event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
cebaa16e-941b-4dc3-bc0e-9be1444747cf | 2025-03-24T13:09:21 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for ashleywolf via passwordless from 216.80.23.77 No additional info noise=4F23F562 | {
"geo_location": "Pakistan",
"device_hash": "78a1b2d734ec44f554c41eaa20fb068def34d11b8c5840cdf885f64311c4dfaf",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/51.0.893.0 Safari/531.2",
"session_id": "88b40af7-7c55-4e03-8318-74e5b13063aa",
"risk_scor... | ashleywolf | failed | null | null | null | No additional info | Auth failed for ashleywolf via passwordless from 216.80.23.77 No additional info | null | null | null | null | 216.80.23.77 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | be:e2:cf:80:8f:38 |
5050cf88-a27c-4181-95a7-08d1c245c9b3 | 2025-05-18T11:08:50 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTPS traffic from 5.19.66.166:677 to 129.91.250.188:242 MITRE Technique: T1110.003 | {
"geo_location": "Jordan",
"device_hash": "d37c8a1f1fd52aab53c5c8bdeed56ec6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.36.2 (KHTML, like Gecko) Version/4.0.5 Safari/532.36.2",
"session_id": "92b09c45-7a2f-489f-8d8d-6fd27c62de43",
"risk_score": 84.15,
"confidence": 0.35
} | null | drop | null | null | null | MITRE Technique: T1110.003 | Firewall drop HTTPS traffic from 5.19.66.166:677 to 129.91.250.188:242 MITRE Technique: T1110.003 | {
"baseline_deviation": 1.67,
"entropy": 4.47,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 5.19.66.166 | 129.91.250.188 | null | null | null | null | null | null | null | null | 677 | 242 | HTTPS | 140,331 | 3,160 | null | null |
635b4cc4-097d-4086-8eaa-84592e1331e5 | 2025-01-19T21:55:51 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load approach by amybeasley Living-off-the-land technique detected | {
"geo_location": "Wallis and Futuna",
"device_hash": "399d0cd4d632d81779823efc6048276dc43f0390",
"user_agent": "Mozilla/5.0 (Linux; Android 8.0.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/29.0.896.0 Safari/535.2",
"session_id": "499f0b96-e83f-49b2-b4ec-ed1e8de926ae",
"risk_score": 64.42,
"confidence": ... | amybeasley | driver_load | approach | 9,034 | powershell.exe | Living-off-the-land technique detected | Endpoint driver_load approach by amybeasley Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2677ad24-d18f-4f9d-9a23-a7ae1e6ec7cc | 2025-02-19T20:35:42 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 46.250.6.153 to 168.163.61.21 No additional info noise=8B2AFDEB | {
"geo_location": "France",
"device_hash": "234d1168ec1c12a2721358e082e51f23cb87f93d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.0)",
"session_id": "8c193f36-d134-46e0-b07a-21b9fc0e0709",
"risk_score": 46.08,
"confidence": 0.6
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 46.250.6.153 to 168.163.61.21 No additional info | null | null | null | null | 46.250.6.153 | 168.163.61.21 | null | null | null | null | null | null | null | null | null | null | TCP | 240,277 | null | null | null |
53973075-875b-4d62-b769-553bde512fa1 | 2025-03-04T15:55:07 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by lbyrd No additional info | {
"geo_location": "India",
"device_hash": "c7c30eafaa1ac505cf8dcd570946105f286e34958f41d6e74ba4ba35bfaf9ddf",
"user_agent": "Opera/9.59.(X11; Linux x86_64; st-ZA) Presto/2.9.173 Version/10.00",
"session_id": "8e4c4afb-7b3e-4f0c-860b-64856552229b",
"risk_score": 69.07,
"confidence": 0.39
} | lbyrd | membership_inference | null | null | null | No additional info | AI system membership_inference by lbyrd No additional info | null | null | null | null | null | null | null | null | null | null | null | model-613aeb2b | 1be30a3378d1cd4abfedde1486a1fca6 | 294841656ba51b2942b6e85c22e0230ca907fe2654cda66e272048b98edff07c | null | null | null | null | null | null | null |
5d0001da-7319-487a-8c09-c41465fd886e | 2025-06-15T15:44:16 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by emilycastillo No additional info noise=Q3VsdHVyZS4= | {
"geo_location": "North Korea",
"device_hash": "36d7064eb289aed8b140b2a5593c34febefa8a63ec0f080f3018aaf3d5978e2e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0)",
"session_id": "3a230548-ad92-475d-9f3c-262ab25e08ba",
"risk_score": 78.56,
"confidence": 0.15
} | emilycastillo | membership_inference | null | null | null | No additional info | AI system membership_inference by emilycastillo No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ea254076 | cd1b3559ed39ddf46592ae1d926ab7e2 | 06c9a530d1ef3baa86d87c9f51401aacc9898a26e624c1a55609d244f73467c0 | null | null | null | null | null | null | null |
4fc34bcd-dc90-4e3f-bba6-0f34000099a1 | 2025-03-07T01:43:28 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by smithmelanie MITRE Technique: T1059.005 | {
"geo_location": "Kenya",
"device_hash": "985eaad3b7ff47358b57d21a26fa0080",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_5; rv:1.9.4.20) Gecko/4199-07-04 00:16:12 Firefox/14.0",
"session_id": "86f74309-8203-47f4-84d3-ed9d34de01c3",
"risk_score": 46.74,
"confidence": 0.7
} | smithmelanie | membership_inference | null | null | null | MITRE Technique: T1059.005 | AI system membership_inference by smithmelanie MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-1164b834 | b1d8587f979dda6cf7904f5d7b29a499e88edb15419e97618cce1e407d2fc6ad | b42d4d9c30c610100afa1da0983dfb3fa4b8004d | null | null | null | null | null | null | null |
f4fc3710-a07d-4b0a-b6bd-c464a19749eb | 2025-01-30T23:54:54 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: Brute Force detected from 19.55.65.207 targeting 79.223.170.115 Associated Threat Actor: APT37 | {
"geo_location": "Bulgaria",
"device_hash": "39e7551f2f2684121686abf9d67707e3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.1)",
"session_id": "163a0c24-91eb-47a1-847b-80228b534b04",
"risk_score": 41.8,
"confidence": 0.92
} | null | null | null | null | null | Associated Threat Actor: APT37 | Carbon Black Alert: Brute Force detected from 19.55.65.207 targeting 79.223.170.115 Associated Threat Actor: APT37 | null | null | null | null | 19.55.65.207 | 79.223.170.115 | Brute Force | SIG-5399 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
770eebd9-8830-47ad-8af7-5a52faa615f6 | 2025-04-16T20:04:59 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 33.0.11.236 to 161.14.161.223 No additional info | {
"geo_location": "Barbados",
"device_hash": "6e58ab3b81dc98aea29657baf32dfaead86e53185962eff41462dd543d8b4dd6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/5.1)",
"session_id": "ecbc1de8-1445-429a-bd91-218697d9108a",
"risk_score": 77.65,
"confidence": 0.02
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 33.0.11.236 to 161.14.161.223 No additional info | null | null | null | null | 33.0.11.236 | 161.14.161.223 | null | null | null | null | null | null | null | null | null | null | HTTP | 454,336 | null | null | null |
7de87371-1b42-48ee-9b47-35ae40337736 | 2025-03-25T10:15:28 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change success by bhill MITRE Technique: T1110.003 | {
"geo_location": "Oman",
"device_hash": "427cab1fe3767bf8f773ea6d5d5c4b5e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6090-10-10 01:59:36 Firefox/3.6.4",
"session_id": "823e9250-5a89-4704-94be-7b48f89fc452",
"risk_score": 51.9,
"confidence": 0.34
} | bhill | registry_change | success | 2,525 | powershell.exe | MITRE Technique: T1110.003 | Endpoint registry_change success by bhill 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 |
6eb27c0b-4453-4560-a6d7-063d70427d89 | 2025-03-06T21:31:22 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop ICMP traffic from 203.121.71.184:319 to 99.95.171.214:29 MITRE Technique: T1059.005 noise=app/tag | {
"geo_location": "Grenada",
"device_hash": "661f4a862d8caf6b9cc54ea00555a4982bf3186d1d344bdd161660cda246913d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/4.1)",
"session_id": "17afbc45-d09d-4503-8d37-83b13b24d43d",
"risk_score": 5.92,
"confidence": 0.36
} | null | drop | null | null | null | MITRE Technique: T1059.005 | Firewall drop ICMP traffic from 203.121.71.184:319 to 99.95.171.214:29 MITRE Technique: T1059.005 | null | null | null | null | 203.121.71.184 | 99.95.171.214 | null | null | null | null | null | null | null | null | 319 | 29 | ICMP | 842,917 | 334 | null | null |
77577817-2228-4e50-ac42-1d2173b8fed1 | 2025-03-12T17:16:00 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /alone/receive.doc by davidbaker No additional info | {
"geo_location": "Taiwan",
"device_hash": "3480386f49c5b728a22578eff5f08c9f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5 rv:3.0; ia-FR) AppleWebKit/535.2.1 (KHTML, like Gecko) Version/4.0 Safari/535.2.1",
"session_id": "2e0bdc60-31b0-40e7-958a-483e4ea05bac",
"risk_score": 69.81,
"confidence... | davidbaker | driver_load | /alone/receive.doc | 2,260 | powershell.exe | No additional info | Endpoint driver_load /alone/receive.doc by davidbaker No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4abf21d7-649f-479d-8146-9f6c3b94f2ff | 2025-05-09T15:32:55 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network beaconing from 223.250.235.79 to 70.56.132.125 No additional info | {
"geo_location": "Morocco",
"device_hash": "9e631b1dbe0b93190e5463621c3aa150",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.12.5 (KHTML, like Gecko) Version/5.1 Safari/533.12.5",
"session_id": "6c865716-5f9d-4cce-ae30-411d082fe2f2",
"risk_score": 51.06,
"confidence": 0.74
} | null | beaconing | null | null | null | No additional info | Network beaconing from 223.250.235.79 to 70.56.132.125 No additional info | null | null | null | null | 223.250.235.79 | 70.56.132.125 | null | null | null | null | null | null | null | null | null | null | TCP | 164,723 | null | null | null |
639a3971-72e7-463a-8d32-e40cb47f4c86 | 2025-01-22T22:44:35 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Camera firmware_update MITRE Technique: T1190 noise=front|gun|build | {
"geo_location": "Spain",
"device_hash": "8dec98bd46c86e51bca82bdd30ac0484e71342b0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_4; rv:1.9.2.20) Gecko/3037-08-28 20:10:50 Firefox/7.0",
"session_id": "a757cb9a-b22e-4ffc-8dce-2f1ff26ff846",
"risk_score": 29.37,
"confidence": 0.22
} | null | firmware_update | null | null | null | MITRE Technique: T1190 | IoT device Camera firmware_update MITRE Technique: T1190 | null | Camera | iot-8c03a970 | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ed99b4d1-774b-4c36-880e-e5a6a8e0de24 | 2025-05-17T01:44:17 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: Port Scan detected from 184.142.233.60 targeting N/A No additional info | {
"geo_location": "Spain",
"device_hash": "63b1ba927fc8dde55cf948ee9cf63d266e80f9f20b7de294e1153b21c4129e72",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/27.0.867.0 Safari/531.0",
"session_id": "9bd4d3af-dd1b-4313-8506-a62b67493c68",
"risk_score": 58.4,
"confide... | null | null | null | null | null | No additional info | QRadar Alert: Port Scan detected from 184.142.233.60 targeting N/A No additional info | null | null | null | null | 184.142.233.60 | N/A | Port Scan | SIG-1031 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
64e34efc-e6b5-4e45-918a-df738ff26930 | 2025-01-31T03:46:08 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Panama",
"device_hash": "855f1621d5c2fed284e19b6f32136385282eff5d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_8 rv:6.0; lo-LA) AppleWebKit/534.49.4 (KHTML, like Gecko) Version/4.0.5 Safari/534.49.4",
"session_id": "2986d6f5-a684-4aa1-8f78-5e964bf44165",
"risk_score": 40.54,
... | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-7cc78a91 | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec539d38-8d29-4764-a148-ae5634405511 | 2025-05-26T15:13:44 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Fileless Attack detected from 219.178.138.129 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Jamaica",
"device_hash": "96f7f8bfc174cc58c5225ff8f96ddfb2801d972f",
"user_agent": "Opera/8.18.(Windows NT 5.2; lv-LV) Presto/2.9.187 Version/10.00",
"session_id": "9d65fc37-e915-4cb2-921d-3775f27b3b40",
"risk_score": 55.76,
"confidence": 0.69
} | null | null | null | null | null | MITRE Technique: T1059.001 | Snort Alert: Fileless Attack detected from 219.178.138.129 targeting N/A MITRE Technique: T1059.001 | null | null | null | null | 219.178.138.129 | N/A | Fileless Attack | SIG-5742 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
6f79247e-d3b7-42ca-b17b-d8459119624f | 2025-01-19T19:56:55 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth timeout for gonzalezbrian via passwordless from 126.165.35.247 MITRE Technique: T1566.001 | {
"geo_location": "Iran",
"device_hash": "61ff389458d9703a1541f9496d2eef5985570b8b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.0)",
"session_id": "c47a9957-0f8a-421b-bbc5-c36e99e13416",
"risk_score": 65.82,
"confidence": 0.38
} | gonzalezbrian | timeout | null | null | null | MITRE Technique: T1566.001 | Auth timeout for gonzalezbrian via passwordless from 126.165.35.247 MITRE Technique: T1566.001 | null | null | null | null | 126.165.35.247 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | ff:6f:34:a7:d6:df |
e990a388-5bc7-43e1-b223-52dd50a9e602 | 2025-01-25T04:05:03 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: AI Model Poisoning detected from 170.216.199.249 targeting 209.231.67.142 Associated Threat Actor: Conti | {
"geo_location": "Mayotte",
"device_hash": "91797f6f76d74aa378b759771fbffa71f5a7a0ea",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/50.0.895.0 Safari/533.0",
"session_id": "a0da0170-bae4-46c9-8f38-6a601133e5bd",
"risk_score": 14.39,
"confidence... | null | null | null | null | null | Associated Threat Actor: Conti | OSSEC Alert: AI Model Poisoning detected from 170.216.199.249 targeting 209.231.67.142 Associated Threat Actor: Conti | null | null | null | null | 170.216.199.249 | 209.231.67.142 | AI Model Poisoning | SIG-5754 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a963c255-1c7c-4458-b348-071d7848ea3e | 2025-04-19T11:18:58 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by cannonlarry No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "3bf20dfc2aa3af2c1336d62384bb624000cfa44a",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/16.0.868.0 Safari/536.0",
"session_id": "d9d08ecc-6fec-4f99-9651-3f0be3bc83a2",
"risk_score": 45.96,
"confidence": 0.86
} | cannonlarry | membership_inference | null | null | null | No additional info | AI system membership_inference by cannonlarry No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e4531e12 | bd66df30bb128c546f8eac42a069600e | e42f1401d732307bb0bdce40d09376f9b5d1692deda9d2058e407b9c3c5ed0e5 | null | null | null | null | null | null | null |
69b5593f-5f17-4252-98ed-94b25325c245 | 2025-02-17T21:01:55 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Djibouti",
"device_hash": "e7fa23565ae4256c5c430bd7c1d287663983053a1dccfcec486b18228d6057f2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/48.0.807.0 Mobile/70U119 Safari/533.2",
"session_id": "0761b9ac-34e1-48de-ad9e-5d7f8... | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-5ec200b9 | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
add8044e-22e6-496c-bd94-e3d6ee31b8bc | 2025-04-22T10:59:22 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop production by joelsmith No additional info | {
"geo_location": "Aruba",
"device_hash": "e18f08ac1c3dae7542b74f643fcb357c2db439e70a6f7498b004cc9a267a5f07",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; bo-IN) AppleWebKit/532.39.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.39.5",
"session_id": "40e511b4-c4cd-4596-bf1b... | joelsmith | process_stop | production | 7,832 | powershell.exe | No additional info | Endpoint process_stop production by joelsmith No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8fd8cf2d-ab2a-488b-a0aa-25ce8d161765 | 2025-05-08T08:36:53 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by shane36 Associated Threat Actor: APT38 | {
"geo_location": "United Arab Emirates",
"device_hash": "26ada43fe6917f0e1c05c494abd5df0adb7f86815737d732ab1b683a7f8b8fc6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.1)",
"session_id": "5933c736-b7fe-4547-b2dc-17f4b298750c",
"risk_score": 17.4,
"confidence": 0.57
} | shane36 | storage_access | null | null | null | Associated Threat Actor: APT38 | Cloud storage_access in AWS by shane36 Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | AWS | res-57206d35 | null | null | null | null | null | null | null | null | null | null |
ceae6ebd-548e-4920-b986-61b2de1d42a6 | 2025-06-02T13:48:27 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system model_access by gwashington MITRE Technique: T1190 | {
"geo_location": "China",
"device_hash": "8dd122b29d79c3d5d7769a2be768db4b677cae45c0cd971c0d65520ce728aa85",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.0)",
"session_id": "3c06dc11-0980-45c3-809e-cd7f0e2cad07",
"risk_score": 54.74,
"confidence": 0.18
} | gwashington | model_access | null | null | null | MITRE Technique: T1190 | AI system model_access by gwashington MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | model-050352c4 | 11ebcceb0a5f9b76d5e827ecb37bd02dc41c1108bd7b73f77ea89cfadae1d37a | 67efd18e967d09a9b2d03a597a010f657fc1a3ca | null | null | null | null | null | null | null |
74bf22f1-65a8-428c-a23e-ae835b2bc8a4 | 2025-03-20T10:51:50 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network disconnection from 74.83.86.189 to 19.48.235.197 No additional info noise=Q29sZC4= | {
"geo_location": "Cameroon",
"device_hash": "52b888fc87a4ddcce412cd3dd80821597758a3419cc2e624f0ba42bc25b76668",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; lt-LT) AppleWebKit/533.1.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.1.2",
"session_id": "84936d9f-12f3-477d-a22... | null | disconnection | null | null | null | No additional info | Network disconnection from 74.83.86.189 to 19.48.235.197 No additional info | null | null | null | null | 74.83.86.189 | 19.48.235.197 | null | null | null | null | null | null | null | null | null | null | HTTPS | 205,614 | null | null | null |
db3de6e6-0c04-41ec-ba2a-689403f793f3 | 2025-03-01T02:59:28 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: MFA Bypass detected from 99.23.218.203 targeting 199.50.114.48 Associated Threat Actor: Scattered Spider | {
"geo_location": "Mali",
"device_hash": "57a1d21e7bc7be5e109fe10676fd0cb31f9b771b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_5; rv:1.9.4.20) Gecko/9386-03-01 03:01:44 Firefox/3.6.6",
"session_id": "3f6a5df8-27b7-4b11-a0d1-030a1533bee8",
"risk_score": 62.28,
"confidence": 0.93
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | Wazuh Alert: MFA Bypass detected from 99.23.218.203 targeting 199.50.114.48 Associated Threat Actor: Scattered Spider | null | null | null | null | 99.23.218.203 | 199.50.114.48 | MFA Bypass | SIG-5491 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
439cbe1f-eafe-4441-b3e1-2da86eada3dc | 2025-02-03T11:42:59 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in OCI by bowmanmarie No additional info | {
"geo_location": "Andorra",
"device_hash": "0c78baad512c89a654640479e8fae568",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/33.0.853.0 Safari/534.1",
"session_id": "e92fb579-3cc8-428a-b8ae-1046791d576b",
"risk_score": 61.04,
"confidence": 0.94
} | bowmanmarie | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by bowmanmarie No additional info | {
"baseline_deviation": 0.68,
"entropy": 2.28,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-045855c8 | null | null | null | null | null | null | null | null | null | null |
f29f8962-b8ba-447a-a7ab-67cdd7d93644 | 2025-04-05T01:37:09 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth timeout for taylor39 via key from 2.86.76.204 No additional info | {
"geo_location": "Honduras",
"device_hash": "a7906e75a9106fc148c99c872ffa8acb7630b90c37a3e285e69817491ccc6430",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_5; rv:1.9.4.20) Gecko/7961-12-14 03:58:09 Firefox/3.6.19",
"session_id": "c9366adf-44ed-49c7-b8db-f79d1085f4e2",
"risk_score": 84.59,
"c... | taylor39 | timeout | null | null | null | No additional info | Auth timeout for taylor39 via key from 2.86.76.204 No additional info | null | null | null | null | 2.86.76.204 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 7e:6a:91:0d:51:74 |
04dce9d7-a6e3-4622-ba63-34b25f9b14bb | 2025-04-28T02:43:58 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in GCP by smithtyler No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "d95ac341387d0252e2ca29913072d22056ffe2fc",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/22.0.822.0 Safari/535.2",
"session_id": "8b3f7601-1dd1-4fb6-94d9-ff3e40247319",
"risk_score": 47.62,
... | smithtyler | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by smithtyler No additional info | null | null | null | null | null | null | null | null | null | GCP | res-b3bc5904 | null | null | null | null | null | null | null | null | null | null |
2db49c39-f1b7-4efb-a89b-a2675bba4807 | 2025-03-25T21:31:34 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec the by usteele No additional info | {
"geo_location": "Myanmar",
"device_hash": "cb1e4dd7b9757bc94da45880da33643b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.1)",
"session_id": "f4a58609-0eee-49bb-b696-d7a322b2cb72",
"risk_score": 77.28,
"confidence": 0.13
} | usteele | wmi_exec | the | 2,566 | svchost.exe | No additional info | Endpoint wmi_exec the by usteele No additional info | {
"baseline_deviation": 0.57,
"entropy": 2.17,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a3669bb7-96bb-4710-a461-301bb91f18f5 | 2025-06-11T22:28:13 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop take by dpeterson MITRE Technique: T1078.004 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "6cca4b87a833de392e6dc523716c2c9c",
"user_agent": "Opera/8.10.(X11; Linux x86_64; se-NO) Presto/2.9.187 Version/10.00",
"session_id": "2804569e-ad15-4765-8d7d-538a036cc7b8",
"risk_score": 65.16,
"confidence": 0.93
} | dpeterson | process_stop | take | 7,016 | cmd.exe | MITRE Technique: T1078.004 | Endpoint process_stop take by dpeterson MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2b9084d-2f20-412e-915e-a6eb76a8a758 | 2025-06-16T03:18:32 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in AWS by leacherik No additional info noise=CEBD6BE5 | {
"geo_location": "Montserrat",
"device_hash": "035ccf305c47dd5fa52349c41afb487c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.0)",
"session_id": "9b7a3a02-cb59-465d-9b9b-0317af6efc69",
"risk_score": 46.33,
"confidence": 0.32
} | leacherik | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by leacherik No additional info | null | null | null | null | null | null | null | null | null | AWS | res-be7e6a3c | null | null | null | null | null | null | null | null | null | null |
bb81636e-76e3-4348-a465-bec9c4c83739 | 2025-05-20T03:31:48 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 100.139.27.211 to 130.35.31.149 No additional info noise=explore | {
"geo_location": "Honduras",
"device_hash": "8ebd91d5e5082018b8927354b32ad6f93994e760161d63953902d44093476557",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/55.0.852.0 Safari/534.2",
"session_id": "f7dae3bd-1f85-429a-90bd-98349240488d",
"risk_score": 53.64,
"con... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 100.139.27.211 to 130.35.31.149 No additional info | null | null | null | null | 100.139.27.211 | 130.35.31.149 | null | null | null | null | null | null | null | null | null | null | ICMP | 862,078 | null | null | null |
2215d770-792c-4cdf-a91a-4c2f1f90c59d | 2025-04-04T02:57:10 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in OCI by usnyder No additional info noise=app/wp-content/blog | {
"geo_location": "Korea",
"device_hash": "faffdec5c156b89fab56598316b56da76312859d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_1; rv:1.9.2.20) Gecko/8778-05-25 21:50:48 Firefox/6.0",
"session_id": "9250eaec-8b9d-45e8-b134-3fec8ed4f4e7",
"risk_score": 59.3,
"confidence": 0.26
} | usnyder | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by usnyder No additional info | null | null | null | null | null | null | null | null | null | OCI | res-06050873 | null | null | null | null | null | null | null | null | null | null |
38499f61-5906-48cf-95f8-bc65f0b708e2 | 2025-04-29T03:24:40 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Alibaba by lawrenceerik MITRE Technique: T1547.001 | {
"geo_location": "Venezuela",
"device_hash": "7668b95f0f3b475f7164cf7e39f7055ac9fb15c1",
"user_agent": "Mozilla/5.0 (Windows 95; ru-RU; rv:1.9.1.20) Gecko/4773-12-27 14:58:33 Firefox/6.0",
"session_id": "88d4daa9-209b-4389-8e58-30116d6546c7",
"risk_score": 49.39,
"confidence": 0.42
} | lawrenceerik | container_escape | null | null | null | MITRE Technique: T1547.001 | Cloud container_escape in Alibaba by lawrenceerik MITRE Technique: T1547.001 | {
"baseline_deviation": 2.12,
"entropy": 3.38,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Alibaba | res-e0c00b3e | null | null | null | null | null | null | null | null | null | null |
50b14993-9424-4884-9e0b-4492018e1c12 | 2025-04-18T15:31:51 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install account by adamscrystal No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "fff637a3bbcaf3e87de3af406d29a90b3eca6351",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; mr-IN; rv:1.9.2.20) Gecko/3939-11-09 00:04:42 Firefox/7.0",
"session_id": "cd4a1213-2890-411d-ad77-dcb2d2763921",
"risk_score": 19.81,
"confidence": 0.17
} | adamscrystal | service_install | account | 297 | explorer.exe | No additional info | Endpoint service_install account by adamscrystal No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
23d95d1a-4590-4dd7-a130-e2d90cc0034c | 2025-03-06T13:38:02 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1547.001 noise=rate|mouth|here | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "ac59ad1cf2cafcbc8c9b4a9176cb310f6f5c658257b40bec29967a4c6d9d3ce9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_7; rv:1.9.6.20) Gecko/5612-03-30 12:36:16 Firefox/3.6.6",
"session_id": "ba5ea0c3-a8cb-4693-bf97-b070fe4d8662",
"risk_score"... | null | sensor_spoofing | null | null | null | MITRE Technique: T1547.001 | IoT device Sensor sensor_spoofing MITRE Technique: T1547.001 | null | Sensor | iot-392c05e4 | 7.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fa75ec7c-05c3-4ec2-bd87-01c75c3506a4 | 2025-03-03T16:22:04 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by contrerasjohn Associated Threat Actor: DarkSide | {
"geo_location": "Chile",
"device_hash": "e77a46e8ed3c462a658fcf7402ac052ad836d9dc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.1)",
"session_id": "6179e7dc-cc62-4923-b5f3-4f21cf81405c",
"risk_score": 35.45,
"confidence": 0.36
} | contrerasjohn | fine_tuning | null | null | null | Associated Threat Actor: DarkSide | AI system fine_tuning by contrerasjohn Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | null | null | model-5c1445f0 | befa9375cfb0696a3117501ff240f9ff53c393c868bccbd97eb95e306c69b916 | 2eb69a85aaa41754f2373ff188df14277132ee791d7d97e5ef9816ae550c1ab4 | null | null | null | null | null | null | null |
fd90fa13-f981-448b-9cff-635e9501a263 | 2025-05-15T22:05:46 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect TCP traffic from 153.110.130.111:238 to 62.121.129.238:160 Associated Threat Actor: Equation Group | {
"geo_location": "Afghanistan",
"device_hash": "5e406fdcb4d1c45561356a153571e41e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_4; rv:1.9.3.20) Gecko/7233-09-27 07:32:07 Firefox/13.0",
"session_id": "9a113409-61a7-48bc-84b7-77bc8061d782",
"risk_score": 95.3,
"confidence": 0.58
} | null | inspect | null | null | null | Associated Threat Actor: Equation Group | Firewall inspect TCP traffic from 153.110.130.111:238 to 62.121.129.238:160 Associated Threat Actor: Equation Group | null | null | null | null | 153.110.130.111 | 62.121.129.238 | null | null | null | null | null | null | null | null | 238 | 160 | TCP | 676,783 | 1,137 | null | null |
1d32a735-8e63-42b4-99ca-ebb2c157cefc | 2025-04-28T20:04:22 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by penatravis No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "40b1f435df4a5f3096e18caedc90507d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.21.7 (KHTML, like Gecko) Version/5.0.2 Safari/532.21.7",
"session_id": "932a7972-5d06-44c0-8fa1-24a21bada840",
"risk_score": 64.18,
"confidence": 0.75
} | penatravis | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by penatravis No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-99327792 | null | null | null | null | null | null | null | null | null | null |
40921d8c-80e1-43a7-9447-1b8a711d6c82 | 2025-04-18T18:16:07 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /rich/design.txt by cynthia67 MITRE Technique: T1071.001 noise=VHJlYXQu | {
"geo_location": "Paraguay",
"device_hash": "260c1a02e1f42745bad21e82df08eb11",
"user_agent": "Mozilla/5.0 (Windows CE; st-ZA; rv:1.9.2.20) Gecko/8773-02-16 10:03:20 Firefox/3.6.16",
"session_id": "7ec67ee0-ff8e-4172-9e05-a3e4e9ae7464",
"risk_score": 74.91,
"confidence": 0.07
} | cynthia67 | registry_change | /rich/design.txt | 2,566 | svchost.exe | MITRE Technique: T1071.001 | Endpoint registry_change /rich/design.txt by cynthia67 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e64fbbc4-c4a3-475c-892f-d226ecff5cee | 2025-05-08T14:53:07 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 82.210.91.196 to 208.172.149.241 No additional info | {
"geo_location": "French Guiana",
"device_hash": "2ff12d2b449139345d60d198d405f324cb5dffdf344c1d3ca3fc595450d385b0",
"user_agent": "Opera/9.95.(Windows 98; Win 9x 4.90; brx-IN) Presto/2.9.177 Version/10.00",
"session_id": "13a4a205-c25a-4f5a-a524-f1f4780782d5",
"risk_score": 50.96,
"confidence": 0.68
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 82.210.91.196 to 208.172.149.241 No additional info | {
"baseline_deviation": 1.34,
"entropy": 3.58,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 82.210.91.196 | 208.172.149.241 | null | null | null | null | null | null | null | null | null | null | TCP | 216,354 | null | null | null |
3e3c9457-159d-407b-a551-30f2965d959b | 2025-03-11T13:16:27 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for ljordan via key from 86.59.190.154 No additional info | {
"geo_location": "Japan",
"device_hash": "3f9de6bfc12a65f9de22c36a2d8d4b7a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.37.4 (KHTML, like Gecko) Version/5.0.4 Safari/532.37.4",
"session_id": "5ca4bde6-c39a-4071-9dcf-52d90bc70f1c",
"risk_score": 46.3,
"confidence": 0.63
} | ljordan | locked | null | null | null | No additional info | Auth locked for ljordan via key from 86.59.190.154 No additional info | {
"baseline_deviation": 2.39,
"entropy": 7.06,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 86.59.190.154 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 40:65:7a:e2:28:b5 |
b39781d6-603e-4733-8052-6750e6fb12e0 | 2025-04-03T13:46:42 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /finish/build.html by rachael78 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "874cba5c7d922bce838c2b080c8142b5706eb2e7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "425a7a73-d91d-4f76-acbc-bf4735c4646d",
"risk_score": 51.72,
"confidence": 0.77
} | rachael78 | wmi_exec | /finish/build.html | 9,070 | explorer.exe | No additional info | Endpoint wmi_exec /finish/build.html by rachael78 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
782b9512-385b-41b8-a089-b2824c7c3de0 | 2025-04-21T09:19:26 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /scene/party.ods by scottdana MITRE Technique: T1204.002 | {
"geo_location": "Georgia",
"device_hash": "c5590ed03e304ac8b654420104b887db54d3c984",
"user_agent": "Opera/8.66.(Windows NT 4.0; lzh-TW) Presto/2.9.176 Version/12.00",
"session_id": "3676ce01-8a57-4315-a4d7-048b360cb5ed",
"risk_score": 55.18,
"confidence": 0.84
} | scottdana | powershell_exec | /scene/party.ods | 5,374 | powershell.exe | MITRE Technique: T1204.002 | Endpoint powershell_exec /scene/party.ods by scottdana MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
02caa136-6615-4111-9642-e7b8b0f44573 | 2025-02-23T01:46:43 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow NTP traffic from 147.183.240.217:653 to 24.8.151.80:237 MITRE Technique: T1110.003 | {
"geo_location": "Colombia",
"device_hash": "59f16bc78e9d974d41c19bfbc9667224",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_9) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/17.0.843.0 Safari/536.0",
"session_id": "02ae3b50-25a5-4731-a4bc-b5d2e9d99d23",
"risk_score": 30.45,
"confidence": 0.66... | null | allow | null | null | null | MITRE Technique: T1110.003 | Firewall allow NTP traffic from 147.183.240.217:653 to 24.8.151.80:237 MITRE Technique: T1110.003 | null | null | null | null | 147.183.240.217 | 24.8.151.80 | null | null | null | null | null | null | null | null | 653 | 237 | NTP | 196,690 | 254 | null | null |
206ff2dd-842a-4ca6-8bb4-04fd0e3836f4 | 2025-01-26T16:27:46 | 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: DNS Tunneling detected from 158.130.236.13 targeting N/A Associated Threat Actor: Conti | {
"geo_location": "Aruba",
"device_hash": "fe87f7632cf4f5688e080530f018bc50a1bcc692",
"user_agent": "Opera/9.54.(Windows NT 6.2; dz-BT) Presto/2.9.166 Version/12.00",
"session_id": "20231d78-2738-4ef3-81ca-8b1b90e206ab",
"risk_score": 30.79,
"confidence": 0.78
} | null | null | null | null | null | Associated Threat Actor: Conti | Elastic SIEM Alert: DNS Tunneling detected from 158.130.236.13 targeting N/A Associated Threat Actor: Conti | null | null | null | null | 158.130.236.13 | N/A | DNS Tunneling | SIG-3702 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
53761730-ebb9-47ee-a6b5-8c295908e4f5 | 2025-03-28T22:42:17 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: Living-off-the-Land detected from 70.188.132.45 targeting N/A No additional info | {
"geo_location": "Montenegro",
"device_hash": "e07d5a827c18224d4bd7a38f1f5a186123d6cfdcf2fc16db0e2b93fdf7dc7193",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "151aeef7-aab4-4f50-a187-3e7d9a6f5977",
"risk_score": 20.53,
"confidence": 0.92
} | null | null | null | null | null | No additional info | QRadar Alert: Living-off-the-Land detected from 70.188.132.45 targeting N/A No additional info | null | null | null | null | 70.188.132.45 | N/A | Living-off-the-Land | SIG-6882 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
e394b63f-1685-4f96-a09c-b5ffbb504621 | 2025-04-30T02:41:58 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Cloud API Abuse detected from 168.197.87.168 targeting 115.104.123.48 No additional info | {
"geo_location": "Senegal",
"device_hash": "4dca81069c0fb21917c71bff1a88d744e896a1d9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; hu-HU) AppleWebKit/534.47.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.47.2",
"session_id": "92c11682-3965-4054-b22e-aca255860cec",
"ris... | null | null | null | null | null | No additional info | Snort Alert: Cloud API Abuse detected from 168.197.87.168 targeting 115.104.123.48 No additional info | null | null | null | null | 168.197.87.168 | 115.104.123.48 | Cloud API Abuse | SIG-3955 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
74c7b7c8-3230-4cb2-afe8-2a5b03bd7af6 | 2025-06-10T19:10:30 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for qfriedman via passwordless from 194.4.157.141 No additional info | {
"geo_location": "El Salvador",
"device_hash": "6b82ca67a099a48e6f7c6dede4bf87b8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ayc-PE) AppleWebKit/533.32.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.32.3",
"session_id": "6d5dd34d-7fd2-4470-90cf-4d72ac5e036a",
"risk_s... | qfriedman | success | null | null | null | No additional info | Auth success for qfriedman via passwordless from 194.4.157.141 No additional info | null | null | null | null | 194.4.157.141 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 7b:74:7f:af:f8:ed |
726d9071-ecf5-4ad5-89ef-e4b9ea6225f5 | 2025-07-08T11:55:38 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: Brute Force detected from 10.149.149.5 targeting 10.102.73.60 MITRE Technique: T1134.001 | {
"geo_location": "Cyprus",
"device_hash": "f8f4917f1e644f4578d2df37fdae1e30",
"user_agent": "Opera/9.89.(Windows NT 5.01; mk-MK) Presto/2.9.168 Version/11.00",
"session_id": "ff5e45ab-adf6-41e3-85cb-70cb889a9fd8",
"risk_score": 82.78,
"confidence": 0.95
} | null | null | null | null | null | MITRE Technique: T1134.001 | Carbon Black Alert: Brute Force detected from 10.149.149.5 targeting 10.102.73.60 MITRE Technique: T1134.001 | null | null | null | null | 10.149.149.5 | 10.102.73.60 | Brute Force | SIG-6511 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
2ff187eb-77f4-45b2-b559-e04ccc38aa8e | 2025-02-05T22:28:21 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 140.49.129.42 to 97.33.166.208 No additional info | {
"geo_location": "Cameroon",
"device_hash": "74ec014ea61ed1c26dd77961f6a54002d15efed7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.0)",
"session_id": "653375e9-0e54-4f7f-ae69-b8457d47977c",
"risk_score": 15.6,
"confidence": 0.62
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 140.49.129.42 to 97.33.166.208 No additional info | null | null | null | null | 140.49.129.42 | 97.33.166.208 | null | null | null | null | null | null | null | null | null | null | TCP | 253,424 | null | null | null |
897c8a28-bb3e-4005-9e38-7cfe1c24fe8a | 2025-01-24T05:12:49 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by lpowell No additional info | {
"geo_location": "Namibia",
"device_hash": "1cbf0fc056a8d9e6ed10a7df00eee9f5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_3 rv:4.0; kok-IN) AppleWebKit/531.42.2 (KHTML, like Gecko) Version/5.0.2 Safari/531.42.2",
"session_id": "2469bc34-441d-45fb-a641-55da3b14da75",
"risk_score": 51.69,
"c... | lpowell | prompt_injection | null | null | null | No additional info | AI system prompt_injection by lpowell No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1ae380b5 | 09f5b9815855b6565a7afaef46ea273e0adf1ab6 | 144033d47509e2205029ac548bee24c4bab3463a | null | null | null | null | null | null | null |
0e17cc6a-2e7e-4ce4-9274-d91c6e68952d | 2025-02-23T12:59:17 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in OCI by jwilson No additional info | {
"geo_location": "Bermuda",
"device_hash": "e8f4c87a3f37b09ad8b3c9f493a9970b4f66c7cf0e2d1ca468474234ee167af2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ast-ES) AppleWebKit/533.23.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.23.1",
"session_id": "3b02750e-3788-4748-b... | jwilson | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by jwilson No additional info | null | null | null | null | null | null | null | null | null | OCI | res-9a906335 | null | null | null | null | null | null | null | null | null | null |
5f42cfd5-dd5c-4c21-b0f6-3ddb1a6d9da6 | 2025-03-17T12:43:16 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in Azure by aknight No additional info | {
"geo_location": "North Macedonia",
"device_hash": "b83f580bfc076f01821d2f97c6ee4bf2360e97dcdaf3bc1469d3555ab3d353ff",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/3154-04-05 06:55:19 Firefox/3.6.3",
"session_id": "cb76e832-9975-4092-81ab-ca79f74c56a3",
"risk_score": 52.58,
"confidence":... | aknight | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by aknight No additional info | null | null | null | null | null | null | null | null | null | Azure | res-5ef76176 | null | null | null | null | null | null | null | null | null | null |
11ddd385-60cf-480f-ad1a-1d41bc8a47ae | 2025-03-01T09:45:29 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Domain Fronting detected from 77.151.213.23 targeting N/A No additional info noise=TGlmZSBob3cu | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "cce7f7bd43a1ab660c0b3130ba14a752",
"user_agent": "Mozilla/5.0 (Linux; Android 2.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/51.0.833.0 Safari/536.2",
"session_id": "77e74d22-5ac4-4e1b-9913-e8a11ee4d41c",
"risk_score": 40.35,... | null | null | null | null | null | No additional info | AlienVault Alert: Domain Fronting detected from 77.151.213.23 targeting N/A No additional info | {
"baseline_deviation": 1.09,
"entropy": 6.35,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 77.151.213.23 | N/A | Domain Fronting | SIG-7951 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
03049c06-372c-46b4-bb20-8158c89dc6e4 | 2025-05-15T01:08:16 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by timothycohen No additional info noise=QWRtaXQu | {
"geo_location": "Guadeloupe",
"device_hash": "d3ee08cfc6ae8a85bb15af4766e1929879b40b0081832f67c1990f4d3ffc82d4",
"user_agent": "Opera/8.29.(X11; Linux i686; pt-PT) Presto/2.9.187 Version/11.00",
"session_id": "f5894809-9306-4c34-92c5-519936a32c79",
"risk_score": 45.57,
"confidence": 0.95
} | timothycohen | model_inversion | null | null | null | No additional info | AI system model_inversion by timothycohen No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f4221c50 | 7bc4e0e3bb604bc5cfcfccb964a54cd486c083aa | afcb0c79c249e4d1024454654892082b88a2c3cc710fd7812d48a0839cae4308 | null | null | null | null | null | null | null |
30601472-b86d-4842-9657-1bc3494c34c8 | 2025-03-29T02:40:59 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in OCI by svang Unconventional IOC: Quantum random number deviations | {
"geo_location": "Uzbekistan",
"device_hash": "d589308cf703a9a3257a812baa43b59106ee8b6d",
"user_agent": "Opera/8.71.(X11; Linux x86_64; ug-CN) Presto/2.9.182 Version/11.00",
"session_id": "f9bbe9fc-474c-4dad-83ce-537cc37e39b8",
"risk_score": 76.55,
"confidence": 0.18
} | svang | instance_creation | null | null | null | Unconventional IOC: Quantum random number deviations | Cloud instance_creation in OCI by svang Unconventional IOC: Quantum random number deviations | {
"baseline_deviation": 2.36,
"entropy": 3.3,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | OCI | res-5836395c | null | null | null | null | null | null | null | null | null | null |
bb524663-0575-4f66-8321-eff1a88954d2 | 2025-05-14T02:11:13 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by brittany02 Associated Threat Actor: Conti | {
"geo_location": "Belize",
"device_hash": "2f551b336a46521aa25b1d4a92827d792d854235",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/12.9t6170.0 Mobile/93R008 Safari/535.2",
"session_id": "b4e8e4f3-0662-43f9-8efe-a65d9f6b27ce",
"risk_score": 75.1... | brittany02 | membership_inference | null | null | null | Associated Threat Actor: Conti | AI system membership_inference by brittany02 Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | null | null | model-fd457148 | 17ec81b35c5ad24718027db61d20d199c6cc895b | 35367a1436815d01b7ca3eea52d1b1bb6d5148c1588b9c5ca73b47766d2d5c28 | null | null | null | null | null | null | null |
83cbcbb2-e019-4b05-94b9-53a808dba2a8 | 2025-02-19T10:22:12 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /score/particular.wav by donnasilva MITRE Technique: T1059.001 | {
"geo_location": "Gabon",
"device_hash": "e36ef8dee12bc83393ee878a13a3015a21770bbcc73ae7248d009a9dd9efb8fc",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/50.0.856.0 Safari/534.0",
"session_id": "79898030-0c97-42c6-877f-ebcadd96e64c",
"risk_score": 25.19,
"conf... | donnasilva | process_stop | /score/particular.wav | 4,779 | svchost.exe | MITRE Technique: T1059.001 | Endpoint process_stop /score/particular.wav by donnasilva MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b174a8f5-e7cf-4ecf-b388-ea1225a83690 | 2025-06-14T18:47:52 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Camera physical_tamper No additional info noise=mention|very|want | {
"geo_location": "Japan",
"device_hash": "263cc03047d7361481eaa6b88c93011a92389fffc9ae75998a48b237b919d8f2",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/44.0.808.0 Safari/531.2",
"session_id": "9d776937-a6b0-4bfc-a9c5-cf7e142ddcb7",
"risk_sco... | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-ed8a966b | 5.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de6d965d-0678-420c-9441-cbfe52aaf28d | 2025-03-30T05:42:48 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by usmith No additional info | {
"geo_location": "Russia",
"device_hash": "36ba97b1268f384c89a32b4915193021d5151064",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_2; rv:1.9.3.20) Gecko/3548-04-06 17:11:42 Firefox/8.0",
"session_id": "b473b11a-a002-4edf-b26d-a6386961afaa",
"risk_score": 57.31,
"confidence": 0.62
} | usmith | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by usmith No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4f78681a | f69080eca8076d469e95959638cd54fe | 491e1837e91e3e7b6aaf62341cd9b14ffcfa0f13c81386ec0518a02c3a9a5218 | null | null | null | null | null | null | null |
becabd44-99bc-419d-ba35-9d15e2a63e74 | 2025-04-02T22:43:04 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor side_channel No additional info noise=529257D8 | {
"geo_location": "Germany",
"device_hash": "02fc47b751a15d38545db3d0165b22a2588fe208",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:65.0) Gecko/65.0 Firefox/65.0",
"session_id": "e278b88d-52b0-434c-86f6-a3fad5deaf8c",
"risk_score": 44.69,
"confidence": 0.12
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-994e7c15 | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cbcc7874-2423-4b35-9597-6d33da955a3c | 2025-04-20T13:51:06 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism consumer by terrihoffman Living-off-the-land technique detected noise=explore/posts/wp-content | {
"geo_location": "Israel",
"device_hash": "03d108fc2a8c14dc13ab46fdd1ea05c84761c763",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.0)",
"session_id": "8dbfd4a6-f3b3-443e-a026-8205337e016d",
"risk_score": 79.49,
"confidence": 0.49
} | terrihoffman | persistence_mechanism | consumer | 1,075 | powershell.exe | Living-off-the-land technique detected | Endpoint persistence_mechanism consumer by terrihoffman Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
282cba10-0ec9-4636-83f0-52bd35f89e64 | 2025-02-12T07:24:59 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 97.43.190.146 to 210.245.25.102 MITRE Technique: T1134.001 noise=E7830ADF | {
"geo_location": "Taiwan",
"device_hash": "014301bf1169c292822e79f87ff1b05d9d3f4836",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/48.0.891.0 Mobile/49B013 Safari/536.1",
"session_id": "55e851ac-78d9-4d9c-ba33-67064f6f9aa1",
"risk_score":... | null | latency_spike | null | null | null | MITRE Technique: T1134.001 | Network latency_spike from 97.43.190.146 to 210.245.25.102 MITRE Technique: T1134.001 | {
"baseline_deviation": 1.65,
"entropy": 3.16,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 97.43.190.146 | 210.245.25.102 | null | null | null | null | null | null | null | null | null | null | HTTPS | 877,397 | null | null | null |
d91db22c-1f51-4112-9789-e093454364e6 | 2025-02-03T00:29:46 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 10.97.143.34:102 to 135.86.135.20:741 No additional info noise=48255F6E | {
"geo_location": "Uruguay",
"device_hash": "e349a6052263f1617611722ba7eaf2acefc5c605",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "92d10bff-de9a-4bd5-bc74-5d48c702ff46",
"risk_score": 83.25,
"confidence": 0.58
} | null | drop | null | null | null | No additional info | Firewall drop DNS traffic from 10.97.143.34:102 to 135.86.135.20:741 No additional info | null | null | null | null | 10.97.143.34 | 135.86.135.20 | null | null | null | null | null | null | null | null | 102 | 741 | DNS | 387,532 | 610 | null | null |
08682ab1-5ccd-420e-8ada-2581c9a63f02 | 2025-05-05T05:07:14 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 220.119.112.61 to 199.105.250.112 No additional info noise=RW5vdWdoLg== | {
"geo_location": "San Marino",
"device_hash": "4a108d1837f45e36fe22b96122cca23e",
"user_agent": "Opera/8.89.(X11; Linux x86_64; de-LU) Presto/2.9.179 Version/11.00",
"session_id": "cdd3d195-ac4f-4073-9e62-376d12d17872",
"risk_score": 53.25,
"confidence": 0.42
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 220.119.112.61 to 199.105.250.112 No additional info | {
"baseline_deviation": 0.68,
"entropy": 7.58,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 220.119.112.61 | 199.105.250.112 | null | null | null | null | null | null | null | null | null | null | ICMP | 573,512 | null | null | null |
dcfd36c2-526b-4f24-9834-63a306c40bfd | 2025-06-29T12:16:37 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 21.205.174.132 to 28.45.79.154 No additional info | {
"geo_location": "China",
"device_hash": "dd70f9cb2c6e1cd6c6f8bedd9c56fd0c9e544c7d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "fe45841d-1752-4896-88cb-197074bf488b",
"risk_score": 34.79,
"confidence": 0.74
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 21.205.174.132 to 28.45.79.154 No additional info | null | null | null | null | 21.205.174.132 | 28.45.79.154 | null | null | null | null | null | null | null | null | null | null | ICMP | 515,606 | null | null | null |
ee14d59f-3435-45b7-a3f5-670c89b6888b | 2025-05-24T07:57:54 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change simple by raymondchen Associated Threat Actor: DarkSide | {
"geo_location": "Liberia",
"device_hash": "77900092053231293b66cd2743f38f8ebf06e63b",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/57.0.888.0 Safari/532.0",
"session_id": "a1475560-262d-492d-9efb-93cbf615c1e1",
"risk_score": 61.12,
"confidence": 0.88
} | raymondchen | registry_change | simple | 4,625 | powershell.exe | Associated Threat Actor: DarkSide | Endpoint registry_change simple by raymondchen Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7011f99b-4b8e-424d-a1c8-bc8cbad978bf | 2025-02-25T22:28:25 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /end/push.mp3 by szamora Associated Threat Actor: Cobalt Group noise=EFD809D7 | {
"geo_location": "Sao Tome and Principe",
"device_hash": "3832e480035ef779e0ff3934b77dcdd0",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9 rv:6.0; da-DK) AppleWebKit/532.12.6 (KHTML, like Gecko) Version/4.0 Safari/532.12.6",
"session_id": "9d9aa7b4-80af-44a9-a92f-7315f34c0266",
"risk_score": 6.... | szamora | scheduled_task | /end/push.mp3 | 1,406 | svchost.exe | Associated Threat Actor: Cobalt Group | Endpoint scheduled_task /end/push.mp3 by szamora Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cf804db2-3879-4cf4-b46d-101edf98ec2b | 2025-03-11T02:42:13 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec /again/above.key by simschad Living-off-the-land technique detected | {
"geo_location": "Estonia",
"device_hash": "8727e41eda5c958bee09f4684071e61e11cdb7d117124317b4e9f157bf87548f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.1)",
"session_id": "ccfe388f-dafd-4bdc-aecd-d748bcac9149",
"risk_score": 47.03,
"confidence": 0.52
} | simschad | powershell_exec | /again/above.key | 3,385 | powershell.exe | Living-off-the-land technique detected | Endpoint powershell_exec /again/above.key by simschad Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0aa0ff3d-596e-4079-a62b-e0cf8b4774a6 | 2025-04-09T18:40:35 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by loneal MITRE Technique: T1071.001 | {
"geo_location": "Thailand",
"device_hash": "695e2f6e95521059bccb74616560a3da2c4bdc59",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/52.0.880.0 Safari/534.1",
"session_id": "f38af3bc-12a3-466b-87a6-0742a6fe4675",
"risk_score": 45.81,
"confidence": 0.18
} | loneal | fine_tuning | null | null | null | MITRE Technique: T1071.001 | AI system fine_tuning by loneal MITRE Technique: T1071.001 | {
"baseline_deviation": 1.62,
"entropy": 5.97,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-2960ef9c | 14197746311d4edbf3e540273a7248e0 | 090411c8650ce63f455a9a54f5e9d11058ae468c8263962176a3b8a4b5f12b0f | null | null | null | null | null | null | null |
5703bcb9-5e01-46a3-bbbb-d457412b5aa2 | 2025-04-08T03:03:23 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by urodriguez MITRE Technique: T1071.001 | {
"geo_location": "Sao Tome and Principe",
"device_hash": "eafd9044582e3d1ecc104b11e7cff8db83dd508b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/37.0.851.0 Safari/536.0",
"session_id": "25fc467a-30ae-4bad-a382-2333674da37d",
"risk_score": 41.51,
"confidence": 0... | urodriguez | api_abuse | null | null | null | MITRE Technique: T1071.001 | AI system api_abuse by urodriguez MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-dbe0b3c7 | a6b876896e2f066e6cc5393ff1bfee20 | 81ca5920975a9704f2fb6ed1cd2e01bc785f23e1 | null | null | null | null | null | null | null |
77ecd65e-eff2-4ff7-985e-b807f02f62ee | 2025-05-26T15:30:44 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Guernsey",
"device_hash": "d3dc45687bd9acf8dfa7581d7bdface4",
"user_agent": "Opera/9.55.(X11; Linux x86_64; ga-IE) Presto/2.9.169 Version/11.00",
"session_id": "35247fdb-f3b5-4bcb-bfba-c338cf0adb74",
"risk_score": 44.88,
"confidence": 0.44
} | null | protocol_violation | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | null | Sensor | iot-b0a1ff9b | 4.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5fc95021-92d6-409b-9bd2-fb722a037ea1 | 2025-01-21T21:33:02 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: DNS Tunneling detected from 211.44.253.109 targeting 139.113.33.230 MITRE Technique: T1486 | {
"geo_location": "Uruguay",
"device_hash": "6ebccb277f4e6b136887d7828639a9b1447a3e5c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "720fd3da-c2c2-4fa3-b7a5-430802e0438b",
"risk_score": 71.75,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1486 | Palo Alto Cortex Alert: DNS Tunneling detected from 211.44.253.109 targeting 139.113.33.230 MITRE Technique: T1486 | null | null | null | null | 211.44.253.109 | 139.113.33.230 | DNS Tunneling | SIG-5369 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
a441284b-f4fb-44b4-b01f-8d8ccd717b7e | 2025-03-16T11:55:36 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall deny UDP traffic from 101.113.70.143:755 to 203.15.31.118:838 MITRE Technique: T1190 | {
"geo_location": "Macao",
"device_hash": "da023534bdea40941d9a86432f490cda57ce0f4dba28c930ad06b78d3293a54b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.1.1 (KHTML, like Gecko) Version/4.1 Safari/532.1.1",
"session_id": "adb50d34-26aa-48b2-bcdd-1cb3394e26bd",
"risk_score": 36.82,
... | null | deny | null | null | null | MITRE Technique: T1190 | Firewall deny UDP traffic from 101.113.70.143:755 to 203.15.31.118:838 MITRE Technique: T1190 | null | null | null | null | 101.113.70.143 | 203.15.31.118 | null | null | null | null | null | null | null | null | 755 | 838 | UDP | 234,169 | 1,239 | null | null |
f4ffe615-62d9-4706-ae8c-b1dfa873bb4c | 2025-06-26T00:26:11 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start store by jessica93 No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "af68cd481b138fea61aff440fe18f19a5223dcc7c7adc693f1873357fb8bb471",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8154-06-20 20:45:45 Firefox/3.6.17",
"session_id": "36d1092f-3798-40e6-af05-8d94f1412ec2",
"risk_score": 0,
"confidence"... | jessica93 | process_start | store | 6,649 | powershell.exe | No additional info | Endpoint process_start store by jessica93 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c5fbd89-1341-45b5-a921-7098a791594e | 2025-06-20T19:36:02 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth challenge for benjamin61 via biometric from 10.208.192.46 No additional info | {
"geo_location": "Taiwan",
"device_hash": "28d47ea046e4faa0bc19dafcf0ba9b983d9331a92982009b81b737b205427339",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.1)",
"session_id": "87dec356-6e23-46bd-bd78-4851b8b38492",
"risk_score": 48.25,
"confidence": 0.27
} | benjamin61 | challenge | null | null | null | No additional info | Auth challenge for benjamin61 via biometric from 10.208.192.46 No additional info | null | null | null | null | 10.208.192.46 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 7d:75:c9:af:46:14 |
ca46744b-9c22-4232-ab26-6c25aa723cb2 | 2025-04-21T16:49:38 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by andersonalexander MITRE Technique: T1204.002 | {
"geo_location": "Bolivia",
"device_hash": "fc91bf1ff82d50945874dda8d03f6660",
"user_agent": "Mozilla/5.0 (Windows CE; mg-MG; rv:1.9.1.20) Gecko/5522-04-21 18:54:50 Firefox/3.8",
"session_id": "1b951f32-1c19-48fc-a55d-e5ff40eb8eba",
"risk_score": 59.23,
"confidence": 0.91
} | andersonalexander | fine_tuning | null | null | null | MITRE Technique: T1204.002 | AI system fine_tuning by andersonalexander MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-05b6d706 | 6755324f614764d5f4b18f6161cd74f4 | b7af6dc01dc62c1af4e6ae1744e63b337184a10c7ccce8172720e61ff6d4afc9 | null | null | null | null | null | null | null |
3f72ffa3-d68b-49f8-b4e2-83908b5ebaea | 2025-02-28T02:22:17 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for mtaylor via key from 213.74.162.47 MITRE Technique: T1547.001 | {
"geo_location": "Greenland",
"device_hash": "696940641006ab349780f2f2af5b3e16",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_8 rv:5.0; kok-IN) AppleWebKit/534.5.7 (KHTML, like Gecko) Version/4.0 Safari/534.5.7",
"session_id": "384a861d-79e9-4d8d-8818-4da74a9fb22a",
"risk_score": 60.65,
"confid... | mtaylor | bypass | null | null | null | MITRE Technique: T1547.001 | Auth bypass for mtaylor via key from 213.74.162.47 MITRE Technique: T1547.001 | null | null | null | null | 213.74.162.47 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 46:5d:b4:87:46:a1 |
42671c18-5f5f-4bf4-9aa3-730411bbb246 | 2025-01-31T20:44:25 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny ICMP traffic from 209.7.188.134:61071 to 10.123.188.243:753 No additional info | {
"geo_location": "Iran",
"device_hash": "0d18f146b252131697e2217cc55e0b5a3db08d2474e2682f666b73159169efde",
"user_agent": "Opera/9.86.(X11; Linux i686; ta-IN) Presto/2.9.160 Version/12.00",
"session_id": "55ec3470-5f2d-43d8-93f8-4fb571c0b482",
"risk_score": 40.16,
"confidence": 0.8
} | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 209.7.188.134:61071 to 10.123.188.243:753 No additional info | null | null | null | null | 209.7.188.134 | 10.123.188.243 | null | null | null | null | null | null | null | null | 61,071 | 753 | ICMP | 614,801 | 608 | null | null |
5c165449-d458-4913-b9dc-4ebb96dbaaac | 2025-04-30T18:46:37 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: DDoS detected from 187.90.59.76 targeting 1.225.103.209 No additional info | {
"geo_location": "Fiji",
"device_hash": "9d1a0a40cae9efddb1d1b88d99d27e49",
"user_agent": "Opera/8.32.(X11; Linux i686; nso-ZA) Presto/2.9.188 Version/10.00",
"session_id": "ee9cbca5-8ac7-4474-8d53-a54b755422dc",
"risk_score": 100,
"confidence": 0.45
} | null | null | null | null | null | No additional info | AlienVault Alert: DDoS detected from 187.90.59.76 targeting 1.225.103.209 No additional info | null | null | null | null | 187.90.59.76 | 1.225.103.209 | DDoS | SIG-2082 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
313fcf82-cff5-41d4-8591-cf89faee401c | 2025-06-17T20:07:11 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Alibaba by nstokes No additional info | {
"geo_location": "Seychelles",
"device_hash": "60f9d8e4c800f6e9bb958351c3997900",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.1)",
"session_id": "a4449806-2b9c-41ab-83a7-406cbb943236",
"risk_score": 26.14,
"confidence": 0.67
} | nstokes | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by nstokes No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-71e66470 | null | null | null | null | null | null | null | null | null | null |
e102c988-1d28-47ab-bdcc-404c33d4344c | 2026-10-20T17:41:47 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 10.201.236.126 to 105.7.234.207 No additional info noise=AE316D6F | {
"geo_location": "Iran",
"device_hash": "9ea213415a6235082b9c2d6361e06682caf75d06289572b3df484846aa2f1406",
"user_agent": "Opera/9.79.(Windows NT 6.2; quz-PE) Presto/2.9.166 Version/10.00",
"session_id": "cf4eff04-e1a4-40f4-9435-bec1dea9a10e",
"risk_score": 27.72,
"confidence": 0.95
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 10.201.236.126 to 105.7.234.207 No additional info | null | null | null | null | 10.201.236.126 | 105.7.234.207 | null | null | null | null | null | null | null | null | null | null | TCP | 512,662 | null | null | null |
92d3fbcd-fd4c-41b2-9f3a-44e4646893ff | 2025-04-09T14:43:18 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 84.60.160.26:4232 to 118.7.113.128:259 No additional info noise=learn|goal|reveal | {
"geo_location": "Christmas Island",
"device_hash": "d05f853a35ba2f462ca26542a2a3bf16b37b1d7f1c52eaec85c3f4b44a6c93a7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.0)",
"session_id": "a0a73b77-cb2e-4b37-981b-45a0d6a36b6f",
"risk_score": 87.37,
"confidence": 0.49
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 84.60.160.26:4232 to 118.7.113.128:259 No additional info | null | null | null | null | 84.60.160.26 | 118.7.113.128 | null | null | null | null | null | null | null | null | 4,232 | 259 | RDP | 419,481 | 1,355 | null | null |
d4abb762-efa5-4058-bf92-139a3cdddead | 2026-09-30T00:20:27 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network connection from 211.106.93.254 to 107.164.33.172 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "346df296e6bb6d8a50595df15672295c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_3) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/28.0.890.0 Safari/535.0",
"session_id": "7e3dd52e-0892-49c4-a1be-f3cfbea00a6a",
"risk_score": 60.08,
"confidenc... | null | connection | null | null | null | No additional info | Network connection from 211.106.93.254 to 107.164.33.172 No additional info | {
"baseline_deviation": 1.95,
"entropy": 4.2,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 211.106.93.254 | 107.164.33.172 | null | null | null | null | null | null | null | null | null | null | UDP | 681,738 | null | null | null |
b2f5333b-c641-437e-a33d-800d826ea880 | 2029-05-31T15:23:19 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for teresa27 via password from 39.223.178.185 MITRE Technique: T1134.001 | {
"geo_location": "Poland",
"device_hash": "5e780b8ffe62076429e475e4208921b09bae46029f7a6ef9932132243f91b645",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_6 rv:3.0; da-DK) AppleWebKit/534.39.2 (KHTML, like Gecko) Version/4.0.5 Safari/534.39.2",
"session_id": "5e2bdd10-683e-490f-9c67-6d49c1e968af... | teresa27 | bypass | null | null | null | MITRE Technique: T1134.001 | Auth bypass for teresa27 via password from 39.223.178.185 MITRE Technique: T1134.001 | {
"baseline_deviation": 2.94,
"entropy": 2.87,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 39.223.178.185 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | f3:ed:ef:f9:0e:04 |
bfc37abc-5d19-4857-b3b6-41bd593c6174 | 2025-02-19T23:56:58 | 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: Port Scan detected from 130.252.8.49 targeting 62.55.81.190 No additional info | {
"geo_location": "Mongolia",
"device_hash": "e3a2bdeedce4d1fcf3204cd11e7e7bea",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; uz-UZ) AppleWebKit/532.26.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.26.7",
"session_id": "3ce0a9c8-b83d-4a6b-907f-8fb07a4b0e95",
"risk_score... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Port Scan detected from 130.252.8.49 targeting 62.55.81.190 No additional info | null | null | null | null | 130.252.8.49 | 62.55.81.190 | Port Scan | SIG-6889 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
7783879f-5544-428e-b1c7-1b8d2afc528c | 2025-06-19T10:45:46 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system model_access by michaelramos Associated Threat Actor: APT34 | {
"geo_location": "Algeria",
"device_hash": "f6e1b9af334bf3e9e3a77628068f3917",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_4; rv:1.9.5.20) Gecko/4705-06-28 03:01:33 Firefox/8.0",
"session_id": "cb2c083b-dbba-46c3-95f3-9a234164fb7d",
"risk_score": 65.95,
"confidence": 0.29
} | michaelramos | model_access | null | null | null | Associated Threat Actor: APT34 | AI system model_access by michaelramos Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | null | null | model-fd4e0976 | 37df0e940573b4424bd9a773e0554f0a6b4eee30 | bdcc3a1362042e234f4c73218fe88de90271cf2b0bc6132ef6de8c079088d899 | null | null | null | null | null | null | null |
98371b95-3f5d-4d60-bb13-7678bac9dab8 | 2025-04-09T23:14:21 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Camera unusual_activity No additional info noise=TG9uZy4= | {
"geo_location": "Czech Republic",
"device_hash": "43f027cb7e4496e77e953c8007205d4231bf2b50bf86aabe489fce3c845ecd5d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_9; rv:1.9.6.20) Gecko/3130-12-21 05:12:03 Firefox/3.8",
"session_id": "40fe1344-5023-4d05-900e-a5c22d3d7caf",
"risk_score": 59.86,... | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-7ff06c56 | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de136907-99f8-4dd8-aa9a-b6c92ccd0ed8 | 2025-06-27T08:29:34 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 10.40.146.207 to 146.135.68.222 MITRE Technique: T1059.001 noise=U3Rvcnku | {
"geo_location": "Georgia",
"device_hash": "7be14fdb65f3c479f39d5fde688471fd79110f9f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/56.0.825.0 Safari/533.0",
"session_id": "cf7ad028-20c2-474b-8032-0eff4b6bc7b6",
"risk_score": 71.24,
"confidence": 0.98
} | null | data_exfiltration | null | null | null | MITRE Technique: T1059.001 | Network data_exfiltration from 10.40.146.207 to 146.135.68.222 MITRE Technique: T1059.001 | null | null | null | null | 10.40.146.207 | 146.135.68.222 | null | null | null | null | null | null | null | null | null | null | UDP | 350,790 | null | null | null |
4d06e85b-1f0a-4038-991a-d8111df8c098 | 2025-03-09T11:10:36 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network connection from 197.154.11.180 to 201.240.172.240 Possible protocol tunneling | {
"geo_location": "Mozambique",
"device_hash": "3a8aef22c47647f7cd76595ea84d26f95dcaab9782a682c69b272bb503567c7c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.1)",
"session_id": "e4f26941-d75d-4f25-b0fb-8974ef2bd05a",
"risk_score": 43.02,
"confidence": 0.17
} | null | connection | null | null | null | Possible protocol tunneling | Network connection from 197.154.11.180 to 201.240.172.240 Possible protocol tunneling | null | null | null | null | 197.154.11.180 | 201.240.172.240 | null | null | null | null | null | null | null | null | null | null | TCP | 620,958 | null | null | null |
b07ca910-c747-4882-af17-3061f836810f | 2025-02-06T05:17:58 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTPS traffic from 6.32.205.54:858 to 48.254.98.68:560 MITRE Technique: T1218.011 | Associated Threat Actor: APT37 | Geo anomaly: Impossible travel detected | {
"geo_location": "Tanzania",
"device_hash": "d8f0e809480d5b6f547412090a93f77232d3c392",
"user_agent": "Mozilla/5.0 (Android 2.3.1; Mobile; rv:35.0) Gecko/35.0 Firefox/35.0",
"session_id": "34136c29-d211-42e1-8f4d-b5b3764cec69",
"risk_score": 48.24,
"confidence": 0.14
} | null | inspect | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: APT37 | Geo anomaly: Impossible travel detected | Firewall inspect HTTPS traffic from 6.32.205.54:858 to 48.254.98.68:560 MITRE Technique: T1218.011 | Associated Threat Actor: APT37 | Geo anomaly: Impossible travel detected | null | null | null | null | 6.32.205.54 | 48.254.98.68 | null | null | null | null | null | null | null | null | 858 | 560 | HTTPS | 934,514 | 1,382 | null | null |
e6fd4e07-583b-404a-bc1f-c5b19d391614 | 2025-02-25T11:45:21 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by bjohnson MITRE Technique: T1059.005 | {
"geo_location": "Russia",
"device_hash": "dd2da966b4df1fe1206ad3dbd08d2a09760682c4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; om-ET) AppleWebKit/535.1.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6535.1.2",
"session_id": "b4eb4c7f-a48a-4347-b606-46499c4e1d1b",
"risk_s... | bjohnson | shadow_it | null | null | null | MITRE Technique: T1059.005 | Cloud shadow_it in AWS by bjohnson MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | AWS | res-a61ca757 | null | null | null | null | null | null | null | null | null | null |
ede1e3cd-76f5-4dc9-94d0-f86c78872abe | 2025-06-25T09:24:05 | ids_alert | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|high| desc=Carbon Black Alert: MFA Bypass detected from 203.255.89.16 targeting N/A No additional info | {
"geo_location": "India",
"device_hash": "6d4e0883549537ed0b31dc1513637d25f397f7500666f1b0f4bcd03eb275ce89",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/47.0.865.0 Safari/532.2",
"session_id": "39885223-084d-439c-b538-b9b85aa08461",
"risk_score": 56.56,
"c... | null | null | null | null | null | No additional info | Carbon Black Alert: MFA Bypass detected from 203.255.89.16 targeting N/A No additional info | {
"baseline_deviation": 1.63,
"entropy": 7.06,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 203.255.89.16 | N/A | MFA Bypass | SIG-7751 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
dd01c242-8e27-40af-878c-9154a6548782 | 2025-07-03T23:50:49 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task their by simmonsrichard No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "d35c3f388009db24df3b32585fd00ed7",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_2 rv:2.0; bo-IN) AppleWebKit/533.48.2 (KHTML, like Gecko) Version/5.0.5 Safari/533.48.2",
"session_id": "3e535008-00e5-4323-b675-25b2ecc4e608",
"risk_score": 48,
... | simmonsrichard | scheduled_task | their | 4,006 | powershell.exe | No additional info | Endpoint scheduled_task their by simmonsrichard No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
371cc802-0f12-4081-af21-d58a1fe38efd | 2025-01-23T02:45:04 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Living-off-the-Land detected from 209.133.1.62 targeting 205.161.191.133 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "a4c9d1ff5961d2b3c67606f84b776479b02abcf1926e8bc65bd6cc163342d435",
"user_agent": "Opera/8.22.(Windows NT 5.0; si-LK) Presto/2.9.188 Version/10.00",
"session_id": "43676997-8a2e-4484-a7f9-f3262aa3c24e",
"risk_score": 96.05,
"confidence": 0.41
} | null | null | null | null | null | No additional info | OSSEC Alert: Living-off-the-Land detected from 209.133.1.62 targeting 205.161.191.133 No additional info | null | null | null | null | 209.133.1.62 | 205.161.191.133 | Living-off-the-Land | SIG-3539 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
629017bc-68d8-4577-9ca6-1e4f98c25454 | 2025-03-31T07:00:43 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat battery_drain No additional info noise=SW1wb3J0YW50Lg== | {
"geo_location": "Northern Mariana Islands",
"device_hash": "22c966b763b8829c64c7d2e2078a8a88850e55b8",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/60.0.813.0 Safari/531.0",
"session_id": "44994d86-fccb-491d-bd13-10ecca917a98",
"risk_score": 31.58,
"confiden... | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-7086bf54 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27bf89d5-5517-40d6-9c22-83501541fab0 | 2025-03-13T19:28:24 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 46.155.113.81 to 195.73.57.25 MITRE Technique: T1566.001 | {
"geo_location": "Morocco",
"device_hash": "2b3438dfb7156828ab914708a0a172f6831b3fb4",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/54.0.829.0 Safari/534.1",
"session_id": "aabe3f34-7530-4c16-ac68-cb477a9bcc2c",
"risk_score": 36.44,
"confidence": 0.99
} | null | data_exfiltration | null | null | null | MITRE Technique: T1566.001 | Network data_exfiltration from 46.155.113.81 to 195.73.57.25 MITRE Technique: T1566.001 | null | null | null | null | 46.155.113.81 | 195.73.57.25 | null | null | null | null | null | null | null | null | null | null | TCP | 736,106 | null | null | null |
5727c966-babc-4677-a0d0-f73945617e14 | 2025-03-21T04:55:47 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by dhogan No additional info | {
"geo_location": "Taiwan",
"device_hash": "3d7a02e1a44c366817694c2438922770",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; ak-GH; rv:1.9.2.20) Gecko/8595-04-12 02:18:49 Firefox/3.8",
"session_id": "17746bc2-0a22-4b61-85ca-0739de6d3ab7",
"risk_score": 100,
"confidence": 0.08
} | dhogan | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by dhogan No additional info | null | null | null | null | null | null | null | null | null | OCI | res-998746b8 | null | null | null | null | null | null | null | null | null | null |
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