 | 204 | 2,682 | null | null | null | null | null | null | null |
9290ab79-acfb-4b8c-917a-10b2306c1795 | 2025-01-18T18:59:45 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism yeah by vmiller MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | Unconventional IOC: UEFI variable tampering | {
"geo_location": "China",
"device_hash": "b94f1eccbea9485a5d3ae2eb40b5622bb2fe4db3",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "f17de6d7-0610-49b9-b2dc-536c886d55dd",
"risk_score": 65.6,
"confidence": 0.16
} | null | null | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | Unconventional IOC: UEFI variable tampering | Endpoint persistence_mechanism yeah by vmiller MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | Unconventional IOC: UEFI variable tampering | persistence_mechanism | null | null | vmiller | yeah | 3,333 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9dbeea9e-fffd-445d-bfbf-a6e287bdef33 | 2025-01-16T22:02:15 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /different/produce.html by crosbynancy Associated Threat Actor: APT38 | {
"geo_location": "Luxembourg",
"device_hash": "a2786cc1d213fa3c92573eabdf9daa2b9c93b056",
"user_agent": "Opera/8.66.(X11; Linux x86_64; et-EE) Presto/2.9.187 Version/12.00",
"session_id": "5fdbb655-0efd-47da-9c45-44d1500a52cf",
"risk_score": 49.14,
"confidence": 0.02
} | null | null | null | null | null | Associated Threat Actor: APT38 | Endpoint file_access /different/produce.html by crosbynancy Associated Threat Actor: APT38 | file_access | null | null | crosbynancy | /different/produce.html | 107 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
03355a69-64bd-4186-8ff3-4c8ae7d22a4e | 2025-04-17T04:27:27 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Alibaba by obrienlisa No additional info | {
"geo_location": "Gabon",
"device_hash": "16ef86c0df89c9430d7ae95173787ef75138d40dcfe9962b20837ee7a89d5274",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/8707-04-15 17:47:01 Firefox/3.6.11",
"session_id": "d7dd023e-acf3-44b4-837c-a435efe0a981",
"risk_score": 42.32,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Alibaba by obrienlisa No additional info | crypto_mining | null | null | obrienlisa | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-fa5b6ccd |
c52d9e5d-0d40-4a90-b2d8-9d2fa5c4548d | 2025-04-12T06:41:38 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Medical side_channel MITRE Technique: T1110.003 | {
"geo_location": "North Korea",
"device_hash": "79189b1e81cdcae08115707ea4b014cf",
"user_agent": "Opera/9.27.(Windows NT 5.1; yi-US) Presto/2.9.169 Version/10.00",
"session_id": "48a81607-7d59-40ef-88b4-e74e8ba64b31",
"risk_score": 51.92,
"confidence": 0.11
} | null | null | null | null | null | MITRE Technique: T1110.003 | IoT device Medical side_channel MITRE Technique: T1110.003 | side_channel | null | null | null | null | null | null | null | Medical | iot-8c90fe91 | 2.6 | null | null | null | null | null | null | null | null | null | null |
c7ee31a2-61e6-4d0d-9d6f-8211300acd68 | 2025-06-16T13:04:57 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth locked for elizabeth75 via MFA from 126.160.35.15 MITRE Technique: T1486 | {
"geo_location": "Singapore",
"device_hash": "c3e13b5f3b60f6bbf868b964dd746c9c4ca52158b876f437c7f99ea8d46f6314",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "44853eee-fcff-49b4-b96b-a3b1f0f6ee07",
"risk_score": 66.21,
"confidence": 0.62
} | 126.160.35.15 | null | null | null | null | MITRE Technique: T1486 | Auth locked for elizabeth75 via MFA from 126.160.35.15 MITRE Technique: T1486 | locked | null | null | elizabeth75 | null | null | null | null | null | null | null | null | null | null | MFA | 17:48:d4:39:2c:0f | null | null | null | null | null |
f7e60a1b-6a95-4691-aae5-b4a3beb07f77 | 2025-06-24T12:49:27 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by robertarmstrong No additional info | {
"geo_location": "Eritrea",
"device_hash": "e635cadd9690327e7a6b28703cd85f89cfef49f87c69a5602c2ba8c132266463",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.0)",
"session_id": "4864fb41-df8d-406f-9a2e-7d8729b60866",
"risk_score": 74.69,
"confidence": 0.95
} | null | null | null | null | null | No additional info | AI system membership_inference by robertarmstrong No additional info | membership_inference | null | null | robertarmstrong | null | null | null | null | null | null | null | null | null | null | null | null | model-6d29b811 | 6bc9f688252272b871ab620b67552bd4d2936e02 | 4a46c3862932e8c7b23851b4dc6db8b4a0a8abeef584ebeb220dfbc3bb2d3c00 | null | null |
7751b50e-6e81-4dd0-94b5-d93603882a55 | 2025-04-27T07:59:40 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall drop SSH traffic from 18.204.231.238:13023 to 48.90.85.43:718 MITRE Technique: T1059.001 | {
"geo_location": "Cambodia",
"device_hash": "e0ba5c8305edce1fc79844390bdf36fc35f5fd8c273772447b80321332c36714",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_8) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/46.0.877.0 Safari/534.1",
"session_id": "e0d493f8-fbc0-478f-8281-3952d478d66a",
"risk_score": 33.47,
"confidence": 0.7
} | 18.204.231.238 | 48.90.85.43 | null | null | null | MITRE Technique: T1059.001 | Firewall drop SSH traffic from 18.204.231.238:13023 to 48.90.85.43:718 MITRE Technique: T1059.001 | drop | 140,474 | SSH | null | null | null | null | null | null | null | null | 13,023 | 718 | 3,427 | null | null | null | null | null | null | null |
a700c8d4-56b9-4cf8-a409-781c508c78e3 | 2025-02-09T18:13:07 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /house/community.css by bkoch MITRE Technique: T1547.001 noise=language|parent|themselves | {
"geo_location": "Russian Federation",
"device_hash": "0f655340137d53b2850e8047f6466c491f97251b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/5.1)",
"session_id": "3859b84d-d729-43aa-af1d-9bf7b2cfca6c",
"risk_score": 41.6,
"confidence": 0.06
} | null | null | null | null | null | MITRE Technique: T1547.001 | Endpoint file_access /house/community.css by bkoch MITRE Technique: T1547.001 | file_access | null | null | bkoch | /house/community.css | 2,227 | svchost.exe | {
"baseline_deviation": 1.48,
"entropy": 7.8,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
c0534f76-14b2-4a65-a786-d45762d83589 | 2025-06-17T00:29:02 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network disconnection from 201.240.113.71 to 124.80.223.70 Unconventional IOC: TPM attestation failures | {
"geo_location": "Egypt",
"device_hash": "1c6102f149254fb0707b57afde35c43f",
"user_agent": "Opera/9.14.(X11; Linux i686; fil-PH) Presto/2.9.176 Version/12.00",
"session_id": "07c73c14-b0c0-4a1e-a970-53e2133dfa33",
"risk_score": 56.27,
"confidence": 0.87
} | 201.240.113.71 | 124.80.223.70 | null | null | null | Unconventional IOC: TPM attestation failures | Network disconnection from 201.240.113.71 to 124.80.223.70 Unconventional IOC: TPM attestation failures | disconnection | 558,079 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
184e1351-7cbf-4def-8096-122fa9730400 | 2025-06-16T20:51:31 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by amy72 No additional info | {
"geo_location": "Israel",
"device_hash": "159311bc2097b0ed1ec4b84ec71f733c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "bd0808d6-fd0d-4cd2-8e6e-a408f3ee2a69",
"risk_score": 87.31,
"confidence": 0.68
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by amy72 No additional info | training_data_poisoning | null | null | amy72 | null | null | null | null | null | null | null | null | null | null | null | null | model-f9bb4992 | ae389d70382fa74cf36383a304550038eb5db361cf915a3090b4c51e001383ae | 45db5adefef6ee35919fe17c0184af96 | null | null |
037421d8-e755-4f06-afe3-f0f082c64e54 | 2025-01-13T09:12:06 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: Domain Fronting detected from 183.10.73.227 targeting 138.216.170.67 MITRE Technique: T1547.001 | {
"geo_location": "Nicaragua",
"device_hash": "06151f4515bb560da6cc06563f1796dd7b98b199",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/21.0.818.0 Safari/536.2",
"session_id": "5a30d8bc-091d-45c2-b07d-8133318ea9df",
"risk_score": 39.86,
"confidence": 0.67
} | 183.10.73.227 | 138.216.170.67 | Domain Fronting | SIG-1741 | Evasion | MITRE Technique: T1547.001 | Carbon Black Alert: Domain Fronting detected from 183.10.73.227 targeting 138.216.170.67 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f61033c3-05eb-46c5-9ff5-5eea824275a6 | 2025-03-09T20:07:54 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by bmorgan No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "ef3b037595a93cc883b4b5075c88d49da5dd0a91",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:48.0) Gecko/48.0 Firefox/48.0",
"session_id": "57f0ead6-f0b3-4d58-8ac0-ac61081c0fb8",
"risk_score": 68.57,
"confidence": 0.57
} | null | null | null | null | null | No additional info | AI system model_access by bmorgan No additional info | model_access | null | null | bmorgan | null | null | null | null | null | null | null | null | null | null | null | null | model-1d95b2f3 | d1c4f5e71140a50870e1f1f6573dc8cc3a164fb626e4ba24705e7843e3cf4672 | a78075d6ca4af542eef7bdd47a03612f | null | null |
4a8af836-7efe-481d-8ea1-8c2f0e17dd64 | 2025-07-08T15:58:46 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by vgarcia MITRE Technique: T1543.003 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Thailand",
"device_hash": "a839ab48468e1cb66ac76b26e8df38deeb5f66ee24540727e7bf37a69362bc50",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/29.0.859.0 Safari/535.2",
"session_id": "71994ff5-4912-43e6-840c-acc8bbdb3bda",
"risk_score": 66.79,
"confidence": 0.05
} | null | null | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: BlueNoroff | AI system model_inversion by vgarcia MITRE Technique: T1543.003 | Associated Threat Actor: BlueNoroff | model_inversion | null | null | vgarcia | null | null | null | null | null | null | null | null | null | null | null | null | model-5cf4c98c | 485acaf3bd11c916d78502d7ac9434bb6f213cb8 | 6c2faacd9866f6a9442cf73feeac17fd | null | null |
b7230fa0-7ef7-4fbf-ba8a-05d2e75b09ad | 2025-05-04T22:21:31 | endpoint | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /set/politics.html by kramercassandra No additional info | {
"geo_location": "Cook Islands",
"device_hash": "54d56d6b21f2c832a286ea78aec3f4e3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.17.7 (KHTML, like Gecko) Version/4.0.4 Safari/531.17.7",
"session_id": "015a23df-845b-451d-b36c-b4cbd1edfe05",
"risk_score": 45.89,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Endpoint process_stop /set/politics.html by kramercassandra No additional info | process_stop | null | null | kramercassandra | /set/politics.html | 5,536 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
16ead36a-53b5-49ba-b160-18cffab0dd87 | 2025-07-10T10:31:19 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC unusual_activity Associated Threat Actor: Wizard Spider noise=V2VzdGVybi4= | {
"geo_location": "Somalia",
"device_hash": "dc9d4a20e381c7ad7dc7098c050d2e283d5e156d6c4af302aeaddcfa9a7081bb",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/13.1p5686.0 Mobile/81Z683 Safari/532.1",
"session_id": "75620412-872e-4399-af39-b5fa17e9bbbb",
"risk_score": 67.88,
"confidence": 0.89
} | null | null | null | null | null | Associated Threat Actor: Wizard Spider | IoT device HVAC unusual_activity Associated Threat Actor: Wizard Spider | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-076699cd | 7.6 | null | null | null | null | null | null | null | null | null | null |
9933cb15-3572-4edb-a830-891a30ce1bdc | 2025-04-11T18:16:18 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Port Scan detected from 86.21.8.106 targeting N/A MITRE Technique: T1110.003 | {
"geo_location": "Mexico",
"device_hash": "5c1a4614af16ae8deb628f9f68104d90",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/42.0.882.0 Safari/531.1",
"session_id": "b5752291-3a08-47c7-ad25-f18fd7fe6497",
"risk_score": 72.78,
"confidence": 0.31
} | 86.21.8.106 | N/A | Port Scan | SIG-7605 | Exploit | MITRE Technique: T1110.003 | Trellix Alert: Port Scan detected from 86.21.8.106 targeting N/A MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86468a6c-bdfe-49b7-a86a-7f69fd2d304e | 2025-03-05T21:28:35 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by mackmatthew No additional info | {
"geo_location": "Botswana",
"device_hash": "152997d390548d43ec661ec54c6e55672bb93989",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_3 rv:5.0; my-MM) AppleWebKit/534.25.6 (KHTML, like Gecko) Version/4.0.1 Safari/534.25.6",
"session_id": "cf6edb79-c154-4160-a25f-ae9c9a488938",
"risk_score": 70.75,
"confidence": 0.64
} | null | null | null | null | null | No additional info | AI system membership_inference by mackmatthew No additional info | membership_inference | null | null | mackmatthew | null | null | null | null | null | null | null | null | null | null | null | null | model-e24560fa | 78ab22ba2fca74112e5172a2aff56cbc8ac70db3a7369f5c2d04ba9a4c70da0a | ab18a5022783e96ee4eb9354f75d2b43280511183f274fab39a69722583ea0bd | null | null |
27d4b7b8-f35c-40d5-8b7e-f9278369c8ef | 2025-05-30T08:49:42 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for michaelfisher via password from 214.28.246.9 No additional info noise=2E9402CB | {
"geo_location": "Iraq",
"device_hash": "7eaa7b519a2bb0d87d412021f0a36faf",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/52.0.835.0 Mobile/66V095 Safari/535.0",
"session_id": "e57ca606-30cc-49ff-94bc-f734b3ea996c",
"risk_score": 71.45,
"confidence": 0.07
} | 214.28.246.9 | null | null | null | null | No additional info | Auth challenge for michaelfisher via password from 214.28.246.9 No additional info | challenge | null | null | michaelfisher | null | null | null | null | null | null | null | null | null | null | password | 94:79:e4:97:a5:9a | null | null | null | null | null |
8a369287-fcfb-4f35-8746-6772757c16ae | 2025-05-11T06:58:26 | cloud | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in OCI by josephharry No additional info | {
"geo_location": "Benin",
"device_hash": "6d1fa1fd2653226f057afd709b64c4c59b401dc0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "2d61cca5-5246-4798-817c-2c4a8d3455a7",
"risk_score": 40.41,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Cloud permission_escalation in OCI by josephharry No additional info | permission_escalation | null | null | josephharry | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-ad063199 |
82d5c9d6-c726-4966-bb87-70cc53ad0ef2 | 2025-03-13T16:44:14 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /yes/purpose.txt by vwhitehead No additional info | {
"geo_location": "Brazil",
"device_hash": "9b160f3a15e3c4a14982491d948431ff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.0)",
"session_id": "e0f8684a-fa97-4aee-bc49-7e4eb9fa314a",
"risk_score": 55.41,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Endpoint file_access /yes/purpose.txt by vwhitehead No additional info | file_access | null | null | vwhitehead | /yes/purpose.txt | 474 | cmd.exe | {
"baseline_deviation": 2.03,
"entropy": 3.58,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
88837dcf-e7e1-4e28-a561-1443520d4692 | 2025-01-23T07:00:20 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: ICS Attack detected from 197.21.5.222 targeting 56.246.72.87 Associated Threat Actor: Mustang Panda | {
"geo_location": "Macao",
"device_hash": "57930057969bcdb6fce64054aee08598cba1a5144a71a64dcb6098d63de9e5a8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.1)",
"session_id": "370fe3ee-c3f7-4908-af0e-405c68824fc4",
"risk_score": 64.61,
"confidence": 0.6
} | 197.21.5.222 | 56.246.72.87 | ICS Attack | SIG-6527 | Evasion | Associated Threat Actor: Mustang Panda | Trellix Alert: ICS Attack detected from 197.21.5.222 targeting 56.246.72.87 Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
894ff9f0-7682-4a1a-bc86-df8b0c0df39e | 2025-01-20T03:38:18 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for lhernandez via SAML from 71.9.90.62 No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "8e6148fd5cb61883d51deb5cc4a63a5b8d17fc552d02d929600ab5acba69053a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.1)",
"session_id": "ac85fe7a-f3bc-4581-87a2-668312ea8736",
"risk_score": 79.99,
"confidence": 0.97
} | 71.9.90.62 | null | null | null | null | No additional info | Auth bypass for lhernandez via SAML from 71.9.90.62 No additional info | bypass | null | null | lhernandez | null | null | null | null | null | null | null | null | null | null | SAML | 1a:db:67:dd:b4:d2 | null | null | null | null | null |
4ecd9698-8b45-4712-978f-84a8cfebc9e0 | 2025-04-17T22:48:52 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for simskevin via OAuth from 135.230.16.99 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "1f897540b91b56b74fedf9d32e5b0e5ed72789ef",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/40.0.826.0 Safari/536.1",
"session_id": "50002053-68cf-4fd7-ac74-4b67c3bf5cc6",
"risk_score": 17.7,
"confidence": 0.85
} | 135.230.16.99 | null | null | null | null | No additional info | Auth challenge for simskevin via OAuth from 135.230.16.99 No additional info | challenge | null | null | simskevin | null | null | null | null | null | null | null | null | null | null | OAuth | e1:13:24:a7:cd:c3 | null | null | null | null | null |
e4f23d83-a96c-4763-beb1-4e32634e7e5d | 2025-05-10T13:20:14 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 103.254.126.114 to 27.6.52.236 No additional info | {
"geo_location": "Liberia",
"device_hash": "98dd7bc1eee11999d34136bc715c9c9e97924479df0d4a0ede11354ffc757709",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; as-IN; rv:1.9.0.20) Gecko/9753-11-25 23:34:07 Firefox/3.6.13",
"session_id": "e3c80585-1bea-431f-89fb-2befcd1de953",
"risk_score": 59.35,
"confidence": 0.58
} | 103.254.126.114 | 27.6.52.236 | null | null | null | No additional info | Network covert_channel from 103.254.126.114 to 27.6.52.236 No additional info | covert_channel | 590,191 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
99a9ccb3-075f-4cb6-a82a-661f4f8b928d | 2025-05-12T17:58:37 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor side_channel MITRE Technique: T1110.003 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "241d797860e7a5679ff3988d89a5bea4223b040a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/3.1)",
"session_id": "6730bf42-c822-4b91-8689-9c0038c71455",
"risk_score": 68.04,
"confidence": 0.46
} | null | null | null | null | null | MITRE Technique: T1110.003 | IoT device Sensor side_channel MITRE Technique: T1110.003 | side_channel | null | null | null | null | null | null | null | Sensor | iot-271a1114 | 2.9 | null | null | null | null | null | null | null | null | null | null |
6613ffed-12e0-42ed-b321-bec2cd4f46b9 | 2025-04-12T22:12:20 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTP traffic from 213.106.141.94:699 to 215.44.91.254:120 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "89ee34e16cfbf34573eea2e9ccc310b7c9ec362364cd0f5549d59aa368f58efc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.0)",
"session_id": "02e47f07-1303-46cc-9f49-b7006e4f168d",
"risk_score": 53.39,
"confidence": 0.22
} | 213.106.141.94 | 215.44.91.254 | null | null | null | No additional info | Firewall drop HTTP traffic from 213.106.141.94:699 to 215.44.91.254:120 No additional info | drop | 280,613 | HTTP | null | null | null | null | null | null | null | null | 699 | 120 | 1,214 | null | null | null | null | null | null | null |
824a9926-88f8-4286-9435-9ebc56559084 | 2025-05-26T19:19:56 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network beaconing from 10.100.40.85 to 111.207.26.189 MITRE Technique: T1059.001 | {
"geo_location": "Iran",
"device_hash": "7737791ff460aacc22c42504b9d2c4c7",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/9.1x2058.0 Mobile/94W405 Safari/536.1",
"session_id": "ee1dc2c9-75b3-45ad-8d4e-cff53c6d304f",
"risk_score": 62.78,
"confidence": 0.99
} | 10.100.40.85 | 111.207.26.189 | null | null | null | MITRE Technique: T1059.001 | Network beaconing from 10.100.40.85 to 111.207.26.189 MITRE Technique: T1059.001 | beaconing | 939,118 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aa6e915c-dc56-4d16-9ea0-e3fbee93f841 | 2025-03-30T06:59:27 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: Fileless Attack detected from 55.223.66.235 targeting N/A Zero-day exploit pattern detected | {
"geo_location": "Benin",
"device_hash": "ad450259d2cc1d166d0a9a6c01d896350d072d4a",
"user_agent": "Opera/9.86.(Windows NT 5.2; hi-IN) Presto/2.9.185 Version/10.00",
"session_id": "5f01308d-85e9-4fb6-9724-98080d1788d9",
"risk_score": 68.67,
"confidence": 0.42
} | 55.223.66.235 | N/A | Fileless Attack | SIG-5320 | Policy | Zero-day exploit pattern detected | QRadar Alert: Fileless Attack detected from 55.223.66.235 targeting N/A Zero-day exploit pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e1b7f688-a5f9-4611-80ba-750f888c0dac | 2025-01-21T20:47:40 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by christinashields MITRE Technique: T1059.005 | {
"geo_location": "Georgia",
"device_hash": "3143bc5ec91d0a5966066ec4564030de75ff3cfeb2829327fb6c09f1c2117907",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/29.0.804.0 Safari/533.1",
"session_id": "883cba8b-a0af-42e0-a084-09836529be21",
"risk_score": 41.49,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system fine_tuning by christinashields MITRE Technique: T1059.005 | fine_tuning | null | null | christinashields | null | null | null | null | null | null | null | null | null | null | null | null | model-2ebbceb6 | 949820d77eb292904431936cb98134760c639d0c45a405683701254d2c760192 | 5111c82d3a336e8c58e11b94d6ea71f0b8ac19437d04993012ef15c9605a9922 | null | null |
dde48557-84b6-40ba-9a1c-dcdfbdb833b4 | 2025-05-14T10:34:50 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 137.114.235.55 to 162.170.208.200 No additional info noise=app | {
"geo_location": "Botswana",
"device_hash": "ea3e53024a1865589be724e12eb6e625ba7cbc8c7fdfb3b558c86ae2fcff615a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.14.5 (KHTML, like Gecko) Version/5.1 Safari/535.14.5",
"session_id": "cea86976-a639-47f7-84cf-8b4a036b0a66",
"risk_score": 43.06,
"confidence": 0.39
} | 137.114.235.55 | 162.170.208.200 | null | null | null | No additional info | Network data_exfiltration from 137.114.235.55 to 162.170.208.200 No additional info | data_exfiltration | 793,328 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
84b2a7b1-3ba1-4bc9-b554-84b3ad8cf360 | 2025-05-11T16:15:03 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 173.195.214.27 to 10.35.139.157 MITRE Technique: T1053.005 | Associated Threat Actor: Sandworm Team | {
"geo_location": "Denmark",
"device_hash": "733fbcfaa957bc4a15dabd0356a86082aecac207116be0be1cac81af516ad0f3",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; dz-BT; rv:1.9.1.20) Gecko/4597-01-27 12:10:09 Firefox/3.6.15",
"session_id": "fb12d8ee-c00e-477a-87b6-c06ae841b090",
"risk_score": 21.02,
"confidence": 0.96
} | 173.195.214.27 | 10.35.139.157 | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: Sandworm Team | Network beaconing from 173.195.214.27 to 10.35.139.157 MITRE Technique: T1053.005 | Associated Threat Actor: Sandworm Team | beaconing | 507,952 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0e673624-64d2-4032-867d-6a4dc231d1c1 | 2025-05-11T18:10:37 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Camera physical_tamper MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Ireland",
"device_hash": "9bed6fad4a62474812e4e00ac302cb4dffd4bc8a6cd034475477fcd1d32343ba",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/16.8g0195.0 Mobile/31C766 Safari/534.0",
"session_id": "7503089d-b05c-41f5-a924-c88d6fb788e2",
"risk_score": 66.62,
"confidence": 0.32
} | null | null | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | IoT device Camera physical_tamper MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | physical_tamper | null | null | null | null | null | null | null | Camera | iot-ce7839a2 | 7.8 | null | null | null | null | null | null | null | null | null | null |
fbe8b32a-321f-4da2-8373-b89468c5105a | 2025-01-25T09:01:51 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Port Scan detected from 167.7.2.112 targeting 74.247.132.134 MITRE Technique: T1486 | {
"geo_location": "North Korea",
"device_hash": "8e25de58a4823c6acd9be335126ef6b0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_5) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/45.0.871.0 Safari/531.2",
"session_id": "a6c12da7-ad18-4535-ad8d-36c6df1249b2",
"risk_score": 42.7,
"confidence": 0.04
} | 167.7.2.112 | 74.247.132.134 | Port Scan | SIG-7281 | Exploit | MITRE Technique: T1486 | Trellix Alert: Port Scan detected from 167.7.2.112 targeting 74.247.132.134 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cb04f7a-bb27-44ca-90b8-21055b6619b1 | 2025-03-25T14:06:31 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 208.114.85.97 to 203.30.85.133 MITRE Technique: T1078.004 noise=UGh5c2ljYWwu | {
"geo_location": "Costa Rica",
"device_hash": "3c9ca8d08c8aa4251c3f5b277a969123755edac0cb822639372e8473be63d25c",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7566-12-29 18:51:01 Firefox/12.0",
"session_id": "eec42f1c-c940-4073-8959-3e18beffefce",
"risk_score": 55.93,
"confidence": 0.41
} | 208.114.85.97 | 203.30.85.133 | null | null | null | MITRE Technique: T1078.004 | Network protocol_anomaly from 208.114.85.97 to 203.30.85.133 MITRE Technique: T1078.004 | protocol_anomaly | 833,499 | ICMP | null | null | null | null | {
"baseline_deviation": 2.2,
"entropy": 6.18,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
20564bbc-7491-4be8-8fc3-2fbdde875b05 | 2025-02-05T20:50:36 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTPS traffic from 144.201.116.193:417 to 10.90.126.240:391 Unconventional IOC: Power consumption spikes | {
"geo_location": "Austria",
"device_hash": "f654415c22a54fcdcdb610122d4270bfc7f253ee",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.1)",
"session_id": "49a0fb76-666d-418c-a551-18befc7f5ad7",
"risk_score": 35.21,
"confidence": 0.91
} | 144.201.116.193 | 10.90.126.240 | null | null | null | Unconventional IOC: Power consumption spikes | Firewall log-only HTTPS traffic from 144.201.116.193:417 to 10.90.126.240:391 Unconventional IOC: Power consumption spikes | log-only | 169,485 | HTTPS | null | null | null | null | null | null | null | null | 417 | 391 | 749 | null | null | null | null | null | null | null |
93f321e4-3fc5-4f72-9acd-a1505574922a | 2025-02-23T18:59:20 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for mgray via key from 100.48.70.229 MITRE Technique: T1053.005 | Credential stuffing pattern detected | {
"geo_location": "Korea",
"device_hash": "9792c8466593cd4e1b8e98ff4b49d9cb6fd7135a2118e3ea7a659e5ada112201",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.1)",
"session_id": "0f69fa01-7314-426d-b0c2-084115d57bfb",
"risk_score": 49.77,
"confidence": 0.13
} | 100.48.70.229 | null | null | null | null | MITRE Technique: T1053.005 | Credential stuffing pattern detected | Auth challenge for mgray via key from 100.48.70.229 MITRE Technique: T1053.005 | Credential stuffing pattern detected | challenge | null | null | mgray | null | null | null | null | null | null | null | null | null | null | key | 2e:80:48:ea:58:9d | null | null | null | null | null |
2d874ef5-9ce9-4337-8e7a-2ab66a111051 | 2025-03-23T01:54:18 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for jameslisa via SAML from 192.220.11.159 No additional info noise=ABFB1942 | {
"geo_location": "Puerto Rico",
"device_hash": "8e1f1cf2c841c624be9485262735f89d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/533.47.4 (KHTML, like Gecko) Version/4.0.4 Safari/533.47.4",
"session_id": "3d357437-b786-4d59-bf82-84ec925b70c1",
"risk_score": 69.48,
"confidence": 0.46
} | 192.220.11.159 | null | null | null | null | No additional info | Auth bypass for jameslisa via SAML from 192.220.11.159 No additional info | bypass | null | null | jameslisa | null | null | null | null | null | null | null | null | null | null | SAML | d5:9f:92:91:7b:08 | null | null | null | null | null |
4777da21-11ca-4582-b63d-abf8e4bac0d9 | 2025-03-11T18:13:15 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start /from/area.wav by ymills No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "b65ef11d3ce121a567a0f85f1c4e0a16",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.1)",
"session_id": "aeadf726-691b-4395-bdc5-c008c1f97ead",
"risk_score": 54.17,
"confidence": 0.54
} | null | null | null | null | null | No additional info | Endpoint process_start /from/area.wav by ymills No additional info | process_start | null | null | ymills | /from/area.wav | 7,668 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c537184f-8c5b-448c-8071-6ff0e630bd92 | 2025-01-31T12:17:40 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: XSS detected from 10.48.90.16 targeting 14.166.140.55 MITRE Technique: T1486 | {
"geo_location": "Barbados",
"device_hash": "7bb4ace833006f1a68fdc6a5093ef5c8",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/29.0.869.0 Safari/536.0",
"session_id": "f772f261-fdf5-4394-8689-1a6b81f20e16",
"risk_score": 50.62,
"confidence": 0.93
} | 10.48.90.16 | 14.166.140.55 | XSS | SIG-2023 | Recon | MITRE Technique: T1486 | Darktrace Alert: XSS detected from 10.48.90.16 targeting 14.166.140.55 MITRE Technique: T1486 | null | null | null | null | null | null | null | {
"baseline_deviation": 1.12,
"entropy": 3.59,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
2cdd8767-2d5e-434a-bd1d-5d4f4d366f69 | 2025-04-14T12:52:38 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in GCP by jamie42 No additional info noise=until|loss|ask | {
"geo_location": "Papua New Guinea",
"device_hash": "3acfa1d145527d7996d2756333f2aa1ac62fd0ac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.0)",
"session_id": "1003b79b-33af-46f8-a7be-6c32c111f95c",
"risk_score": 59.89,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by jamie42 No additional info | config_change | null | null | jamie42 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-b6bb9a67 |
9faca370-7579-4dcb-be70-977e0045bec8 | 2025-06-22T17:47:13 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by ashleykey MITRE Technique: T1053.005 | {
"geo_location": "Cape Verde",
"device_hash": "b4deac7c3702d845ecdadc5412f01d6f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_7) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/45.0.885.0 Safari/534.2",
"session_id": "910b5301-7d87-4977-86a4-85b9f43636c8",
"risk_score": 17.29,
"confidence": 0.17
} | null | null | null | null | null | MITRE Technique: T1053.005 | AI system model_inversion by ashleykey MITRE Technique: T1053.005 | model_inversion | null | null | ashleykey | null | null | null | null | null | null | null | null | null | null | null | null | model-ff586922 | 2865027bd3dd3570b0a5074f697854a8 | b9f01938a5342a6a845dd385c57ff300 | null | null |
d65cecc0-a7a6-41e7-b126-ea8ed29929a3 | 2025-04-19T01:40:06 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in GCP by kwalters MITRE Technique: T1547.001 noise=QXR0YWNrLg== | {
"geo_location": "Madagascar",
"device_hash": "2062d82d541310c258ffd7a9be772cebe3a4147860084489ab386a02a83b345b",
"user_agent": "Opera/8.96.(Windows 98; Win 9x 4.90; mk-MK) Presto/2.9.172 Version/10.00",
"session_id": "a75cbe0a-7717-404a-b123-1dced37a67ea",
"risk_score": 40.71,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1547.001 | Cloud lambda_execution in GCP by kwalters MITRE Technique: T1547.001 | lambda_execution | null | null | kwalters | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-0d320f79 |
5c167463-9374-4c05-bfef-ff6cecfcb1d9 | 2025-05-07T02:32:18 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: Brute Force detected from 45.24.91.106 targeting 213.242.255.17 MITRE Technique: T1218.011 | {
"geo_location": "Serbia",
"device_hash": "10793d4ba508b1a869967e8fbc3051a6a82b3328",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ko-KR) AppleWebKit/535.15.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.15.5",
"session_id": "c3998dd3-915b-4343-a151-67037c138070",
"risk_score": 27.93,
"confidence": 0.5
} | 45.24.91.106 | 213.242.255.17 | Brute Force | SIG-2740 | Recon | MITRE Technique: T1218.011 | QRadar Alert: Brute Force detected from 45.24.91.106 targeting 213.242.255.17 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
606b16e5-4daf-440d-96e5-efb0b05a6efd | 2025-06-07T02:28:31 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access nation by reynoldschristine No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "1ab987c84042a744b035e0ad1530ca34",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; sq-ML) AppleWebKit/533.49.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6533.49.7",
"session_id": "b10f479c-c2e3-4496-a390-8af6c5f92c3b",
"risk_score": 48.98,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Endpoint file_access nation by reynoldschristine No additional info | file_access | null | null | reynoldschristine | nation | 8,118 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3b45cc6d-f120-4193-8fea-ce49f78b59dc | 2025-01-22T12:31:15 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: XSS detected from 150.194.153.16 targeting N/A MITRE Technique: T1547.001 | {
"geo_location": "Vanuatu",
"device_hash": "c7a81a491549e7cdca955aa25fd7d492",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7954-01-28 17:07:32 Firefox/3.8",
"session_id": "e65ccb3b-f480-4052-ba08-789a99cda974",
"risk_score": 56.25,
"confidence": 0.92
} | 150.194.153.16 | N/A | XSS | SIG-8896 | Policy | MITRE Technique: T1547.001 | Carbon Black Alert: XSS detected from 150.194.153.16 targeting N/A MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff8c6515-34d1-42f9-a7d2-88e9f8c6ddd8 | 2025-03-13T21:19:19 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by alyssa44 No additional info | {
"geo_location": "Venezuela",
"device_hash": "b32996c85e95a4faab2e3424f70840eba5be0dc3",
"user_agent": "Opera/8.24.(X11; Linux x86_64; sd-IN) Presto/2.9.188 Version/12.00",
"session_id": "ea0ffd5c-1451-4a55-931f-c88049b6721e",
"risk_score": 30.89,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Cloud permission_escalation in OCI by alyssa44 No additional info | permission_escalation | null | null | alyssa44 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-96e6ed29 |
d15f95bc-dca6-4286-80ca-3212c8ef13a5 | 2025-02-27T10:11:34 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by marissa16 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "22f1c95a046b5b00cb885b264f31f8f5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_3; rv:1.9.6.20) Gecko/7051-08-07 18:55:25 Firefox/3.8",
"session_id": "4605e5f6-36e8-4b27-a5cd-977a72451b42",
"risk_score": 56.62,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by marissa16 No additional info | crypto_mining | null | null | marissa16 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-dc5364de |
e6475191-1e39-4a64-affb-a53d3cf372c5 | 2025-03-02T10:26:36 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTP traffic from 145.167.225.85:699 to 171.190.217.26:661 No additional info | {
"geo_location": "Malaysia",
"device_hash": "e6579cf87ee6bbc362cca3ed2ff9835fa3199967",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_2; rv:1.9.2.20) Gecko/3947-04-11 00:04:54 Firefox/6.0",
"session_id": "171a738b-848f-40ed-9835-438a0cb1eac5",
"risk_score": 52.21,
"confidence": 0.66
} | 145.167.225.85 | 171.190.217.26 | null | null | null | No additional info | Firewall drop HTTP traffic from 145.167.225.85:699 to 171.190.217.26:661 No additional info | drop | 328,138 | HTTP | null | null | null | null | null | null | null | null | 699 | 661 | 829 | null | null | null | null | null | null | null |
d426e99f-ed9c-43ab-af0c-d919684fedd0 | 2025-03-09T15:05:12 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for gallaghersarah via password from 10.57.21.63 No additional info noise=explore/explore/tag | {
"geo_location": "Vietnam",
"device_hash": "7584946a20fe2a8daf763abbb16bdda3a8931f46bb35db37641bdc821790e51a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_2 rv:6.0; tn-ZA) AppleWebKit/531.49.4 (KHTML, like Gecko) Version/5.1 Safari/531.49.4",
"session_id": "9e1e8a99-2903-48ec-ae42-9d58bd021b42",
"risk_score": 40.4,
"confidence": 0.63
} | 10.57.21.63 | null | null | null | null | No additional info | Auth locked for gallaghersarah via password from 10.57.21.63 No additional info | locked | null | null | gallaghersarah | null | null | null | null | null | null | null | null | null | null | password | f1:33:40:45:c1:24 | null | null | null | null | null |
23a5e796-dc8f-49e9-ae23-01ad114013b0 | 2025-05-03T11:55:33 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Zero-Day Exploit detected from 87.36.139.209 targeting N/A No additional info noise=TWVhbi4= | {
"geo_location": "Portugal",
"device_hash": "470a9e6cac15b88fb56c5832d256eafda0009252358cc02cf59ff45771ebbe19",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.1)",
"session_id": "25887049-52ef-467e-94cc-df11dd20ef58",
"risk_score": 41.44,
"confidence": 0.68
} | 87.36.139.209 | N/A | Zero-Day Exploit | SIG-6323 | Evasion | No additional info | Snort Alert: Zero-Day Exploit detected from 87.36.139.209 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1ae73b3c-09fe-40dc-8139-7ef59110cb8b | 2025-05-11T23:09:13 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load third by medinajonathan MITRE Technique: T1486 noise=modern|law|like | {
"geo_location": "Nigeria",
"device_hash": "4095650fba020d40b0f43d570be3e958465a7d027f0deeffc9cf5b66cbce36e9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "5cd653b6-cd71-4e5e-8913-ea3eb87c1862",
"risk_score": 25.12,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint driver_load third by medinajonathan MITRE Technique: T1486 | driver_load | null | null | medinajonathan | third | 440 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
329a0be1-f9c3-4121-8087-41f9d5627962 | 2025-05-29T15:11:29 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Azure by williamjackson Unconventional IOC: Unusual DNS TXT records noise=D4AB7D9D | {
"geo_location": "Kyrgyz Republic",
"device_hash": "a5ba2db9e3c45845f150a1403be259b5f7fcdd39d5114a53b3b5624097a51f0c",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/50.0.837.0 Safari/534.0",
"session_id": "7a198e12-0fff-4245-879e-b69ed17e74b2",
"risk_score": 49.75,
"confidence": 0.03
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud storage_access in Azure by williamjackson Unconventional IOC: Unusual DNS TXT records | storage_access | null | null | williamjackson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-fb173280 |
8c0bf060-55ee-4dae-ab9d-c6bfd2a7a408 | 2025-02-09T11:06:15 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in AWS by eanderson MITRE Technique: T1190 | {
"geo_location": "Togo",
"device_hash": "2908d420f79530f9ca2fc8f3c32d2f9b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_7; rv:1.9.4.20) Gecko/3044-12-11 23:42:16 Firefox/3.6.19",
"session_id": "16bdccb3-819b-4602-8dbb-fadeed552106",
"risk_score": 64,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1190 | Cloud crypto_mining in AWS by eanderson MITRE Technique: T1190 | crypto_mining | null | null | eanderson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-82c788f0 |
05a86bab-468d-4a1a-9b2a-892e5ad6f7b1 | 2025-02-04T09:34:48 | 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 Azure by rose04 No additional info noise=A1208627 | {
"geo_location": "Christmas Island",
"device_hash": "451e290bb81456b217e52d7faa667a1c",
"user_agent": "Opera/8.93.(X11; Linux i686; pt-BR) Presto/2.9.164 Version/12.00",
"session_id": "566ae2e1-0114-46d6-be71-11de7c8a80a1",
"risk_score": 49.28,
"confidence": 0.16
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by rose04 No additional info | shadow_it | null | null | rose04 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-ab798cee |
b4dd709b-94f4-4d0a-ad06-8343c212d406 | 2025-05-28T06:59:56 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for mnorris via biometric from 97.242.182.229 MITRE Technique: T1486 | {
"geo_location": "Bangladesh",
"device_hash": "9b34e80c28033370e9790dc90d0efadc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.28.7 (KHTML, like Gecko) Version/4.1 Safari/531.28.7",
"session_id": "5ed6e64d-e0c3-4f68-986e-9cb076390937",
"risk_score": 59.49,
"confidence": 0.46
} | 97.242.182.229 | null | null | null | null | MITRE Technique: T1486 | Auth challenge for mnorris via biometric from 97.242.182.229 MITRE Technique: T1486 | challenge | null | null | mnorris | null | null | null | null | null | null | null | null | null | null | biometric | dc:4a:91:51:b7:1f | null | null | null | null | null |
f75f4124-5dbf-4392-858b-5fe3aa3c13f0 | 2025-06-08T10:45:49 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop ICMP traffic from 26.113.35.194:60843 to 135.36.205.235:670 Associated Threat Actor: FIN7 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "63c4e968d6fa1890c9832585e6746ffd76ce35afa2513f100215658682d8b4db",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.1)",
"session_id": "862437ea-263a-401f-a429-cbb12fb517a9",
"risk_score": 26.63,
"confidence": 0.92
} | 26.113.35.194 | 135.36.205.235 | null | null | null | Associated Threat Actor: FIN7 | Firewall drop ICMP traffic from 26.113.35.194:60843 to 135.36.205.235:670 Associated Threat Actor: FIN7 | drop | 291,141 | ICMP | null | null | null | null | {
"baseline_deviation": 1.83,
"entropy": 5.94,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 60,843 | 670 | 3,155 | null | null | null | null | null | null | null |
0bf5dbb9-3934-41f5-bdb3-03086e260b5b | 2025-05-30T09:22:30 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for michelleramirez via OAuth from 177.168.252.186 Associated Threat Actor: Cobalt Group | {
"geo_location": "North Korea",
"device_hash": "fd344787cb11721c712eae5475f9171c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.1)",
"session_id": "f68d2af4-7f0e-47dd-83df-8bed3eff567b",
"risk_score": 81.77,
"confidence": 0.98
} | 177.168.252.186 | null | null | null | null | Associated Threat Actor: Cobalt Group | Auth timeout for michelleramirez via OAuth from 177.168.252.186 Associated Threat Actor: Cobalt Group | timeout | null | null | michelleramirez | null | null | null | {
"baseline_deviation": 1.26,
"entropy": 2.7,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | OAuth | d0:ba:1d:fb:93:00 | null | null | null | null | null |
a73a1ead-f544-45c2-9d6a-f59683655d17 | 2025-02-04T00:03:49 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 63.98.136.170 to 159.218.233.186 Unconventional IOC: UEFI variable tampering | {
"geo_location": "Luxembourg",
"device_hash": "8a294a4ed121af148caf39607123a025b64210b9",
"user_agent": "Opera/9.20.(Windows NT 6.1; gu-IN) Presto/2.9.171 Version/11.00",
"session_id": "05899835-e616-44bb-886d-81ab0bdccb87",
"risk_score": 42.56,
"confidence": 0.02
} | 63.98.136.170 | 159.218.233.186 | null | null | null | Unconventional IOC: UEFI variable tampering | Network protocol_anomaly from 63.98.136.170 to 159.218.233.186 Unconventional IOC: UEFI variable tampering | protocol_anomaly | 837,240 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d252716-3d8b-4094-a320-2b2276330d47 | 2025-01-16T01:53:22 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in GCP by bookerjoseph No additional info noise=QnV5Lg== | {
"geo_location": "Albania",
"device_hash": "cc1443b18dc7e78dc5d3c6672a21ea0c67182dc8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.5.3 (KHTML, like Gecko) Version/4.0.1 Safari/531.5.3",
"session_id": "d79c4c4b-44e8-427d-966c-54849ebe1756",
"risk_score": 54.48,
"confidence": 0.3
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by bookerjoseph No additional info | shadow_it | null | null | bookerjoseph | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-89910306 |
cadf1bc4-1a21-4c94-b5ce-8db5d2d43e77 | 2025-01-16T08:08:23 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for alyssa30 via MFA from 184.250.173.162 MITRE Technique: T1078.004 | {
"geo_location": "Dominica",
"device_hash": "45f90ec6685658bd5e2988c4c737c1ee60519fd73197ff74203c960ec2cdfe55",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; br-FR) AppleWebKit/534.19.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.19.4",
"session_id": "63254c23-6041-404b-b6b5-9d6629c97ed8",
"risk_score": 86.99,
"confidence": 0.23
} | 184.250.173.162 | null | null | null | null | MITRE Technique: T1078.004 | Auth timeout for alyssa30 via MFA from 184.250.173.162 MITRE Technique: T1078.004 | timeout | null | null | alyssa30 | null | null | null | null | null | null | null | null | null | null | MFA | 45:35:49:26:72:e1 | null | null | null | null | null |
942726a6-724c-4f4e-b556-d7a442721c0f | 2025-02-16T10:08:12 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 182.138.208.49 to 170.92.47.131 No additional info | {
"geo_location": "Romania",
"device_hash": "bb1e5adf67a276539e4d44e3c6a0ad524ff1656b5e12fe85279769d6ff98256e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_4 rv:5.0; tcy-IN) AppleWebKit/532.13.2 (KHTML, like Gecko) Version/4.0.2 Safari/532.13.2",
"session_id": "90f99365-d6b0-4854-9995-cd5c84118577",
"risk_score": 58.59,
"confidence": 0.84
} | 182.138.208.49 | 170.92.47.131 | null | null | null | No additional info | Network latency_spike from 182.138.208.49 to 170.92.47.131 No additional info | latency_spike | 324,143 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7c46b430-e7b2-43e6-8b48-f12f39fcdbc0 | 2025-02-20T21:55:53 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: DNS Tunneling detected from 190.202.177.1 targeting 44.1.255.42 Zero-day exploit pattern detected | {
"geo_location": "China",
"device_hash": "4895fa8c8c8b22eb27288ec0294c3d51",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "7c1a6183-af2b-4631-88dc-731c2b5509ae",
"risk_score": 58.41,
"confidence": 0.3
} | 190.202.177.1 | 44.1.255.42 | DNS Tunneling | SIG-5354 | Policy | Zero-day exploit pattern detected | ArcSight Alert: DNS Tunneling detected from 190.202.177.1 targeting 44.1.255.42 Zero-day exploit pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a31f1470-d837-406d-ba85-e33a7f387d0d | 2025-03-16T17:17:43 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for megan57 via key from 102.160.5.154 No additional info | {
"geo_location": "Italy",
"device_hash": "3d912954fe2bade7070278f516f01ffc0ed5a2856f64518f395a01ab6ba2de02",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/13.0.880.0 Safari/535.0",
"session_id": "fe4de7e7-3e36-4462-8638-405eb91fb177",
"risk_score": 47.55,
"confidence": 0.52
} | 102.160.5.154 | null | null | null | null | No additional info | Auth timeout for megan57 via key from 102.160.5.154 No additional info | timeout | null | null | megan57 | null | null | null | null | null | null | null | null | null | null | key | e1:67:08:af:0f:ce | null | null | null | null | null |
41689cfa-3e08-4f7e-b801-42e1b197dffe | 2025-07-04T04:18:40 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by nguyenkimberly MITRE Technique: T1053.005 noise=case|the|official | {
"geo_location": "San Marino",
"device_hash": "25f2b5c55c4968b05bb27fbba54c24327b292327409474bdb8c1ed5e67249525",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/16.7p0635.0 Mobile/38V846 Safari/532.2",
"session_id": "6a3b83a0-de76-4c0a-bf84-000ddf251233",
"risk_score": 37.6,
"confidence": 0.73
} | null | null | null | null | null | MITRE Technique: T1053.005 | AI system model_inversion by nguyenkimberly MITRE Technique: T1053.005 | model_inversion | null | null | nguyenkimberly | null | null | null | null | null | null | null | null | null | null | null | null | model-12f5c9af | c93b928e28e6139e58339e534e7eb827 | c8a55f5c1bc222b8e7102ca54f29a89b | null | null |
f547ac25-5f67-4277-9c23-8b4bc44a4d2b | 2025-04-01T00:36:07 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 159.187.143.122 to 19.67.142.159 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "a9936dd7142c73b331cee67e66349252d025228451c47cd3910bd457c9adef42",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_0; rv:1.9.2.20) Gecko/4710-03-18 14:07:18 Firefox/3.6.15",
"session_id": "90a2e6dd-9f6e-4484-80c0-84bf06624ab8",
"risk_score": 39.14,
"confidence": 0.57
} | 159.187.143.122 | 19.67.142.159 | null | null | null | No additional info | Network beaconing from 159.187.143.122 to 19.67.142.159 No additional info | beaconing | 157,560 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49c46721-6cc7-4340-a1ac-4cd558407aa8 | 2025-06-02T19:25:51 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 164.43.205.219 to 154.46.163.128 No additional info | {
"geo_location": "Mali",
"device_hash": "a042ab896efc8c5c38f3cf7d0e0c88aa304b684860a3842fda03075b1693e14a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_3) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/16.0.871.0 Safari/533.2",
"session_id": "8fb3551a-0711-4f6e-bcde-e14dbe1bab23",
"risk_score": 77.32,
"confidence": 0.84
} | 164.43.205.219 | 154.46.163.128 | null | null | null | No additional info | Network protocol_anomaly from 164.43.205.219 to 154.46.163.128 No additional info | protocol_anomaly | 409,194 | TCP | null | null | null | null | {
"baseline_deviation": 0.74,
"entropy": 2.39,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
dcbb1935-26b3-48b5-8684-162541002d1d | 2025-05-30T03:54:05 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in OCI by dmelton MITRE Technique: T1190 | {
"geo_location": "Kenya",
"device_hash": "da270fac390effcbfa1fe9e96efe3f049a86c7b0b8d8a1fb6d721e18c06436ae",
"user_agent": "Opera/9.86.(Windows NT 11.0; et-EE) Presto/2.9.180 Version/10.00",
"session_id": "257bc65d-fb49-4aef-9346-8702656d5d58",
"risk_score": 65.6,
"confidence": 0.79
} | null | null | null | null | null | MITRE Technique: T1190 | Cloud api_abuse in OCI by dmelton MITRE Technique: T1190 | api_abuse | null | null | dmelton | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-dc5015ef |
8085753d-e95e-4713-870a-f7026fb16434 | 2025-04-06T04:41:49 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /later/mean.avi by taylorblack No additional info | {
"geo_location": "Lebanon",
"device_hash": "d45b1af6e70caff75e127c81ea4bc7fa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.0)",
"session_id": "676f88ec-3a8c-4fac-b514-b2246ebb2b0e",
"risk_score": 70.56,
"confidence": 0.72
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /later/mean.avi by taylorblack No additional info | scheduled_task | null | null | taylorblack | /later/mean.avi | 2,106 | svchost.exe | {
"baseline_deviation": 1.54,
"entropy": 3.71,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
dc42d38c-5450-4a9a-a16c-b7ba35957bc3 | 2025-05-23T23:00:46 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: Domain Fronting detected from 118.151.138.225 targeting 142.95.126.246 No additional info | {
"geo_location": "Mauritius",
"device_hash": "c2b57ea9bcf74ca4725d51b236b03ca3af03322a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.0)",
"session_id": "f38f65de-1660-488f-8d88-010163c243bf",
"risk_score": 48.42,
"confidence": 0.96
} | 118.151.138.225 | 142.95.126.246 | Domain Fronting | SIG-8879 | Policy | No additional info | Microsoft Sentinel Alert: Domain Fronting detected from 118.151.138.225 targeting 142.95.126.246 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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