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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
78b427ac-c00b-4b61-8478-d9cc0c66b5d5 | 2025-04-22T12:38:49 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Nauru",
"device_hash": "635dcf0469d65f2fef178e82af7400fb5cebccd1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.43.3 (KHTML, like Gecko) Version/5.1 Safari/533.43.3",
"session_id": "e4761ab6-6efb-4d5b-bc9f-33facb5d2ac7",
"risk_score": 47.39,
"confidence": 0.5
} | null | protocol_violation | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | null | Sensor | iot-5fe9fc91 | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
72b196ea-ddf6-4b89-83e4-bc5add9ddfb3 | 2025-02-27T09:11:21 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in GCP by deborahellis MITRE Technique: T1059.001 | {
"geo_location": "Benin",
"device_hash": "dbcd301563003e9c396cc70315a541b563e5b1feaf7845f13ce8083632288dcd",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_5) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/27.0.803.0 Safari/533.0",
"session_id": "c9bf486a-738d-468b-850f-e1bd5bf41b13",
"risk_score... | deborahellis | container_escape | null | null | null | MITRE Technique: T1059.001 | Cloud container_escape in GCP by deborahellis MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | GCP | res-ffed4459 | null | null | null | null | null | null | null | null | null | null |
557ca3a8-8140-4b01-b4a7-d6eefb5bde06 | 2025-05-31T10:59:07 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 53.183.176.245 to 222.241.104.20 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "0834742b39d38e11445785647c601de07ed54137",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.1)",
"session_id": "4360e8e9-62d8-44df-b505-d440a3c50895",
"risk_score": 53.26,
"confidence": 0.16
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 53.183.176.245 to 222.241.104.20 No additional info | null | null | null | null | 53.183.176.245 | 222.241.104.20 | null | null | null | null | null | null | null | null | null | null | HTTP | 768,441 | null | null | null |
4eba1288-d2b7-4f04-b7e6-229c039f558c | 2025-03-25T10:35:53 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC firmware_update Unconventional IOC: CPU microcode changes | {
"geo_location": "Timor-Leste",
"device_hash": "08df1d89651b48cdf5765120446bcd492818fc1ba2881ce160b64b4d0971df84",
"user_agent": "Opera/9.30.(X11; Linux x86_64; ak-GH) Presto/2.9.182 Version/10.00",
"session_id": "68d0dfb5-83bd-4929-aa4a-84ba0949b014",
"risk_score": 33.75,
"confidence": 0.63
} | null | firmware_update | null | null | null | Unconventional IOC: CPU microcode changes | IoT device HVAC firmware_update Unconventional IOC: CPU microcode changes | null | HVAC | iot-50e94c9d | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9778a590-8e47-4e4f-9827-28ff8bf66991 | 2025-05-05T10:39:09 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change lay by csuarez No additional info | {
"geo_location": "Western Sahara",
"device_hash": "c48b7821fe90f2583c7d685b4aadfa3e3b2ca211c1ec6cdbbce7174bb09563dc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/531.37.1 (KHTML, like Gecko) Version/5.1 Safari/531.37.1",
"session_id": "e2d56f99-b9cc-49ed-8d79-31003b83d755",
"risk_sco... | csuarez | registry_change | lay | 6,836 | svchost.exe | No additional info | Endpoint registry_change lay by csuarez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0bd6620c-eca1-474d-b958-1d64fac332f8 | 2025-04-25T04:10:05 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation MITRE Technique: T1053.005 | {
"geo_location": "French Guiana",
"device_hash": "cc88f66bdb66829efbeec32e92abe2fb0ff8850b0ec9bca39aaf045f9733342e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/4.1)",
"session_id": "2648755f-d671-44c0-b1a2-0a5874e17abd",
"risk_score": 56.2,
"confidence": 0.82
} | null | protocol_violation | null | null | null | MITRE Technique: T1053.005 | IoT device Camera protocol_violation MITRE Technique: T1053.005 | null | Camera | iot-65262aeb | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a885b686-8fb8-488c-b41d-5db58d3664fe | 2026-12-12T05:37:43 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth locked for heather76 via SAML from 175.156.149.26 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "affadd07c90aa66b514f470167d968bb0cbff61c0d8b30b073dd2446cdc8a44d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.0)",
"session_id": "d3066c12-f8d2-4df2-a40a-b840b90c943c",
"risk_score": 43.23,
"confidence": 0... | heather76 | locked | null | null | null | No additional info | Auth locked for heather76 via SAML from 175.156.149.26 No additional info | null | null | null | null | 175.156.149.26 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 58:5c:78:c5:1f:06 |
9662c3b1-ead6-4cbc-bb17-2af5e826c248 | 2025-07-04T23:27:30 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by hillstephen MITRE Technique: T1486 | {
"geo_location": "Myanmar",
"device_hash": "959ff77f44d9ea2827abf67ef790fa28ef061c33cff124a085985910e34e6236",
"user_agent": "Opera/8.82.(Windows NT 6.2; uz-UZ) Presto/2.9.181 Version/12.00",
"session_id": "72ea8150-f923-4ea8-b1f7-b88925a7ec29",
"risk_score": 52.34,
"confidence": 0.95
} | hillstephen | model_inversion | null | null | null | MITRE Technique: T1486 | AI system model_inversion by hillstephen MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-4d2b72ff | 5304bd9586540f089d9e2bff4be96b5ab155a3a8 | 7d3f2380ebb7992d406e48c4faf42f842940cf9b | null | null | null | null | null | null | null |
a6883475-5451-414d-b74f-04b82a24b321 | 2025-01-25T07:12:11 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by bschneider No additional info | {
"geo_location": "China",
"device_hash": "94e4ca2504afae679d2922d1d6d65acc249251638cb4d9ae725da780b888d6d7",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/15.0.835.0 Safari/534.0",
"session_id": "1f332933-690c-4dbb-bed8-64cbb3265f2a",
"risk_score": 71.17,
"confide... | bschneider | model_inversion | null | null | null | No additional info | AI system model_inversion by bschneider No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5706ba2e | fd1a11a3075eaab9c060a5f02e05e238 | 4f51b35c7eeba1dd2981f73aa2295154ef4cee3fdd15452ab02df6181d2a3f4c | null | null | null | null | null | null | null |
27bac96b-215a-4979-86a8-196fe7c0c89e | 2025-05-31T07:34:44 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat physical_tamper No additional info noise=again|knowledge|radio | {
"geo_location": "Swaziland",
"device_hash": "12d011929a8c5e2ba62ef094b1325897",
"user_agent": "Opera/8.26.(X11; Linux i686; az-IN) Presto/2.9.160 Version/10.00",
"session_id": "97a65f5f-5485-4c4a-92a7-21a5f457306a",
"risk_score": 44.06,
"confidence": 0.02
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-db4a12f0 | 7.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
74f9ed96-789c-4169-9526-3fc752618947 | 2025-04-30T06:12:59 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /race/particularly.avi by ejohnson No additional info | {
"geo_location": "Botswana",
"device_hash": "54c8b7a3582fa6e9d9854172a78dccf2691e1dda",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/45.0.830.0 Mobile/33I864 Safari/535.1",
"session_id": "1c82e409-414c-4aa5-8b9f-757070424f80",
"risk_score": 80... | ejohnson | driver_load | /race/particularly.avi | 5,217 | cmd.exe | No additional info | Endpoint driver_load /race/particularly.avi by ejohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fddf88db-31bd-45a0-823d-71dfe8973cf7 | 2025-01-30T07:25:05 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow DNS traffic from 137.185.109.105:542 to 21.169.161.113:527 No additional info noise=TWFycmlhZ2Uu | {
"geo_location": "China",
"device_hash": "213d79c3bb8d0566cfc52622bdd1dc14095346de5de14fce916fe21865a53740",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_9; rv:1.9.3.20) Gecko/2196-03-14 21:16:10 Firefox/3.8",
"session_id": "805852c3-3b94-4429-8fae-e50ecd735266",
"risk_score": 63.56,
"confidenc... | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 137.185.109.105:542 to 21.169.161.113:527 No additional info | null | null | null | null | 137.185.109.105 | 21.169.161.113 | null | null | null | null | null | null | null | null | 542 | 527 | DNS | 156,077 | 647 | null | null |
0ad94bf0-ad82-47b6-be35-bf5cba149059 | 2027-01-30T15:33:45 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop also by nmccoy No additional info noise=categories/tag | {
"geo_location": "Belgium",
"device_hash": "4711138358ec290e829e2dd6b59c00de",
"user_agent": "Mozilla/5.0 (Windows CE; ve-ZA; rv:1.9.1.20) Gecko/5006-07-25 23:45:53 Firefox/6.0",
"session_id": "3584d98a-ff83-4eed-8336-2a2a0eee9516",
"risk_score": 44.74,
"confidence": 0.34
} | nmccoy | process_stop | also | 2,706 | cmd.exe | No additional info | Endpoint process_stop also by nmccoy No additional info | {
"baseline_deviation": 1.71,
"entropy": 5.74,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
08fcb078-55e6-4f2a-ba7b-c6c1c2970b25 | 2025-06-04T15:52:31 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by heatherrodriguez No additional info | {
"geo_location": "Lesotho",
"device_hash": "1666a52a9d66f3e3e2d64e1d06a919d327313cda",
"user_agent": "Mozilla/5.0 (Android 14; Mobile; rv:13.0) Gecko/13.0 Firefox/13.0",
"session_id": "f0b35e0d-522f-4ff6-979a-1bbc56bedfd4",
"risk_score": 35.98,
"confidence": 0.71
} | heatherrodriguez | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by heatherrodriguez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0b2e7d4b | e2198557084068b60ba5735596295624fd040e1b | 53e3b58f78964d1fee343d44302dab98ab40dded65756c107765840ac13b6759 | null | null | null | null | null | null | null |
d9ee8bf7-2c6f-4570-b5a0-8017095b028e | 2025-04-24T05:27:52 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTPS traffic from 190.82.142.145:88 to 10.73.188.145:669 No additional info noise=3C71393A | {
"geo_location": "Russian Federation",
"device_hash": "276a025701c2eedb5718c776e75035aa5c258d93",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/37.0.853.0 Safari/533.1",
"session_id": "aaf1e244-0a63-4b6b-b386-b9cfec8ec816",
"risk_score": 53.87,
... | null | drop | null | null | null | No additional info | Firewall drop HTTPS traffic from 190.82.142.145:88 to 10.73.188.145:669 No additional info | null | null | null | null | 190.82.142.145 | 10.73.188.145 | null | null | null | null | null | null | null | null | 88 | 669 | HTTPS | 674,572 | 1,244 | null | null |
f6fd41d4-74a6-4b6d-b3a0-b982402a325d | 2025-04-29T01:48:48 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /clearly/produce.txt by robert30 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "b97d8b5175c0ef2b29dc46c70553f39dceeede13e229c0679f8fb767b8b3211e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; kk-KZ) AppleWebKit/533.17.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6533.17.6",
"session_id": "be3499b4-a9... | robert30 | memory_injection | /clearly/produce.txt | 6,467 | svchost.exe | No additional info | Endpoint memory_injection /clearly/produce.txt by robert30 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8805f8b3-7e0e-409f-9bff-c7051dc74204 | 2025-02-12T01:40:03 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by lisa42 MITRE Technique: T1204.002 | Cross-tenant access detected noise=wp-content | {
"geo_location": "Nigeria",
"device_hash": "ebab75c5f59532073c757038fc06127429ab7542",
"user_agent": "Opera/8.58.(X11; Linux x86_64; uk-UA) Presto/2.9.175 Version/12.00",
"session_id": "c20e2368-7bd1-4f37-871b-0a45ff3b0ba6",
"risk_score": 27.71,
"confidence": 0.03
} | lisa42 | storage_access | null | null | null | MITRE Technique: T1204.002 | Cross-tenant access detected | Cloud storage_access in Alibaba by lisa42 MITRE Technique: T1204.002 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Alibaba | res-a41db25b | null | null | null | null | null | null | null | null | null | null |
33583adf-7298-4db7-b8bd-f59fd31f7b4e | 2025-02-11T08:18:51 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for careytimothy via SAML from 40.160.67.27 Associated Threat Actor: Inception Framework | {
"geo_location": "Western Sahara",
"device_hash": "5d2a0ff1910fe0b1e2f437d9647bd628",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ce-RU) AppleWebKit/531.49.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6531.49.3",
"session_id": "78d240a0-e35d-4abb-9f43-aa938440913a",
"risk... | careytimothy | failed | null | null | null | Associated Threat Actor: Inception Framework | Auth failed for careytimothy via SAML from 40.160.67.27 Associated Threat Actor: Inception Framework | null | null | null | null | 40.160.67.27 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | d6:34:ec:a0:89:e0 |
a26e249d-3535-4696-90f3-531241204d02 | 2025-01-28T17:08:45 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 173.233.47.238 to 175.60.42.224 MITRE Technique: T1134.001 noise=turn|all|think | {
"geo_location": "Burkina Faso",
"device_hash": "fddbf40ecd45838258c3a01d4c61a6b1f94b5a48",
"user_agent": "Opera/8.84.(X11; Linux x86_64; mhr-RU) Presto/2.9.172 Version/12.00",
"session_id": "18ae6713-b624-4881-86aa-bae7c303e8b0",
"risk_score": 64.98,
"confidence": 0.15
} | null | data_exfiltration | null | null | null | MITRE Technique: T1134.001 | Network data_exfiltration from 173.233.47.238 to 175.60.42.224 MITRE Technique: T1134.001 | null | null | null | null | 173.233.47.238 | 175.60.42.224 | null | null | null | null | null | null | null | null | null | null | HTTPS | 654,698 | null | null | null |
59e00444-1f36-4fee-9598-9a745c11cf23 | 2025-03-14T18:05:31 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network disconnection from 18.228.74.144 to 70.102.147.63 MITRE Technique: T1204.002 | {
"geo_location": "Marshall Islands",
"device_hash": "4913f3716cf461ca82caef512b4bffb054fb6e14",
"user_agent": "Opera/8.50.(Windows NT 5.0; lb-LU) Presto/2.9.175 Version/12.00",
"session_id": "d63d9660-5c4f-41fa-bb15-27ccd834d70e",
"risk_score": 70.91,
"confidence": 0.03
} | null | disconnection | null | null | null | MITRE Technique: T1204.002 | Network disconnection from 18.228.74.144 to 70.102.147.63 MITRE Technique: T1204.002 | null | null | null | null | 18.228.74.144 | 70.102.147.63 | null | null | null | null | null | null | null | null | null | null | HTTP | 169,041 | null | null | null |
95fd25e7-e420-4100-a985-69c1c171220d | 2021-06-02T23:51:33 | 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 christine20 No additional info | {
"geo_location": "Mauritania",
"device_hash": "3bea518e3afcb382f546ae70222d75be",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.0)",
"session_id": "9b2271df-f99c-4e07-8a75-ce57f41462c9",
"risk_score": 62.82,
"confidence": 0.71
} | christine20 | api_abuse | null | null | null | No additional info | AI system api_abuse by christine20 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-817b8596 | d0c018529c7baa3d2903cbde5cb22f6c566243b6 | 3e3384a411ceb03822cf6dff88534313119ef9b01c9bf7e3c26131c87fffedf3 | null | null | null | null | null | null | null |
224b738f-9fde-42b9-8f20-5ee562e068bb | 2025-05-15T19:38:56 | firewall | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTP traffic from 123.189.215.83:491 to 101.84.72.224:848 No additional info | {
"geo_location": "Bermuda",
"device_hash": "ded5ea7ac96cbc186460a4808286990cdb0f52b1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/17.0.804.0 Mobile/80L177 Safari/531.2",
"session_id": "20b74a96-bdc4-4742-bfb5-7fde545bfc1f",
"risk_score": 46... | null | allow | null | null | null | No additional info | Firewall allow HTTP traffic from 123.189.215.83:491 to 101.84.72.224:848 No additional info | null | null | null | null | 123.189.215.83 | 101.84.72.224 | null | null | null | null | null | null | null | null | 491 | 848 | HTTP | 608,671 | 1,128 | null | null |
0a7c1791-1e56-4110-8cb2-83fa89464ea5 | 2025-05-23T11:54:49 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 185.211.201.223 to 68.207.137.95 No additional info noise=mind|hotel|here | {
"geo_location": "Pakistan",
"device_hash": "2e437da8527dd97b193ca5886bf06733",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.0)",
"session_id": "784a7654-cef3-4124-9bf0-12d2c57bf4e9",
"risk_score": 54.79,
"confidence": 0.57
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 185.211.201.223 to 68.207.137.95 No additional info | null | null | null | null | 185.211.201.223 | 68.207.137.95 | null | null | null | null | null | null | null | null | null | null | HTTPS | 499,877 | null | null | null |
2a0627f4-c031-4bf5-81cd-a9b79890f0a4 | 2025-04-29T16:35:34 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC physical_tamper No additional info noise=U2luY2Uu | {
"geo_location": "Grenada",
"device_hash": "edbe375cf30ce865dfc01c2657a8c53141897b9bd56681182d027330fda95f4a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.0)",
"session_id": "19c9316f-a9b3-4716-8fd5-4f67c9c2df61",
"risk_score": 64.63,
"confidence": 0.73
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-3ca8901f | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
74612cd7-cf55-4f20-8d3b-a474826a6da8 | 2025-06-28T12:33:36 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine TCP traffic from 165.103.166.28:978 to 10.183.82.175:786 No additional info | {
"geo_location": "Lesotho",
"device_hash": "5b3e9c6957be872d11fd1d5089c6e64e56564ea3bd0418f8c52b83995524b67f",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/4052-10-23 18:34:15 Firefox/7.0",
"session_id": "5b6ce838-e505-4e7e-886b-61f1dc36b96c",
"risk_score": 54.63,
"confidence": 0.32
} | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 165.103.166.28:978 to 10.183.82.175:786 No additional info | null | null | null | null | 165.103.166.28 | 10.183.82.175 | null | null | null | null | null | null | null | null | 978 | 786 | TCP | 278,185 | 2,826 | null | null |
a7087094-d4d6-4902-bbd7-102482fdcd28 | 2025-06-10T00:12:44 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: SQL Injection detected from 10.100.242.207 targeting 31.162.240.166 No additional info | {
"geo_location": "Netherlands",
"device_hash": "fa2be7d48a10dc4e84d099d2330e5ebb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.1)",
"session_id": "7081b980-1d51-43a2-84dd-cce6830489ec",
"risk_score": 45.03,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Suricata Alert: SQL Injection detected from 10.100.242.207 targeting 31.162.240.166 No additional info | null | null | null | null | 10.100.242.207 | 31.162.240.166 | SQL Injection | SIG-9386 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
0bcd86d7-1d86-4874-81f2-dd068ed56c9b | 2025-03-15T09:10:48 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 185.82.71.19 to 194.59.100.69 MITRE Technique: T1218.011 | {
"geo_location": "Morocco",
"device_hash": "95a98a3735c02f7e3e37df678ba7b8b9312711d2",
"user_agent": "Opera/8.38.(Windows NT 5.1; byn-ER) Presto/2.9.164 Version/12.00",
"session_id": "5a2449f3-0e81-4480-a633-066e18540a0d",
"risk_score": 43.55,
"confidence": 0.01
} | null | data_exfiltration | null | null | null | MITRE Technique: T1218.011 | Network data_exfiltration from 185.82.71.19 to 194.59.100.69 MITRE Technique: T1218.011 | null | null | null | null | 185.82.71.19 | 194.59.100.69 | null | null | null | null | null | null | null | null | null | null | ICMP | 690,169 | null | null | null |
8eebaff7-f5bf-4f05-91dd-ddc8d7017545 | 2021-03-31T23:58:50 | network | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 55.158.159.90 to 13.194.29.207 MITRE Technique: T1059.001 | {
"geo_location": "Macao",
"device_hash": "d365891a198c513813068c0a7ec22517",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.6.5 (KHTML, like Gecko) Version/4.0.4 Safari/535.6.5",
"session_id": "c4f84966-5673-4ccd-a1c8-8992ae902e2c",
"risk_score": 67.94,
"confidence": 0.12
... | null | bandwidth_usage | null | null | null | MITRE Technique: T1059.001 | Network bandwidth_usage from 55.158.159.90 to 13.194.29.207 MITRE Technique: T1059.001 | {
"baseline_deviation": 2.69,
"entropy": 2.04,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 55.158.159.90 | 13.194.29.207 | null | null | null | null | null | null | null | null | null | null | ICMP | 58,995 | null | null | null |
90277140-202c-4f3a-9a81-ed9d9f449236 | 2025-02-13T15:04:42 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by russellstephen MITRE Technique: T1059.005 noise=treatment|explain|position | {
"geo_location": "Korea",
"device_hash": "8c6b817b192f0c5ad3503766fb98de5b1d1f3ec378c94e5a87e70dc0ddc3746a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/40.0.843.0 Safari/532.0",
"session_id": "5ac59837-7e45-4c22-8bbe-eb6816ba4239",
"risk_score"... | russellstephen | adversarial_input | null | null | null | MITRE Technique: T1059.005 | AI system adversarial_input by russellstephen MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-83ffb806 | 2e128c939bcca17e622aeebdbad83291 | e62e0a033c6db83f9ab9d94531d0fe8d406cd453c430a9d1c070a71edd26e879 | null | null | null | null | null | null | null |
90eca629-f4ae-423d-b736-4ce6e0dc2d5f | 2025-06-10T11:26:33 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTPS traffic from 178.73.105.77:31 to 123.185.13.169:1008 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "10fa765de6eb30bfa3a4f7a6f3c7fe98bd642fc9",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 15_8_2 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/10.5z7957.0 Mobile/57M498 Safari/535.0",
"session_id": "f5054921-66ba-4e3f-bd5c-771... | null | drop | null | null | null | No additional info | Firewall drop HTTPS traffic from 178.73.105.77:31 to 123.185.13.169:1008 No additional info | {
"baseline_deviation": 1.78,
"entropy": 5.63,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 178.73.105.77 | 123.185.13.169 | null | null | null | null | null | null | null | null | 31 | 1,008 | HTTPS | 996,237 | 2,140 | null | null |
a4bc9440-339e-4495-bb46-ef72fa0d4504 | 2025-06-09T10:44:58 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 213.127.106.125 to 10.130.47.214 No additional info | {
"geo_location": "Lebanon",
"device_hash": "a2cea006f58d44b4f6fd9e01dc192158bbdd7a49cdced9ee7dece51f421c6319",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; lt-LT; rv:1.9.1.20) Gecko/2679-03-02 21:23:26 Firefox/3.8",
"session_id": "4c42a4cd-bd29-4d17-ab18-524076bdf9b0",
"risk_score": 0,
"confidence": 0.36
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 213.127.106.125 to 10.130.47.214 No additional info | null | null | null | null | 213.127.106.125 | 10.130.47.214 | null | null | null | null | null | null | null | null | null | null | ICMP | 993,880 | null | null | null |
5760efbf-7917-4a0d-8834-8515788f1278 | 2025-05-10T13:41:03 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTPS traffic from 189.93.33.177:281 to 214.230.46.224:55724 No additional info noise=V2luZC4= | {
"geo_location": "Cayman Islands",
"device_hash": "fa22edf11a57a45ebd4eb0a1061fa988",
"user_agent": "Opera/9.50.(Windows 98; yo-NG) Presto/2.9.168 Version/10.00",
"session_id": "8f0c0129-318e-441e-a9b3-311930b4c2e9",
"risk_score": 50.21,
"confidence": 1
} | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 189.93.33.177:281 to 214.230.46.224:55724 No additional info | null | null | null | null | 189.93.33.177 | 214.230.46.224 | null | null | null | null | null | null | null | null | 281 | 55,724 | HTTPS | 850,363 | 861 | null | null |
d7ac8b2d-829b-4b13-a104-9027f67039c7 | 2025-06-02T00:37:51 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task again by cynthiathompson No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "c45aed67803569e21f29e9e02284681c",
"user_agent": "Mozilla/5.0 (Android 2.2.1; Mobile; rv:57.0) Gecko/57.0 Firefox/57.0",
"session_id": "bb8bb117-a4f6-484b-bb63-2a556d189c5b",
"risk_score": 13.47,
"confidence": 0.71
} | cynthiathompson | scheduled_task | again | 476 | svchost.exe | No additional info | Endpoint scheduled_task again by cynthiathompson No additional info | {
"baseline_deviation": 2.35,
"entropy": 4.09,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
037cabed-b640-4c33-bc51-b74ba749e473 | 2025-02-27T07:02:14 | 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: Domain Fronting detected from 121.107.235.208 targeting 112.81.210.179 No additional info noise=main | {
"geo_location": "Isle of Man",
"device_hash": "4f81765c9a11a3f81ad0a869c9656888",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_2; rv:1.9.2.20) Gecko/8215-08-02 22:45:37 Firefox/12.0",
"session_id": "4a57ac3c-8fad-47d2-8397-df8eb884098f",
"risk_score": 12.34,
"confidence": 0.22
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Domain Fronting detected from 121.107.235.208 targeting 112.81.210.179 No additional info | null | null | null | null | 121.107.235.208 | 112.81.210.179 | Domain Fronting | SIG-6889 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
bcd02628-9fc5-4f54-b479-42800bb2389d | 2025-05-03T22:44:21 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 135.177.42.220 to 223.38.46.19 MITRE Technique: T1566.001 | {
"geo_location": "Lesotho",
"device_hash": "c92d93103a79defeae059d6b15028cd5",
"user_agent": "Opera/9.45.(Windows 95; br-FR) Presto/2.9.176 Version/10.00",
"session_id": "c7af4f51-eec9-44ec-9ca7-0c7d4d17610e",
"risk_score": 56.27,
"confidence": 0.09
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1566.001 | Network bandwidth_usage from 135.177.42.220 to 223.38.46.19 MITRE Technique: T1566.001 | {
"baseline_deviation": 2.55,
"entropy": 7.77,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 135.177.42.220 | 223.38.46.19 | null | null | null | null | null | null | null | null | null | null | UDP | 231,779 | null | null | null |
618238b2-55f8-493b-9712-866d8957edb8 | 2025-04-29T19:00:56 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network disconnection from 10.64.197.142 to 211.167.110.177 MITRE Technique: T1190 | {
"geo_location": "Cape Verde",
"device_hash": "8530e9622bdbdc52e92d5b3fa7054749",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/13.1u5388.0 Mobile/57X544 Safari/536.1",
"session_id": "1b007be7-9c28-4d52-861e-99ed944aef8d",
"risk_score": 40.2,
... | null | disconnection | null | null | null | MITRE Technique: T1190 | Network disconnection from 10.64.197.142 to 211.167.110.177 MITRE Technique: T1190 | null | null | null | null | 10.64.197.142 | 211.167.110.177 | null | null | null | null | null | null | null | null | null | null | TCP | 406,991 | null | null | null |
fe77446f-cc24-43c3-a620-ac19c4339e4c | 2025-07-04T17:13:27 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor unusual_activity MITRE Technique: T1218.011 | Associated Threat Actor: APT34 | {
"geo_location": "Mongolia",
"device_hash": "b10ca8fd8f04aa3d752c57a929fa0672ba4a380f0f46d9a36f6c186e40da4dbb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "1bc544b1-df28-465e-a7ad-cb7f7bfbc318",
"risk_score": 67.43,
"confidence": 0.96
} | null | unusual_activity | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: APT34 | IoT device Sensor unusual_activity MITRE Technique: T1218.011 | Associated Threat Actor: APT34 | null | Sensor | iot-fe98e11c | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d0e0e21-8150-4792-ae65-4b425113bfe7 | 2025-06-06T17:26:02 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /movie/fight.wav by sandraharris No additional info | {
"geo_location": "Andorra",
"device_hash": "1d615080a7cd2165aa5145dfadc0c7f4",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/22.0.820.0 Mobile/49K396 Safari/533.0",
"session_id": "bdf58299-1a04-4fa5-9abf-1d1251b7ba76",
"risk_score": 65.27,
"co... | sandraharris | service_install | /movie/fight.wav | 6,864 | cmd.exe | No additional info | Endpoint service_install /movie/fight.wav by sandraharris No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34d477fe-f8bd-428f-923e-4aee7ee0ea0f | 2025-03-07T01:35:46 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 107.125.9.175 to 129.17.237.28 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "5abed639feb1756e915d4ee09650daad",
"user_agent": "Opera/9.91.(X11; Linux x86_64; lv-LV) Presto/2.9.189 Version/11.00",
"session_id": "0aa5b157-e9ac-41e1-bf65-e7cbbaf02a98",
"risk_score": 64.74,
"confidence": 0.89
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 107.125.9.175 to 129.17.237.28 No additional info | null | null | null | null | 107.125.9.175 | 129.17.237.28 | null | null | null | null | null | null | null | null | null | null | HTTPS | 823,885 | null | null | null |
850cf4cd-43cd-41b4-9285-fa266f6f0458 | 2025-06-18T00:43:27 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by smithdarren No additional info | {
"geo_location": "Switzerland",
"device_hash": "597815360aca7ef2811eb7528e947197",
"user_agent": "Opera/9.34.(X11; Linux x86_64; ta-LK) Presto/2.9.188 Version/10.00",
"session_id": "1316504c-5faf-4598-a0f5-ca8bdd2e6967",
"risk_score": 39.9,
"confidence": 0.45
} | smithdarren | api_abuse | null | null | null | No additional info | AI system api_abuse by smithdarren No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c66ffabc | 765c7e9858ba31f7a0f7f45d4cdd931883fc2f0f2732d951a33f4b5b24f0e9ae | 7a08014f750dbd2cd4c9fdf1cc51fe0996e20478d6d84ce9a854e85ab5f0cd44 | null | null | null | null | null | null | null |
6d66e817-aa27-4042-983b-cbd3414e0792 | 2025-01-31T19:49:52 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: Brute Force detected from 114.155.1.192 targeting 162.140.63.88 MITRE Technique: T1218.011 | {
"geo_location": "Martinique",
"device_hash": "dec81b75baf240f377d0c21315bed475",
"user_agent": "Opera/9.61.(X11; Linux x86_64; el-GR) Presto/2.9.185 Version/10.00",
"session_id": "6efc5c77-697f-4fcc-b4cf-5fc72cfec4d5",
"risk_score": 36.06,
"confidence": 0.58
} | null | null | null | null | null | MITRE Technique: T1218.011 | ArcSight Alert: Brute Force detected from 114.155.1.192 targeting 162.140.63.88 MITRE Technique: T1218.011 | null | null | null | null | 114.155.1.192 | 162.140.63.88 | Brute Force | SIG-5621 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
a30e7686-5ba1-4117-bfce-91bc0d9160f8 | 2025-06-03T16:44:44 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network disconnection from 110.120.150.156 to 28.48.7.160 Associated Threat Actor: REvil | {
"geo_location": "Marshall Islands",
"device_hash": "2488bedeafae6d0c5ef6114f61d43f8e8a5ef5deee652c58152c6731d5adc644",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_3) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/51.0.818.0 Safari/536.1",
"session_id": "be408f3a-0966-4f93-a0ee-4a2f287e5f76",
"... | null | disconnection | null | null | null | Associated Threat Actor: REvil | Network disconnection from 110.120.150.156 to 28.48.7.160 Associated Threat Actor: REvil | null | null | null | null | 110.120.150.156 | 28.48.7.160 | null | null | null | null | null | null | null | null | null | null | UDP | 734,353 | null | null | null |
24c62c58-82ea-4fc1-bd8d-4b86acc9eebc | 2025-06-07T02:30:38 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by omiller No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "882971fb0e0701e6167059d9b4989391",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; byn-ER; rv:1.9.0.20) Gecko/2568-05-31 00:06:20 Firefox/3.8",
"session_id": "3a9b85f5-285e-444d-bda8-384c88c087e3",
"risk_score": 86.76,
"confidence": 0.64
} | omiller | model_inversion | null | null | null | No additional info | AI system model_inversion by omiller No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ccc6c6a2 | 0ca5faebd9ceb37b5332ea4429cb4e8de3c35b6b99df638dc67d4c6789f3681f | 3cc7a17c6f5e6836b5eac9301519dd72bdd07043 | null | null | null | null | null | null | null |
0688bddd-0c2d-42b2-a943-7957e290943e | 2025-01-19T15:36:33 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in Azure by carlsongary No additional info | {
"geo_location": "Estonia",
"device_hash": "64926fbeb2c45109970909efd95c8443",
"user_agent": "Opera/8.57.(Windows NT 10.0; et-EE) Presto/2.9.182 Version/11.00",
"session_id": "cc22b557-900e-4416-981a-d861084ee12f",
"risk_score": 38.79,
"confidence": 0.52
} | carlsongary | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by carlsongary No additional info | null | null | null | null | null | null | null | null | null | Azure | res-fd843960 | null | null | null | null | null | null | null | null | null | null |
4dc2029a-ab2a-413d-ae13-c3ec2b11360f | 2029-06-02T20:18:39 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "2698287d19bbf822c423fc56d42753b5ce89c8bc",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/7760-09-23 15:12:52 Firefox/3.8",
"session_id": "8571df42-bf46-429f-bf97-689965a051be",
"risk_score": 41.96,
"confidence": 0.82
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-84c85c75 | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c98bf130-22b9-4f37-9d1b-f23e5ec2446d | 2025-03-27T20:45:30 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth success for michelle65 via key from 72.171.176.224 No additional info | {
"geo_location": "Benin",
"device_hash": "9b747f5669e6f7c7558dd567ae3e51c3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/3.1)",
"session_id": "d7d966d2-4dd7-4706-a4d9-c35aa2cc9ca5",
"risk_score": 52.93,
"confidence": 0.28
} | michelle65 | success | null | null | null | No additional info | Auth success for michelle65 via key from 72.171.176.224 No additional info | null | null | null | null | 72.171.176.224 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 7c:59:d1:3c:b7:32 |
1667e726-055f-4e62-9a13-74a4166b2ac9 | 2025-05-03T20:42:32 | endpoint | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /skin/car.png by nathanieledwards MITRE Technique: T1204.002 | {
"geo_location": "Reunion",
"device_hash": "e420e42003ccb4a9b10e38e46f761d7905646e837f4f72802a7702987d34b74e",
"user_agent": "Opera/8.54.(X11; Linux x86_64; gv-GB) Presto/2.9.185 Version/11.00",
"session_id": "a43870f9-887a-4cbf-8bc7-f24e979cb1a2",
"risk_score": 34.5,
"confidence": 0.5
} | nathanieledwards | process_stop | /skin/car.png | 614 | explorer.exe | MITRE Technique: T1204.002 | Endpoint process_stop /skin/car.png by nathanieledwards 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 |
c42be74a-d64b-4e18-b3c4-d08337da8134 | 2025-01-14T04:37:35 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Dominica",
"device_hash": "f9e6be074970334cffaf1b14b613adb0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.28.7 (KHTML, like Gecko) Version/4.0.3 Safari/533.28.7",
"session_id": "730bdf68-e5d0-4366-9962-5f6aeb2197c9",
"risk_score": 40.04,
"confidence": 0.63
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-339a9e06 | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b9ce668d-ca21-4c85-b728-ea214e5c7a11 | 2025-01-13T08:01:16 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Living-off-the-Land detected from 73.83.38.57 targeting 216.137.218.165 Associated Threat Actor: Leafminer | {
"geo_location": "Maldives",
"device_hash": "199d72acb0b6bc99eb73aec458bbb9dc157afe945383d37c6879f739481a6728",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.0)",
"session_id": "df51500f-520c-4a7c-96f3-8e59e8b29466",
"risk_score": 66.78,
"confidence": 0.48
} | null | null | null | null | null | Associated Threat Actor: Leafminer | Zeek Alert: Living-off-the-Land detected from 73.83.38.57 targeting 216.137.218.165 Associated Threat Actor: Leafminer | null | null | null | null | 73.83.38.57 | 216.137.218.165 | Living-off-the-Land | SIG-1627 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b6383350-215d-4a64-96db-7c8fcc9537c6 | 2025-01-19T01:58:08 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel MITRE Technique: T1110.003 | {
"geo_location": "Tanzania",
"device_hash": "c37c6dcbbc03797278e40552008b5c9772cfcc55419bc0d5f85011f138f6750c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.1)",
"session_id": "910f5be4-4c15-43b2-8670-486ddafb0d07",
"risk_score": 45.45,
"confidence": 0.45
} | null | side_channel | null | null | null | MITRE Technique: T1110.003 | IoT device Camera side_channel MITRE Technique: T1110.003 | null | Camera | iot-f6bb28bf | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ec8f77f-f06d-46b7-900d-0aaacdbaeb47 | 2025-06-06T09:27:01 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel MITRE Technique: T1059.001 | Unconventional IOC: CPU microcode changes | {
"geo_location": "China",
"device_hash": "1f263164e792a87b20ca4d375bfccd25c5e6df5a",
"user_agent": "Opera/9.90.(Windows 98; Win 9x 4.90; sw-KE) Presto/2.9.175 Version/10.00",
"session_id": "5f02b5bf-34b3-4a71-a31a-6206b2391a40",
"risk_score": 78.67,
"confidence": 0.16
} | null | side_channel | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: CPU microcode changes | IoT device Sensor side_channel MITRE Technique: T1059.001 | Unconventional IOC: CPU microcode changes | null | Sensor | iot-bb97da6c | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7dff423c-cd60-4cd5-8ab1-734f2ed7f79e | 2025-01-14T10:13:19 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change author by qmyers No additional info | {
"geo_location": "Samoa",
"device_hash": "f4383a47f61dceb742518eeb0dab59a028bb4f7e021cd9f322c4da1fa73d8673",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1 rv:2.0; it-IT) AppleWebKit/534.16.2 (KHTML, like Gecko) Version/4.0 Safari/534.16.2",
"session_id": "85354a3e-3471-496c-b8d5-f9475fd6df4e",
... | qmyers | registry_change | author | 2,103 | cmd.exe | No additional info | Endpoint registry_change author by qmyers No additional info | {
"baseline_deviation": 0.89,
"entropy": 6.6,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0c66daa-1b75-48c8-8343-a07fa384bd57 | 2025-05-10T12:11:37 | iot | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical command_injection MITRE Technique: T1078.004 | {
"geo_location": "Palestinian Territory",
"device_hash": "0d3c0dbdaa44cc7acb0b86c524a76512ef91cd6bceb677395cbba986ddf8da6d",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:56.0) Gecko/56.0 Firefox/56.0",
"session_id": "3179875e-c950-4250-a6ae-8507a0d86220",
"risk_score": 46.73,
"confidence": 0.92
} | null | command_injection | null | null | null | MITRE Technique: T1078.004 | IoT device Medical command_injection MITRE Technique: T1078.004 | null | Medical | iot-7605a1e2 | 10.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
636100c4-dfa8-4028-9ac8-165cebc48f07 | 2025-06-09T21:28:46 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Alibaba by armstrongmichael Unconventional IOC: TPM attestation failures noise=blog/blog/tag | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "b09ccc63f4d7cddbec376a69356facb4",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:48.0) Gecko/48.0 Firefox/48.0",
"session_id": "26cf16b6-d27e-4e03-9917-1719ff49247f",
"risk_score": 68.95,
"confidence": 0.49
} | armstrongmichael | crypto_mining | null | null | null | Unconventional IOC: TPM attestation failures | Cloud crypto_mining in Alibaba by armstrongmichael Unconventional IOC: TPM attestation failures | {
"baseline_deviation": 0.71,
"entropy": 6.81,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Alibaba | res-46eae5eb | null | null | null | null | null | null | null | null | null | null |
7e7597df-9dcc-4c33-8845-eed86a2a3582 | 2025-04-12T22:29:46 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for laurenparker via SAML from 86.12.124.45 MITRE Technique: T1110.003 | Associated Threat Actor: APT34 | {
"geo_location": "Argentina",
"device_hash": "b3e306bbd2e3b2ce1755bb9706949a48740683d9",
"user_agent": "Opera/9.95.(X11; Linux i686; fa-IR) Presto/2.9.173 Version/12.00",
"session_id": "ccd6661b-6749-4fae-ac30-72806974bca0",
"risk_score": 40.8,
"confidence": 0.64
} | laurenparker | bypass | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT34 | Auth bypass for laurenparker via SAML from 86.12.124.45 MITRE Technique: T1110.003 | Associated Threat Actor: APT34 | null | null | null | null | 86.12.124.45 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | ab:51:7f:af:b7:84 |
5c0edd05-bdce-41f2-b16a-5d93f4e692c9 | 2025-06-26T06:22:24 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Medical battery_drain MITRE Technique: T1059.001 noise=marriage|medical|society | {
"geo_location": "Uganda",
"device_hash": "aa7444003ead8c483ae2cd475c0dc3eeddb90567",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.6) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/21.0.848.0 Safari/534.2",
"session_id": "9148a9e9-28bd-44f0-bc06-f849aed05698",
"risk_score": 54.35,
"confidence": 0.04
} | null | battery_drain | null | null | null | MITRE Technique: T1059.001 | IoT device Medical battery_drain MITRE Technique: T1059.001 | null | Medical | iot-c59d3da5 | 2.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
30db6965-4f3d-431a-a395-341e9fb25897 | 2025-06-24T19:03:15 | 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 adversarial_input by ufreeman MITRE Technique: T1547.001 | {
"geo_location": "Jamaica",
"device_hash": "62517745c4f737a45b47f184e4d255385b0ec8d38ce70c7b0f85f123070327a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/4.1)",
"session_id": "26c803fc-ff19-41d5-99a4-c85d9c0b0e16",
"risk_score": 39.25,
"confidence": 0.84
} | ufreeman | adversarial_input | null | null | null | MITRE Technique: T1547.001 | AI system adversarial_input by ufreeman MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-b02b5248 | fd39e752778e7a7ba8ab68a7ecad1e5f02913ff4 | e09ca802b50e89951855aa18a528c18f | null | null | null | null | null | null | null |
08dde2a6-5e29-43e3-9c97-ae8845d88c3a | 2025-04-15T20:21:51 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /friend/school.pdf by danamurray No additional info noise=later|mother|gun | {
"geo_location": "Dominican Republic",
"device_hash": "c0eb82958d67b730174482b9d12f00560ae524ed355e1567116268039992e407",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3.1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/14.0.832.0 Safari/533.1",
"session_id": "9cc3eac8-cc39-4c85-8ae3-ac3c394c7aac",
"risk_score"... | danamurray | registry_change | /friend/school.pdf | 7,083 | svchost.exe | No additional info | Endpoint registry_change /friend/school.pdf by danamurray No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43580e2c-66ab-4050-8902-fb27539b52d8 | 2025-05-18T09:42:01 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine NTP traffic from 110.134.158.237:77 to 93.22.111.176:814 No additional info | {
"geo_location": "Switzerland",
"device_hash": "dd3583aa19f37393c0c2fc220695d6f8",
"user_agent": "Opera/9.76.(X11; Linux i686; te-IN) Presto/2.9.167 Version/12.00",
"session_id": "41757966-bc6e-4b55-80ce-f42c198c5a03",
"risk_score": 24.25,
"confidence": 0.3
} | null | quarantine | null | null | null | No additional info | Firewall quarantine NTP traffic from 110.134.158.237:77 to 93.22.111.176:814 No additional info | null | null | null | null | 110.134.158.237 | 93.22.111.176 | null | null | null | null | null | null | null | null | 77 | 814 | NTP | 556,633 | 1,840 | null | null |
624f61fb-47ec-46c9-86a0-2c2cbafaa3fd | 2025-02-28T08:32:22 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 60.4.70.29 to 76.120.46.42 No additional info | {
"geo_location": "Latvia",
"device_hash": "22c389328da9917488313d4573e9d311",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/43.0.847.0 Safari/534.0",
"session_id": "23a3af48-4f41-47b5-88fc-e6db5311759d",
"risk_score": 55.47,
"confidence": 0.4
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 60.4.70.29 to 76.120.46.42 No additional info | null | null | null | null | 60.4.70.29 | 76.120.46.42 | null | null | null | null | null | null | null | null | null | null | UDP | 565,576 | null | null | null |
e74c4d06-9182-430d-893f-b3c8d7b7bf9a | 2025-02-01T18:57:56 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only ICMP traffic from 137.105.10.106:8333 to 10.21.167.249:782 MITRE Technique: T1059.005 | {
"geo_location": "Philippines",
"device_hash": "9fb384a38902c5d85530598d6806b4adab3bc5b6",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_5 rv:5.0; nl-NL) AppleWebKit/534.24.7 (KHTML, like Gecko) Version/4.1 Safari/534.24.7",
"session_id": "d5da6c14-f402-466c-93c9-d126c53b6636",
"risk_score": 53... | null | log-only | null | null | null | MITRE Technique: T1059.005 | Firewall log-only ICMP traffic from 137.105.10.106:8333 to 10.21.167.249:782 MITRE Technique: T1059.005 | null | null | null | null | 137.105.10.106 | 10.21.167.249 | null | null | null | null | null | null | null | null | 8,333 | 782 | ICMP | 184,888 | 1,182 | null | null |
1521aff7-2b86-4b6b-81c0-216516590786 | 2025-06-06T16:38:35 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in GCP by thomasaaron No additional info | {
"geo_location": "Saint Helena",
"device_hash": "1e879b245d1d21b42c8b4d3abe3e3cb8aceb189e",
"user_agent": "Opera/9.15.(Windows NT 5.1; niu-NU) Presto/2.9.183 Version/11.00",
"session_id": "30bb2b86-6f68-4e4d-8c1e-6e5919084fe3",
"risk_score": 41.19,
"confidence": 0.29
} | thomasaaron | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by thomasaaron No additional info | null | null | null | null | null | null | null | null | null | GCP | res-815d67e9 | null | null | null | null | null | null | null | null | null | null |
92362a47-034f-4fdf-9853-342213323881 | 2025-03-15T18:52:14 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by tkim No additional info | {
"geo_location": "New Caledonia",
"device_hash": "d35aabe174dc305afc40b3a2ebd3c34e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.0)",
"session_id": "acb40c9d-cccf-40a4-8c37-1ef35c58d981",
"risk_score": 50.42,
"confidence": 0.57
} | tkim | model_inversion | null | null | null | No additional info | AI system model_inversion by tkim No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1f1ec6d0 | 093e12cdf3af38002dd63fc40836e2df | e08a71cbb7d994268e7d1c171d7eaa73 | null | null | null | null | null | null | null |
7578ecc1-cf09-485c-832b-fefd535cf62e | 2025-05-05T01:22:00 | cloud | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in AWS by greerdeborah No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "187d9d489099ee40cfe727f9c52686b1",
"user_agent": "Opera/8.92.(X11; Linux x86_64; en-ZW) Presto/2.9.177 Version/12.00",
"session_id": "29445b7a-9429-439b-be87-4e5e318deda8",
"risk_score": 42.05,
"confidence": 0.35
} | greerdeborah | config_change | null | null | null | No additional info | Cloud config_change in AWS by greerdeborah No additional info | null | null | null | null | null | null | null | null | null | AWS | res-648825fd | null | null | null | null | null | null | null | null | null | null |
5fa2add5-5580-46bc-b902-8e695fd62680 | 2025-02-07T09:34:35 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect DNS traffic from 3.98.66.51:470 to 87.41.174.143:25386 MITRE Technique: T1053.005 | {
"geo_location": "Zimbabwe",
"device_hash": "7656c9617f50c51a5aa943b7efb2b423",
"user_agent": "Opera/8.36.(Windows NT 6.0; sat-IN) Presto/2.9.163 Version/11.00",
"session_id": "cb60ed96-fb22-4659-b4e5-cf2b605c7d02",
"risk_score": 42.69,
"confidence": 0.58
} | null | inspect | null | null | null | MITRE Technique: T1053.005 | Firewall inspect DNS traffic from 3.98.66.51:470 to 87.41.174.143:25386 MITRE Technique: T1053.005 | null | null | null | null | 3.98.66.51 | 87.41.174.143 | null | null | null | null | null | null | null | null | 470 | 25,386 | DNS | 538,076 | 2,782 | null | null |
45dd58ff-8591-46f6-a674-30ab728c1920 | 2025-02-06T17:30:03 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by ericksonbreanna MITRE Technique: T1059.001 | {
"geo_location": "Anguilla",
"device_hash": "bec4b378c547bad1e55e0f72b51d3240fa461276",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.27.3 (KHTML, like Gecko) Version/4.0.3 Safari/535.27.3",
"session_id": "f24458b3-e832-41ea-b5d7-a716b9a73aa1",
"risk_score": 63.95,
"confidence": 0... | ericksonbreanna | membership_inference | null | null | null | MITRE Technique: T1059.001 | AI system membership_inference by ericksonbreanna MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-b7a7bffb | 6886329e7cd717f3fb004aedb93d12b8ae83ddf1 | 0cc083b08d0e868b155a21befb3ce9fee2ecb029 | null | null | null | null | null | null | null |
5314105d-45fe-4a9b-818e-cc2f99459d1f | 2025-02-26T05:27:54 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for walkerwanda via OAuth from 65.208.132.62 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "972ef661f7da904fc93d75d4959c1fac864872c1b1f0b5c2c7d45f38bc8f8699",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.0)",
"session_id": "f150fee1-1363-4b9a-b4a8-ba2329c1596b",
"risk_score": 77.09,
"confidence": 0.09
} | walkerwanda | timeout | null | null | null | No additional info | Auth timeout for walkerwanda via OAuth from 65.208.132.62 No additional info | null | null | null | null | 65.208.132.62 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 20:31:16:ed:94:f4 |
a58fcceb-aacf-4e26-824e-d1ae3e11a9c7 | 2025-05-12T20:43:15 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 105.169.254.44 to 140.48.41.152 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "b5d7130b8ace3708f6dfc7dd4426032ed1e07aad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.41.4 (KHTML, like Gecko) Version/4.1 Safari/531.41.4",
"session_id": "a33e5ce5-d6ed-420d-bb2e-f176f007c94c",
"risk_score": 52.12,
"confidence": 0.... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 105.169.254.44 to 140.48.41.152 No additional info | null | null | null | null | 105.169.254.44 | 140.48.41.152 | null | null | null | null | null | null | null | null | null | null | UDP | 272,723 | null | null | null |
08c7cbcf-baac-485e-bd3a-8123507ce3b5 | 2025-04-23T05:49:42 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in GCP by sarahmontoya MITRE Technique: T1574.002 noise=city|same|century | {
"geo_location": "Eritrea",
"device_hash": "3844509df1666a33bcb517e3db30f750",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/35.0.831.0 Mobile/13L159 Safari/532.0",
"session_id": "537d8f91-1b47-427e-a7a2-be22ed40d5c6",
"risk_score": 49.67,
"co... | sarahmontoya | shadow_it | null | null | null | MITRE Technique: T1574.002 | Cloud shadow_it in GCP by sarahmontoya MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | GCP | res-81484734 | null | null | null | null | null | null | null | null | null | null |
da3dd0fe-fca1-4074-95bf-410552b18d2d | 2025-07-09T17:58:30 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall log-only SMB traffic from 10.189.51.135:329 to 9.54.173.219:478 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "48e710787696e11ae7bf65bbf0c5e2372bd76dc9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_6) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/13.0.848.0 Safari/535.1",
"session_id": "2caa6242-6741-49bf-a3b8-ae98437799d5",
"risk_score": 1.44,
... | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 10.189.51.135:329 to 9.54.173.219:478 No additional info | null | null | null | null | 10.189.51.135 | 9.54.173.219 | null | null | null | null | null | null | null | null | 329 | 478 | SMB | 244,744 | 1,906 | null | null |
a961b5a9-e185-41ae-98b1-7a0fc5646d6a | 2025-04-09T02:28:14 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection lead by kevin66 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Paraguay",
"device_hash": "471ec37965dc3dbb75fbce94d4e016a9",
"user_agent": "Opera/8.27.(X11; Linux i686; yo-NG) Presto/2.9.173 Version/10.00",
"session_id": "cc12ee41-6ce7-49fc-8051-684dac917c04",
"risk_score": 14.66,
"confidence": 0.94
} | kevin66 | memory_injection | lead | 1,441 | explorer.exe | Unconventional IOC: Quantum random number deviations | Endpoint memory_injection lead by kevin66 Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e838d5d3-10e1-403e-87f4-ec129b8ff23c | 2025-05-12T18:24:10 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall deny SMB traffic from 76.53.173.151:64532 to 117.35.164.226:41 No additional info | {
"geo_location": "Italy",
"device_hash": "536e4dc4c665aa929b4a4a01cfc55ffb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.9.7 (KHTML, like Gecko) Version/4.0.1 Safari/531.9.7",
"session_id": "a16269e4-bfff-40ec-8b52-b0b06930693c",
"risk_score": 62.06,
"confidence": 0.66
} | null | deny | null | null | null | No additional info | Firewall deny SMB traffic from 76.53.173.151:64532 to 117.35.164.226:41 No additional info | null | null | null | null | 76.53.173.151 | 117.35.164.226 | null | null | null | null | null | null | null | null | 64,532 | 41 | SMB | 836,827 | 1,816 | null | null |
c8ec556b-7585-4df9-8cf0-2d9abb0a2881 | 2025-06-05T07:08:51 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: MFA Bypass detected from 111.228.190.9 targeting 135.69.240.232 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "fe7c7ae79f6ba34f46655994e76a4b936047f684",
"user_agent": "Opera/9.52.(Windows NT 6.0; kok-IN) Presto/2.9.177 Version/10.00",
"session_id": "f362b076-059c-416d-84ef-9f924eb46d91",
"risk_score": 88.44,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Zeek Alert: MFA Bypass detected from 111.228.190.9 targeting 135.69.240.232 No additional info | null | null | null | null | 111.228.190.9 | 135.69.240.232 | MFA Bypass | SIG-6123 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
910dd002-446f-4742-ac68-d06eb2e42b7d | 2025-05-17T00:04:08 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network disconnection from 143.18.254.245 to 10.90.56.140 Possible protocol tunneling | {
"geo_location": "Madagascar",
"device_hash": "37d4c0706c8ad21b0edff4dda38b1c70947d63ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/5.0)",
"session_id": "179a3be3-e805-4b26-a243-004bf312f089",
"risk_score": 57.82,
"confidence": 0.04
} | null | disconnection | null | null | null | Possible protocol tunneling | Network disconnection from 143.18.254.245 to 10.90.56.140 Possible protocol tunneling | null | null | null | null | 143.18.254.245 | 10.90.56.140 | null | null | null | null | null | null | null | null | null | null | UDP | 59,020 | null | null | null |
8afb43b1-8a8b-49de-aa1a-8421e482db7f | 2025-01-26T17:37:48 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for taylorseth via passwordless from 173.30.34.171 Associated Threat Actor: APT38 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Norway",
"device_hash": "d0f4b10eb9ba05b93280a5ef988c6803bdf3373802ace0203825edb90f6d971f",
"user_agent": "Opera/9.83.(X11; Linux i686; ks-IN) Presto/2.9.176 Version/11.00",
"session_id": "6f115139-d8dd-41d2-bab5-24d4b10e4b38",
"risk_score": 5.19,
"confidence": 0.33
} | taylorseth | locked | null | null | null | Associated Threat Actor: APT38 | Unconventional IOC: TPM attestation failures | Auth locked for taylorseth via passwordless from 173.30.34.171 Associated Threat Actor: APT38 | Unconventional IOC: TPM attestation failures | null | null | null | null | 173.30.34.171 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 6c:99:cf:15:e9:8c |
c81480cb-cc1b-4f83-b598-eb6dd4a45662 | 2025-04-15T01:02:26 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth timeout for rosejessica via password from 94.227.38.40 MITRE Technique: T1071.001 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "a33429e8578c625e7c9cf31fcb4af206a4c1ade4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.1)",
"session_id": "5cc64b3a-65b2-4892-aac4-c0e3d32e7088",
"risk_score": 59.26,
"confidence": 0.56
} | rosejessica | timeout | null | null | null | MITRE Technique: T1071.001 | Auth timeout for rosejessica via password from 94.227.38.40 MITRE Technique: T1071.001 | null | null | null | null | 94.227.38.40 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | c8:36:4e:c0:64:96 |
78e90f3b-46d9-48c8-bb83-5d4e712ea502 | 2025-04-16T15:47:24 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by banksmichael Associated Threat Actor: Equation Group noise=professor|enough|discussion | {
"geo_location": "China",
"device_hash": "b9dfc37f8bb0f4f04b9c92f5c23e1274",
"user_agent": "Opera/9.74.(Windows NT 6.2; be-BY) Presto/2.9.162 Version/12.00",
"session_id": "c4523f98-f177-48b7-8880-695f073d3a05",
"risk_score": 44.54,
"confidence": 0.34
} | banksmichael | membership_inference | null | null | null | Associated Threat Actor: Equation Group | AI system membership_inference by banksmichael Associated Threat Actor: Equation Group | {
"baseline_deviation": 1.69,
"entropy": 3.18,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-4b50859b | af348a38ae730ca1c4363fc59d27286e2383e653d0865bd663291098a8faa8b3 | edb0aa38a612d8dd7200d665b01298a0084d442641672c2bc9685bd96da2649c | null | null | null | null | null | null | null |
d517c38a-c1d5-4ea9-b773-32038891b879 | 2025-02-26T22:55:08 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Alibaba by kimwinters No additional info | {
"geo_location": "Malaysia",
"device_hash": "766ddee66d29b666b3193030b82648a26cf7353e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.0)",
"session_id": "129ca3f9-6391-4e8e-83c5-32379dbc5d40",
"risk_score": 66.63,
"confidence": 0.04
} | kimwinters | container_escape | null | null | null | No additional info | Cloud container_escape in Alibaba by kimwinters No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-24741348 | null | null | null | null | null | null | null | null | null | null |
8be7d984-3860-454d-8c14-52cc3ca58408 | 2025-02-08T19:13:44 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor unusual_activity MITRE Technique: T1110.003 | {
"geo_location": "Cuba",
"device_hash": "f8c46f5ef4f3f50965b403392944a80f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_6) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/34.0.899.0 Safari/533.0",
"session_id": "ce03a5b8-57c8-4f08-b2e6-714a3b4f5950",
"risk_score": 38.51,
"confidence": 0.85
} | null | unusual_activity | null | null | null | MITRE Technique: T1110.003 | IoT device Sensor unusual_activity MITRE Technique: T1110.003 | null | Sensor | iot-016b4e6b | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f9f29d3c-cf41-4d78-84b3-75f6e6d165e3 | 2025-03-19T00:32:01 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by rodneybarajas No additional info | {
"geo_location": "Argentina",
"device_hash": "d36bf674a88f92358d4dd68b4219fc1041c438e991c7e1388ed24b7219f455f1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_3 rv:6.0; tt-RU) AppleWebKit/531.1.6 (KHTML, like Gecko) Version/4.0.4 Safari/531.1.6",
"session_id": "e6a08a74-2a24-4349-8c8e-181dae06a7... | rodneybarajas | membership_inference | null | null | null | No additional info | AI system membership_inference by rodneybarajas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ecae8195 | c4b893883642dd970e399f8382348e44c08bbe0acded5e7f2bc3fa1a330bf7a5 | f986d93cec198e640849c9d1d3896538 | null | null | null | null | null | null | null |
264f0b48-2b83-4bf4-8787-32f66db7eaf3 | 2025-02-08T04:24:44 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by simmonstracy Associated Threat Actor: APT34 | {
"geo_location": "Cambodia",
"device_hash": "4e52dc1357d06d5090723f6ad0ed3b0ee8894495",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/16.0.896.0 Safari/532.0",
"session_id": "72ea88a7-0274-4a66-a66d-127656561e2d",
"risk_score": 54.44,
"confidence": 0.28
} | simmonstracy | lambda_execution | null | null | null | Associated Threat Actor: APT34 | Cloud lambda_execution in Alibaba by simmonstracy Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | Alibaba | res-a83d59e8 | null | null | null | null | null | null | null | null | null | null |
821bafbf-5613-4e46-9058-8471d9629b59 | 2025-05-11T09:38:39 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in GCP by brianellis Associated Threat Actor: APT38 | {
"geo_location": "Gabon",
"device_hash": "8c95a2b36ed4b03ff6488e5cbceff5a8e566a35b7a14a7e44ff33574a10510d3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.42.4 (KHTML, like Gecko) Version/4.0.4 Safari/533.42.4",
"session_id": "256d3ee4-17a0-4665-b9bd-b310571fa96f",
"risk_score": 67.15,
... | brianellis | lambda_execution | null | null | null | Associated Threat Actor: APT38 | Cloud lambda_execution in GCP by brianellis Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | GCP | res-90bfd045 | null | null | null | null | null | null | null | null | null | null |
0e50eadd-c164-43a6-a63a-9be122bd3090 | 2025-04-16T15:15:01 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel No additional info noise=76254210 | {
"geo_location": "Kenya",
"device_hash": "1f1734d80778b54b25252c172599d8c6dbda6e3a29e8a952eb5eba9d58ff38a9",
"user_agent": "Opera/8.28.(Windows NT 5.1; fur-IT) Presto/2.9.184 Version/10.00",
"session_id": "f42426b9-502b-481d-8a83-5c5e7fdb3476",
"risk_score": 78.55,
"confidence": 0.53
} | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-15c1d17a | 1.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
084175ab-af27-4b97-bc6b-4c0540b849c0 | 2025-04-04T06:47:15 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud config_change in AWS by russellkelly MITRE Technique: T1059.005 | {
"geo_location": "Canada",
"device_hash": "38928b7fae42e1e0b1cecb0e1f6e00fd",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_1 rv:4.0; tt-RU) AppleWebKit/534.49.7 (KHTML, like Gecko) Version/4.0 Safari/534.49.7",
"session_id": "a52f7e43-c39e-4e81-b7aa-8ad19842c586",
"risk_score": 49.53,
"confide... | russellkelly | config_change | null | null | null | MITRE Technique: T1059.005 | Cloud config_change in AWS by russellkelly MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | AWS | res-a46b727e | null | null | null | null | null | null | null | null | null | null |
e156f5fe-5003-4f4f-aca9-3dfb627a7362 | 2025-03-30T06:40:30 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /always/candidate.mp3 by turneredwin No additional info | {
"geo_location": "Zambia",
"device_hash": "5755f7732891ea9c57210513c1b4373c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; oc-FR) AppleWebKit/535.2.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.2.5",
"session_id": "0183fb40-e480-4e96-9c24-610407e5a414",
"risk_score": 3... | turneredwin | memory_injection | /always/candidate.mp3 | 5,979 | explorer.exe | No additional info | Endpoint memory_injection /always/candidate.mp3 by turneredwin No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
35738fb4-0d75-4679-9914-a77dade7fa73 | 2025-07-02T11:15:12 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth bypass for rebeccamathis via SAML from 10.16.50.113 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Netherlands Antilles",
"device_hash": "8496314163a6469cc28792c377145e82b0ba1597",
"user_agent": "Opera/8.27.(Windows NT 10.0; kn-IN) Presto/2.9.184 Version/11.00",
"session_id": "9f76fca2-85a5-4884-829d-7bf5004b797f",
"risk_score": 22.59,
"confidence": 0.33
} | rebeccamathis | bypass | null | null | null | Unconventional IOC: Unusual DNS TXT records | Auth bypass for rebeccamathis via SAML from 10.16.50.113 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 10.16.50.113 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | eb:68:a3:2f:ef:8c |
a861b42d-869b-4503-bab5-e8abf24b8db2 | 2025-03-10T10:30:58 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect TCP traffic from 72.35.84.49:918 to 140.78.120.39:58497 MITRE Technique: T1059.005 | {
"geo_location": "Belize",
"device_hash": "53832d91913b7dd08f32134f8815d9d255c5c874fd1fcac652c2ec1a5e137479",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_9) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/60.0.810.0 Safari/535.2",
"session_id": "02b02f71-5317-4e20-af1e-d17971470696",
"risk_sc... | null | inspect | null | null | null | MITRE Technique: T1059.005 | Firewall inspect TCP traffic from 72.35.84.49:918 to 140.78.120.39:58497 MITRE Technique: T1059.005 | null | null | null | null | 72.35.84.49 | 140.78.120.39 | null | null | null | null | null | null | null | null | 918 | 58,497 | TCP | 201,425 | 2,275 | null | null |
7ebac81a-0f02-4f06-b9ba-426ac351475c | 2025-01-17T10:46:15 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /friend/receive.mov by katrinalawson No additional info | {
"geo_location": "Lithuania",
"device_hash": "b2e34a4e5206f60b921a47a78cd06674",
"user_agent": "Opera/8.36.(Windows NT 10.0; wa-BE) Presto/2.9.187 Version/11.00",
"session_id": "8116f445-8867-478d-83fe-81cf8d140fee",
"risk_score": 62.09,
"confidence": 0.01
} | katrinalawson | wmi_exec | /friend/receive.mov | 3,221 | cmd.exe | No additional info | Endpoint wmi_exec /friend/receive.mov by katrinalawson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b494d2f2-cdcb-41b1-9455-ac2fb6e63180 | 2025-01-28T08:41:14 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 70.80.151.148 to 104.24.74.35 Associated Threat Actor: Lazarus Group | {
"geo_location": "Botswana",
"device_hash": "e9663516979f7aef52406bdc028d9ad7",
"user_agent": "Opera/8.37.(X11; Linux x86_64; quz-PE) Presto/2.9.185 Version/12.00",
"session_id": "75ae73ca-a320-4f02-8b6e-d2c6ef16c6e3",
"risk_score": 19.77,
"confidence": 0.17
} | null | disconnection | null | null | null | Associated Threat Actor: Lazarus Group | Network disconnection from 70.80.151.148 to 104.24.74.35 Associated Threat Actor: Lazarus Group | null | null | null | null | 70.80.151.148 | 104.24.74.35 | null | null | null | null | null | null | null | null | null | null | TCP | 276,168 | null | null | null |
74df4c11-d908-42f7-8b71-e852a17e51ec | 2025-05-07T10:43:06 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update MITRE Technique: T1190 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "fd5d386c6adb9326b9108bbee5918c9f",
"user_agent": "Opera/9.97.(Windows NT 5.1; pl-PL) Presto/2.9.171 Version/12.00",
"session_id": "bf27d388-5045-480b-896d-50d0018c7f03",
"risk_score": 0,
"confidence": 0.58
} | null | firmware_update | null | null | null | MITRE Technique: T1190 | IoT device Camera firmware_update MITRE Technique: T1190 | null | Camera | iot-cd7eef02 | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
00af76bf-0a8d-416c-8fec-ba6d1509bdce | 2025-01-14T11:18:13 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth timeout for roy60 via password from 10.66.45.40 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "4a809ba7224da0ec0903e074ab4d8a1e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; raj-IN) AppleWebKit/535.27.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6535.27.6",
"session_id": "3803c2b6-fa84-49c5-8a91-9529a16dd876",
... | roy60 | timeout | null | null | null | No additional info | Auth timeout for roy60 via password from 10.66.45.40 No additional info | null | null | null | null | 10.66.45.40 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 9c:5e:b6:53:64:df |
303d2bca-482e-4fc0-9bd8-086c58794011 | 2025-06-23T02:01:39 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in OCI by barbarablake MITRE Technique: T1110.003 | {
"geo_location": "Dominican Republic",
"device_hash": "a5e7a065b38053b7e539505ed759f6aab1f8b576",
"user_agent": "Opera/8.98.(X11; Linux i686; ur-IN) Presto/2.9.171 Version/10.00",
"session_id": "0a73a5d6-2014-4a7e-8887-8e7b67b29940",
"risk_score": 65.38,
"confidence": 0.92
} | barbarablake | shadow_it | null | null | null | MITRE Technique: T1110.003 | Cloud shadow_it in OCI by barbarablake MITRE Technique: T1110.003 | {
"baseline_deviation": 0.74,
"entropy": 6.16,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-080c657f | null | null | null | null | null | null | null | null | null | null |
30e3c938-85f1-4a55-a640-a7ec3264f94e | 2025-02-05T04:38:10 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by scottshelton MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group noise=category | {
"geo_location": "Algeria",
"device_hash": "4e55aec9147165d164a8f4a897e48ad835c195a5f3a25d9deda387124a68581f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_1; rv:1.9.5.20) Gecko/6517-09-10 14:15:41 Firefox/3.6.1",
"session_id": "e9ff79ff-421f-43da-844e-c7b3b6b5bcad",
"risk_score": 41.68,
"con... | scottshelton | prompt_injection | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group | AI system prompt_injection by scottshelton MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | model-00f72557 | 417817c7b110a5378ea84d898237d547 | 0198bd153ca21278972b6ef54e4754d10f6827dc | null | null | null | null | null | null | null |
3faa63ba-257d-4dff-b2e2-407236059ce5 | 2023-12-29T16:37:52 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Vanuatu",
"device_hash": "0a8d751a10c4f1db5f908815c9fb2d03",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.9.3 (KHTML, like Gecko) Version/5.1 Safari/531.9.3",
"session_id": "1d249f33-cbb3-4718-bf47-63a77432ad3a",
"risk_score": 67.16,
"confidence": 0.36
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-091216c1 | 8.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4db92025-367b-4ad0-8dbe-4ce694db3d5a | 2025-02-07T16:51:43 | network | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 196.18.243.125 to 185.242.127.236 No additional info | {
"geo_location": "New Zealand",
"device_hash": "0a0266eceb1a2569b84b971fa1c261bd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ta-IN) AppleWebKit/534.12.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6534.12.7",
"session_id": "3c3a41bc-cef1-4ea4-84ff-08d318fdacfb",
"risk_sc... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 196.18.243.125 to 185.242.127.236 No additional info | null | null | null | null | 196.18.243.125 | 185.242.127.236 | null | null | null | null | null | null | null | null | null | null | ICMP | 302,519 | null | null | null |
23f89180-03e5-4c4c-839b-d9046f11e777 | 2025-07-02T18:27:12 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by masonmichelle MITRE Technique: T1071.001 | {
"geo_location": "Nicaragua",
"device_hash": "53912c30bdba727b1686fbf9376f418ab754ad8adf1ed3fe8e24f8f02e6529f0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_1; rv:1.9.2.20) Gecko/5864-05-05 08:48:03 Firefox/3.6.20",
"session_id": "514a27e3-83fd-4f48-ae7d-c2cd45fe47da",
"risk_score": 21.88,
... | masonmichelle | model_access | null | null | null | MITRE Technique: T1071.001 | AI system model_access by masonmichelle MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-80b490eb | 6f2d917500a77eee81d8e01095d42430f0d92b0ac202756701a8a1d6ce89888b | 358371c9351493e75f0c1364d02b0fdc0b4149777c5437888028bd4a99835987 | null | null | null | null | null | null | null |
f6157456-7900-48cf-9da8-16a848bd243a | 2025-03-04T13:44:04 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity No additional info noise=V2Vlay4= | {
"geo_location": "Tokelau",
"device_hash": "fccfb74ba411443a4c3bbf6b83b530ce",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.1)",
"session_id": "1a8b8050-5bc3-461b-8452-2c48d3503be2",
"risk_score": 54.75,
"confidence": 0.27
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-f7c61568 | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f3ceb0b9-6907-4561-a61f-d6379f380840 | 2025-01-24T23:42:20 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 211.108.138.34 to 161.21.177.89 No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "1763b6d29eae49728da927964cda2dd8072c12d1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.1)",
"session_id": "960fc573-9cdd-48ee-b5ad-68fdafee90ae",
"risk_score": 15.52,
"confidence": 0.56
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 211.108.138.34 to 161.21.177.89 No additional info | null | null | null | null | 211.108.138.34 | 161.21.177.89 | null | null | null | null | null | null | null | null | null | null | ICMP | 656,093 | null | null | null |
b6569568-e6d8-44f1-9b09-ade661f7cfd5 | 2025-06-12T02:10:43 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Zambia",
"device_hash": "40130cc221e59678e328c5fb2aeda55c",
"user_agent": "Opera/9.61.(X11; Linux i686; ak-GH) Presto/2.9.176 Version/10.00",
"session_id": "62ff11c7-ef63-489b-b500-9eb5a7dcd4a9",
"risk_score": 31.97,
"confidence": 0.09
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-0909bda3 | 5.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4e22d5b-cc80-4a2b-9a16-efe7421abc97 | 2025-02-19T21:25:17 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /approach/fact.pages by jessicarussell No additional info | {
"geo_location": "Ireland",
"device_hash": "0d74d63295038e1c1690ac0b3a85382f5f6cc44145aca5d5b8b0d027123f5b93",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; en-NZ) AppleWebKit/534.48.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.48.5",
"session_id": "0f980a93-0cc6-4350-af... | jessicarussell | registry_change | /approach/fact.pages | 748 | cmd.exe | No additional info | Endpoint registry_change /approach/fact.pages by jessicarussell 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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