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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5d4804d5-ca57-475a-8aa0-2734e1bac367 | 2025-04-17T20:08:52 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in AWS by sgraham MITRE Technique: T1078.004 | {
"geo_location": "Liberia",
"device_hash": "55bd777e6ac7e7eeb5ec080d5e25e911",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.1)",
"session_id": "33aea863-83d4-4678-a002-826c670ce876",
"risk_score": 51.99,
"confidence": 0.85
} | sgraham | storage_access | null | null | null | MITRE Technique: T1078.004 | Cloud storage_access in AWS by sgraham MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | AWS | res-7958b7f1 | null | null | null | null | null | null | null | null | null | null |
ddd90094-197e-40b5-bacd-f6618da60e7d | 2025-02-08T00:01:47 | ai | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by bruceharris No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "ca9652493d111da6e318657232a7c0fa95b92b67",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_7 rv:6.0; bem-ZM) AppleWebKit/533.19.1 (KHTML, like Gecko) Version/4.1 Safari/533.19.1",
"session_id": "9f459d08-ef7b-4303-ad19-362183f2f51... | bruceharris | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by bruceharris No additional info | null | null | null | null | null | null | null | null | null | null | null | model-559f9e8e | ab7455ad086591619a0d9969f1fb4e93b5e70ff0 | edc334279d0c2f74fce0cbcc9dcb4b3a | null | null | null | null | null | null | null |
a4038e18-48d7-44e2-8644-853165ed306f | 2025-06-05T00:47:43 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: ICS Attack detected from 175.152.192.42 targeting N/A No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "c687194a30b6e68fbfcade0125328287e828fcb122d6e263b7663f4ffff98f22",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/51.0.826.0 Safari/535.2",
"session_id": "1c79fcec-8c89-4d04-b6ec-a45e88837273",
"risk_score": 46.74,
"... | null | null | null | null | null | No additional info | Tanium Alert: ICS Attack detected from 175.152.192.42 targeting N/A No additional info | null | null | null | null | 175.152.192.42 | N/A | ICS Attack | SIG-1723 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
964c323f-9511-47cd-848f-67c6148b5e22 | 2020-12-25T20:42:53 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 129.243.82.63 to 210.168.26.24 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "ebcbd3b27eaf6d176cf98321699c87c2a62e5614",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6 rv:2.0; tk-TM) AppleWebKit/534.2.4 (KHTML, like Gecko) Version/5.0.5 Safari/534.2.4",
"session_id": "666ad302-0ff5-4ebe-a98f-0a11c3dfd665",
"risk_score"... | null | disconnection | null | null | null | No additional info | Network disconnection from 129.243.82.63 to 210.168.26.24 No additional info | null | null | null | null | 129.243.82.63 | 210.168.26.24 | null | null | null | null | null | null | null | null | null | null | ICMP | 353,337 | null | null | null |
28cccc94-252d-40aa-a321-8659adf7081c | 2025-01-31T07:06:42 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by ymorrison No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "9aa2abb471c3ae555bbc0bf057d38bc540995cd4ca29ec56d23e61036fbc3883",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.1)",
"session_id": "6fac9628-739f-469b-9421-b3582d60e0a8",
"risk_score": 41.1,
"confidence": 0.61
} | ymorrison | model_inversion | null | null | null | No additional info | AI system model_inversion by ymorrison No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8e218085 | a097aa6143c94fc120b42de86df58af036c76a90 | 75f64396e67c1b87b805263f1b2b514db644dfd2 | null | null | null | null | null | null | null |
872d0b6e-24aa-4cfb-ae15-dea1e3a13618 | 2025-07-03T13:09:20 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Bhutan",
"device_hash": "8c73957f7c9da0c26ffb9da177803d59",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; fr-FR; rv:1.9.1.20) Gecko/5527-01-25 02:11:10 Firefox/11.0",
"session_id": "fedc5eb3-74b6-4420-a8df-3365cb5c0b14",
"risk_score": 40.37,
"confidence": 0.7
} | null | unusual_activity | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | null | Sensor | iot-0a3d79fd | 8.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aa8db1c9-426e-4b25-b2d1-eeda5ccda6f6 | 2025-01-15T21:47:49 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor protocol_violation MITRE Technique: T1053.005 noise=5B143598 | {
"geo_location": "Guam",
"device_hash": "0659df796b23f3c41ceee40a2f300aa4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4 rv:5.0; bo-IN) AppleWebKit/535.27.1 (KHTML, like Gecko) Version/5.1 Safari/535.27.1",
"session_id": "ee2ebb67-0b8f-4975-a586-763199313374",
"risk_score": 79.43,
"confiden... | null | protocol_violation | null | null | null | MITRE Technique: T1053.005 | IoT device Sensor protocol_violation MITRE Technique: T1053.005 | null | Sensor | iot-5caca439 | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e770728-e09c-4202-a27a-7dec49d5c180 | 2025-03-08T23:57:49 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 149.58.199.110 to 10.106.105.111 Associated Threat Actor: APT34 noise=tag/list/category | {
"geo_location": "Antigua and Barbuda",
"device_hash": "a840d6c6496eca683545cb91f573fe15",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8233-02-15 13:40:26 Firefox/10.0",
"session_id": "58788280-c947-47b5-9a44-ff4529471789",
"risk_score": 45.7,
"confidence": 0.84
} | null | data_exfiltration | null | null | null | Associated Threat Actor: APT34 | Network data_exfiltration from 149.58.199.110 to 10.106.105.111 Associated Threat Actor: APT34 | null | null | null | null | 149.58.199.110 | 10.106.105.111 | null | null | null | null | null | null | null | null | null | null | HTTP | 494,666 | null | null | null |
15a6d942-cce7-49da-956c-a01086315687 | 2025-05-31T17:25:13 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in OCI by melissa11 No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "5ec96fefa441000d6cd2768573f3894513c554c56a16ccf085a1f879305a2ae1",
"user_agent": "Opera/8.47.(Windows NT 6.0; nn-NO) Presto/2.9.188 Version/12.00",
"session_id": "4d0aef6e-74f9-40a2-ab70-df781b09f5da",
"risk_score": 43.68,
"confidence": 0.78
} | melissa11 | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by melissa11 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e03680ec | null | null | null | null | null | null | null | null | null | null |
2c6342a8-7d0e-427c-b94a-b59ead3042b4 | 2025-05-07T23:28:40 | endpoint | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /understand/police.mp3 by espinozasavannah No additional info | {
"geo_location": "Dominica",
"device_hash": "9419fe3c0a8fdecb6782f80a8c2dd466d009bef2",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_6) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/34.0.879.0 Safari/535.1",
"session_id": "21be2c8f-6b61-496e-8174-86875e4b6921",
"risk_score": 45.38,
"confide... | espinozasavannah | file_access | /understand/police.mp3 | 3,608 | svchost.exe | No additional info | Endpoint file_access /understand/police.mp3 by espinozasavannah No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6742f01-57da-4d97-8a57-191e73e05ddb | 2025-03-13T18:28:00 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth success for orodriguez via passwordless from 204.245.147.175 No additional info | {
"geo_location": "Taiwan",
"device_hash": "4272a6b7ca7fd113d66b1a7764c3480ad6a278c1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.18.2 (KHTML, like Gecko) Version/5.0 Safari/535.18.2",
"session_id": "0a37035e-dcca-46e9-a35d-d5dbf843c390",
"risk_score": 70.09,
"confidence": 0.12
... | orodriguez | success | null | null | null | No additional info | Auth success for orodriguez via passwordless from 204.245.147.175 No additional info | null | null | null | null | 204.245.147.175 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 81:8a:1a:a8:e5:06 |
94aa1c25-adbc-4d27-b154-19aa0c706337 | 2025-02-25T07:20:13 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for jacqueline70 via passwordless from 208.132.187.4 No additional info | {
"geo_location": "China",
"device_hash": "16ff47a6379e6cf7f99d594903666fbd65cf935e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7; rv:1.9.4.20) Gecko/2991-06-21 21:57:26 Firefox/3.6.12",
"session_id": "0f6df35b-416b-4c6f-a9e7-707523193001",
"risk_score": 25.65,
"confidence": 0.2
} | jacqueline70 | failed | null | null | null | No additional info | Auth failed for jacqueline70 via passwordless from 208.132.187.4 No additional info | null | null | null | null | 208.132.187.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 3a:71:ee:1c:2f:71 |
cc67e282-56fd-42ea-84c9-4472f2ab3cb2 | 2025-06-08T06:07:21 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Alibaba by robertswesley No additional info noise=across|yet|what | {
"geo_location": "Azerbaijan",
"device_hash": "4272c90a8bf629268186aa1abb63610a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.44.4 (KHTML, like Gecko) Version/4.1 Safari/533.44.4",
"session_id": "f25640ae-8106-45cb-8dd9-11e0e8bb46d7",
"risk_score": 33.72,
"confidence": 0.62
} | robertswesley | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by robertswesley No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-462f8530 | null | null | null | null | null | null | null | null | null | null |
c4dfca50-b991-493c-a6dd-3887c7ff79aa | 2025-03-11T23:08:09 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Iran",
"device_hash": "e400f54d4f9ac4459cd0d279d9084b89",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/37.0.803.0 Safari/535.2",
"session_id": "6046de2d-b4a0-49ff-8ea7-f5bfbe4670af",
"risk_score": 48.17,
"confidence": 0.68
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-32a46594 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22fc59d3-b7be-4501-9ac3-1500f278cff3 | 2021-12-07T19:58:40 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Poland",
"device_hash": "3a23ba4230544326af15a823ad59543b",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; fur-IT; rv:1.9.1.20) Gecko/7466-02-21 03:40:28 Firefox/3.8",
"session_id": "40f57efb-f495-4c58-89f7-7bd42262e3d8",
"risk_score": 65.69,
"confidence": 0.71
} | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-501fbe25 | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e4d2e57-31f3-473d-b667-de7b1a9ab1a6 | 2025-04-21T00:26:10 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /story/goal.flac by bsims No additional info | {
"geo_location": "New Caledonia",
"device_hash": "5a9b34f22338af619c4c730aeb97ec2b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 15_8_2 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/12.6o0676.0 Mobile/57K843 Safari/534.1",
"session_id": "6c6a1b4e-bdf7-4caf-a641-d757be1135a1",
"risk_score": 57.... | bsims | registry_change | /story/goal.flac | 8,367 | powershell.exe | No additional info | Endpoint registry_change /story/goal.flac by bsims No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fc8ef7eb-635e-42fc-8750-e4ad60adb2f6 | 2025-02-28T17:20:01 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Camera unusual_activity No additional info noise=explore/explore | {
"geo_location": "Marshall Islands",
"device_hash": "26d3dde5c71a73386af312db2c19d7a0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; fa-IR) AppleWebKit/532.7.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.7.4",
"session_id": "b0e52be3-32e3-4f8c-aa06-9ec5c03f32fa",
"risk... | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-9d753f59 | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d517ed7c-95c5-43bf-a5b5-ef848ca30fca | 2025-03-17T08:33:38 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by vanessathomas No additional info noise=DB92DEC1 | {
"geo_location": "China",
"device_hash": "51dc5d3d77a8f604bfa5d7ab5346917b4b254a666f5ea0f847311e8598afb125",
"user_agent": "Opera/8.95.(Windows 95; wal-ET) Presto/2.9.169 Version/11.00",
"session_id": "e1c70c3b-2194-46e6-b668-a7f297ce08da",
"risk_score": 50.84,
"confidence": 0.78
} | vanessathomas | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by vanessathomas No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-974d42dc | null | null | null | null | null | null | null | null | null | null |
d0376218-94f7-4360-97ec-04afd501a366 | 2025-06-12T10:50:51 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 90.174.219.33 to 208.195.163.153 No additional info | {
"geo_location": "Sweden",
"device_hash": "c53788dc7f795824ac0ed0a0bbf91f9d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/33.0.890.0 Mobile/93O291 Safari/533.2",
"session_id": "0b5ca951-2cdf-4e4d-9e6c-ee4f1655c19e",
"risk_score": 81.65,
"c... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 90.174.219.33 to 208.195.163.153 No additional info | null | null | null | null | 90.174.219.33 | 208.195.163.153 | null | null | null | null | null | null | null | null | null | null | ICMP | 623,424 | null | null | null |
6e0c5bac-6ae5-4f9b-a8fa-a3082333df0a | 2025-07-09T07:19:12 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth failed for gmunoz via OAuth from 5.52.138.31 No additional info | {
"geo_location": "Norway",
"device_hash": "3b004c9494de9006f82af41ca64be27b8dee6833",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/19.0.832.0 Safari/532.2",
"session_id": "e22662e0-753b-43ed-bc48-40aa9bf522a9",
"risk_score": 31.24,
"confidence": 0.79
} | gmunoz | failed | null | null | null | No additional info | Auth failed for gmunoz via OAuth from 5.52.138.31 No additional info | null | null | null | null | 5.52.138.31 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 9a:8b:ad:8d:8b:04 |
db66f520-55c9-4695-b91f-60d28125a678 | 2025-02-26T04:13:46 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 131.242.62.169 to 60.76.108.252 MITRE Technique: T1574.002 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "2d8242f5c5e20b114002f42ca4001d54551ae3759d37c195bb1e02c105917b61",
"user_agent": "Opera/9.68.(X11; Linux i686; ln-CD) Presto/2.9.170 Version/11.00",
"session_id": "9ac0119f-f9e2-49ef-a93e-033df29c396d",
"risk_score": 83.33,
"c... | null | bandwidth_usage | null | null | null | MITRE Technique: T1574.002 | Network bandwidth_usage from 131.242.62.169 to 60.76.108.252 MITRE Technique: T1574.002 | null | null | null | null | 131.242.62.169 | 60.76.108.252 | null | null | null | null | null | null | null | null | null | null | HTTP | 206,957 | null | null | null |
32eeb48f-6e2c-465d-940d-617f7148c4de | 2025-02-03T19:57:03 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow TCP traffic from 22.80.84.124:367 to 77.14.249.148:182 No additional info | {
"geo_location": "Swaziland",
"device_hash": "895fd2a37209f994fba493170de050c3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/4.0)",
"session_id": "c5111629-1550-4b8c-8e22-660a058d0f42",
"risk_score": 37.78,
"confidence": 0.21
} | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 22.80.84.124:367 to 77.14.249.148:182 No additional info | null | null | null | null | 22.80.84.124 | 77.14.249.148 | null | null | null | null | null | null | null | null | 367 | 182 | TCP | 428,855 | 2,915 | null | null |
935eb70b-af53-46f0-87ab-a0b22c512afd | 2025-03-29T16:53:40 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth failed for csheppard via passwordless from 29.159.58.67 No additional info | {
"geo_location": "Mozambique",
"device_hash": "a249da8b2f8e47f3141e63dca2cabee6",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/40.0.818.0 Safari/534.1",
"session_id": "5add1f35-0568-4046-a4a3-e8f4fcfe4263",
"risk_score": 47.24,
"confidence": 0.37
} | csheppard | failed | null | null | null | No additional info | Auth failed for csheppard via passwordless from 29.159.58.67 No additional info | null | null | null | null | 29.159.58.67 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 58:42:f1:4a:60:31 |
6f0f2af4-982e-49e8-a440-28feb2dc02f9 | 2025-07-07T00:54:42 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: SQL Injection detected from 10.7.54.64 targeting 198.207.0.185 No additional info | {
"geo_location": "Austria",
"device_hash": "7acdae45fc48eb6496fcd50706b0cb89",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/18.0.816.0 Mobile/52G451 Safari/536.2",
"session_id": "1a565ac2-edd3-47a7-bd66-4a4b58e65263",
"risk_score": 48.74,... | null | null | null | null | null | No additional info | Trellix Alert: SQL Injection detected from 10.7.54.64 targeting 198.207.0.185 No additional info | null | null | null | null | 10.7.54.64 | 198.207.0.185 | SQL Injection | SIG-7533 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
32555e60-f22f-435a-a579-cbfc09223090 | 2025-03-20T17:20:27 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Cyprus",
"device_hash": "35b02028f071460de22318dffa19b59a505ed91d098f71aa62f8329055f3d7be",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/11.4u3656.0 Mobile/97N826 Safari/533.1",
"session_id": "7dfbe718-edf8-4411-9865-8db7d... | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-6a042b0c | 5.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e991603a-9875-415b-b5eb-2d545cf64268 | 2025-06-25T03:41:11 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTPS traffic from 153.108.204.69:58403 to 138.100.251.4:176 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "725242ca6354fcab5a15a8bad76b27d6fb722a8d",
"user_agent": "Mozilla/5.0 (Android 2.3.4; Mobile; rv:8.0) Gecko/8.0 Firefox/8.0",
"session_id": "817b4be0-359f-4394-b42e-28adb2f2f7ef",
"risk_score": 75.91,
"confidence": 0.46
} | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 153.108.204.69:58403 to 138.100.251.4:176 No additional info | null | null | null | null | 153.108.204.69 | 138.100.251.4 | null | null | null | null | null | null | null | null | 58,403 | 176 | HTTPS | 31,147 | 3,446 | null | null |
e13c3f95-6963-49df-864d-fd022be05e54 | 2025-04-26T21:39:35 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall drop ICMP traffic from 72.59.128.221:982 to 10.178.246.87:320 Associated Threat Actor: APT38 | {
"geo_location": "New Zealand",
"device_hash": "3bb25379a27636a21161d5c7a628b32a",
"user_agent": "Opera/8.54.(Windows NT 5.2; st-ZA) Presto/2.9.172 Version/12.00",
"session_id": "23a9f7b2-66fb-492a-bdd5-fe8dbaa7382c",
"risk_score": 39.77,
"confidence": 0.2
} | null | drop | null | null | null | Associated Threat Actor: APT38 | Firewall drop ICMP traffic from 72.59.128.221:982 to 10.178.246.87:320 Associated Threat Actor: APT38 | null | null | null | null | 72.59.128.221 | 10.178.246.87 | null | null | null | null | null | null | null | null | 982 | 320 | ICMP | 968,854 | 3,486 | null | null |
3d554946-1af0-4063-9eaf-10dce3b6e509 | 2025-07-02T07:33:23 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: XSS detected from 153.203.46.52 targeting N/A No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "1270ce67279ac5e33d65168d051f30ef7231a3ab35df265b8da94c502071b7ff",
"user_agent": "Opera/9.24.(X11; Linux x86_64; ta-LK) Presto/2.9.175 Version/11.00",
"session_id": "9b25b451-1679-4c93-8575-2cda2a315c47",
"risk_score": 31.76,
"confidence": 0.45
... | null | null | null | null | null | No additional info | QRadar Alert: XSS detected from 153.203.46.52 targeting N/A No additional info | null | null | null | null | 153.203.46.52 | N/A | XSS | SIG-8269 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
927cce1f-a3cd-4edb-ad5b-90c21f52ff4c | 2025-05-25T06:30:25 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /performance/consumer.ods by scott66 MITRE Technique: T1134.001 | Living-off-the-land technique detected | {
"geo_location": "Hong Kong",
"device_hash": "c75c7ffddc58a9141084ceb264087dbfd750946b",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/54.0.876.0 Safari/536.1",
"session_id": "697cba9f-b509-490e-8894-22d1e074807e",
"risk_score": 75.56,
"confidence": 0.61
} | scott66 | scheduled_task | /performance/consumer.ods | 1,681 | powershell.exe | MITRE Technique: T1134.001 | Living-off-the-land technique detected | Endpoint scheduled_task /performance/consumer.ods by scott66 MITRE Technique: T1134.001 | Living-off-the-land technique detected | {
"baseline_deviation": 1.06,
"entropy": 7.75,
"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 |
e92111de-5547-4e5e-b802-3bc5d63c8308 | 2026-09-10T10:28:51 | endpoint | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop million by jacobsonpaula MITRE Technique: T1053.005 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "bad23b8ec0380e587f3f1128db09dbe6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.47.4 (KHTML, like Gecko) Version/4.0.4 Safari/535.47.4",
"session_id": "f90be51a-88a3-47a0-8475-3e9a33864396",
"risk_score": 55.57,
"confi... | jacobsonpaula | process_stop | million | 8,265 | cmd.exe | MITRE Technique: T1053.005 | Endpoint process_stop million by jacobsonpaula MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
16fd2485-6b90-4d2c-9c5b-3b4a2b065da0 | 2025-05-26T06:46:04 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: Zero-Day Exploit detected from 167.171.124.137 targeting 173.24.138.4 No additional info noise=blog/posts | {
"geo_location": "Cayman Islands",
"device_hash": "1b841479d32d2ecd40d4e1213817068c8dc3f5f6c4259a999a153bd234803250",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/33.0.886.0 Mobile/18A008 Safari/531.1",
"session_id": "62469c0a-2831-4448-9d4e... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Zero-Day Exploit detected from 167.171.124.137 targeting 173.24.138.4 No additional info | null | null | null | null | 167.171.124.137 | 173.24.138.4 | Zero-Day Exploit | SIG-9689 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
a8817bf1-0414-4bd7-92e6-06887fc64866 | 2022-04-11T14:30:22 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection will by johnmarks No additional info | {
"geo_location": "San Marino",
"device_hash": "07bdce7907ababe8fcae1ef99f07a639116138eca30456e7153570ed9e685100",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_1; rv:1.9.6.20) Gecko/8313-06-08 00:35:13 Firefox/12.0",
"session_id": "546a6341-aa85-4cd3-99e2-a5a22ed71930",
"risk_score": 59.31,
... | johnmarks | memory_injection | will | 9,955 | svchost.exe | No additional info | Endpoint memory_injection will by johnmarks No additional info | {
"baseline_deviation": 2.68,
"entropy": 7.64,
"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 |
77286098-3a85-49e7-9ea6-b5d51a5241a5 | 2025-02-02T05:09:35 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Medical protocol_violation No additional info noise=RmVlbGluZy4= | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "94192857cd1436730ab45264a718966204a7b7ed2fcbf782b3febc1f07f7881b",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/54.0.864.0 Safari/534.1",
"session_id": "27992d69-72dc-4c45-8c63-50be0d021bac",
"risk_s... | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-e638b9af | 4.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71cfc3c2-919c-4759-a3b1-4aba1ce3f908 | 2025-05-20T16:46:20 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by ymontoya MITRE Technique: T1071.001 noise=wp-content/explore/category | {
"geo_location": "Barbados",
"device_hash": "6dfe973e1993413a30e894d6bbf532284b1c0116",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/46.0.840.0 Mobile/23D185 Safari/536.0",
"session_id": "d2ab9929-7080-463b-9707-ca87f06adb66",
"risk_score... | ymontoya | model_inversion | null | null | null | MITRE Technique: T1071.001 | AI system model_inversion by ymontoya MITRE Technique: T1071.001 | {
"baseline_deviation": 0.78,
"entropy": 5.06,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-4112b139 | b549cf4aaa96c7aecfbd11c6ec209d700a45b825731913be5d23dd02b8cad202 | e1ca8a6d0b68a62cd5f77fb1767c4394c47bafac | null | null | null | null | null | null | null |
3424fa74-a813-42b7-a9c1-ad702651ddf3 | 2025-07-03T16:35:58 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: Brute Force detected from 50.17.80.41 targeting 125.127.100.233 No additional info noise=posts/tags | {
"geo_location": "Iran",
"device_hash": "c25db09148ceb19bda8621697b000058",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/37.0.896.0 Safari/533.1",
"session_id": "8b3c816b-e3cf-4891-b53b-f79383702c49",
"risk_score": 3.49,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Splunk Alert: Brute Force detected from 50.17.80.41 targeting 125.127.100.233 No additional info | null | null | null | null | 50.17.80.41 | 125.127.100.233 | Brute Force | SIG-9696 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
d4985e08-1219-4568-9e9c-9c55435f9165 | 2025-07-09T16:25:40 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in OCI by powellkevin No additional info | {
"geo_location": "Lesotho",
"device_hash": "7adc6622322216a0f8b504a563d84c45",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5573-06-20 03:44:11 Firefox/15.0",
"session_id": "296affb5-ee17-4e3c-af99-ab28f3a9b356",
"risk_score": 46.7,
"confidence": 0.56
} | powellkevin | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by powellkevin No additional info | null | null | null | null | null | null | null | null | null | OCI | res-97e79ed4 | null | null | null | null | null | null | null | null | null | null |
f21ca73e-246b-4a3d-8f7e-c045c71ddc50 | 2025-04-06T19:44:41 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only TCP traffic from 5.58.16.192:1007 to 151.83.193.195:441 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "4a057c714bc0d9d19544470559db0f91b7c999830d1afa192f5342296feae71d",
"user_agent": "Opera/8.83.(X11; Linux x86_64; ve-ZA) Presto/2.9.171 Version/11.00",
"session_id": "00e867b2-51aa-4318-8ed1-7f371d007bd5",
"risk_score": 52.15,
"confidence": 0.09
} | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 5.58.16.192:1007 to 151.83.193.195:441 No additional info | null | null | null | null | 5.58.16.192 | 151.83.193.195 | null | null | null | null | null | null | null | null | 1,007 | 441 | TCP | 113,580 | 3,126 | null | null |
20ffabeb-3357-4853-814c-ce085fd003fb | 2025-04-29T12:51:58 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 159.19.14.242 to 19.105.44.131 No additional info | {
"geo_location": "Guyana",
"device_hash": "b5e801a354f2ddeb895a79b629e8aa2a50098de8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_7 rv:2.0; unm-US) AppleWebKit/533.37.5 (KHTML, like Gecko) Version/5.0.3 Safari/533.37.5",
"session_id": "86c92e2d-773a-4280-a92b-f29e0cf84ed1",
"risk_score": 39.08... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 159.19.14.242 to 19.105.44.131 No additional info | null | null | null | null | 159.19.14.242 | 19.105.44.131 | null | null | null | null | null | null | null | null | null | null | HTTPS | 466,598 | null | null | null |
8db76426-d87c-43b6-9c20-75264bcd659d | 2025-02-05T08:48:44 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera unusual_activity MITRE Technique: T1547.001 | {
"geo_location": "Nepal",
"device_hash": "ea0a5b63dae885854ed79f2e2f1db92274a874068ba5bc4eb30b733bcc847644",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.1)",
"session_id": "dea7e249-91cf-481a-a85d-f843f35508ee",
"risk_score": 66.74,
"confidence": 0.39
} | null | unusual_activity | null | null | null | MITRE Technique: T1547.001 | IoT device Camera unusual_activity MITRE Technique: T1547.001 | null | Camera | iot-95daf469 | 7.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97a93741-c95d-46ac-93b3-6d45eca07333 | 2025-02-16T15:18:07 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for kristophersexton via OAuth from 10.87.78.161 No additional info | {
"geo_location": "Croatia",
"device_hash": "287b9fbddf11885256b613c4eb824173",
"user_agent": "Mozilla/5.0 (Windows CE; nso-ZA; rv:1.9.0.20) Gecko/5368-08-04 03:00:47 Firefox/3.8",
"session_id": "384d8f1b-3fbd-467f-bdf8-1dbc9b9554af",
"risk_score": 36.53,
"confidence": 0.78
} | kristophersexton | locked | null | null | null | No additional info | Auth locked for kristophersexton via OAuth from 10.87.78.161 No additional info | null | null | null | null | 10.87.78.161 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | d5:2a:95:3a:cb:61 |
55339781-e00a-4a82-ae3e-69c539c4fc1f | 2025-03-10T02:49:40 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Credential Stuffing detected from 206.60.169.129 targeting 87.224.118.143 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "e332408b2403bbf40e3052ed2fb1028ef6b1fdc112214be3de9d1d50517e1fd4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; yue-HK) AppleWebKit/532.20.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.20.5",
"session_id": "921e7de8-2fd... | null | null | null | null | null | No additional info | Zeek Alert: Credential Stuffing detected from 206.60.169.129 targeting 87.224.118.143 No additional info | null | null | null | null | 206.60.169.129 | 87.224.118.143 | Credential Stuffing | SIG-5753 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
281d6882-7b7f-4ca9-a866-6592609b4c9b | 2025-01-30T03:23:14 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: Supply Chain Compromise detected from 115.54.117.167 targeting 154.134.41.143 MITRE Technique: T1547.001 | {
"geo_location": "Niue",
"device_hash": "b561ff836783107d54de75a521f97e9856161ffe41bfa30b55ed24186a28f3ea",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; ast-ES; rv:1.9.2.20) Gecko/9409-08-13 20:00:02 Firefox/3.8",
"session_id": "4ea7d627-690b-4fcb-b068-f03fd5fa8708",
"risk_score": 65.11,
"confidenc... | null | null | null | null | null | MITRE Technique: T1547.001 | Splunk Alert: Supply Chain Compromise detected from 115.54.117.167 targeting 154.134.41.143 MITRE Technique: T1547.001 | null | null | null | null | 115.54.117.167 | 154.134.41.143 | Supply Chain Compromise | SIG-4737 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7e0361da-cb01-4f22-9d72-2454fd8f0578 | 2025-06-02T18:10:03 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: Credential Stuffing detected from 132.23.223.61 targeting 61.133.102.131 No additional info | {
"geo_location": "Togo",
"device_hash": "6b2a273b98c14daa0bf58b5e4810827506ccca06",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_7) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/23.0.851.0 Safari/532.0",
"session_id": "ee6f523e-907a-41ec-b4cd-9201fd9e1e18",
"risk_score": 45.35,
"confidence": 0.0... | null | null | null | null | null | No additional info | Carbon Black Alert: Credential Stuffing detected from 132.23.223.61 targeting 61.133.102.131 No additional info | null | null | null | null | 132.23.223.61 | 61.133.102.131 | Credential Stuffing | SIG-8352 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
2ebd4186-924d-4a5a-94b7-4b19760dcd91 | 2025-02-21T06:56:39 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: Brute Force detected from 8.86.83.176 targeting 73.188.153.112 MITRE Technique: T1078.004 | {
"geo_location": "Papua New Guinea",
"device_hash": "0c49664b2711b731cc7aa98515e4b6b1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; dz-BT) AppleWebKit/531.4.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.4.7",
"session_id": "2db207ed-251d-449b-91fb-b786b0c07285",
"risk... | null | null | null | null | null | MITRE Technique: T1078.004 | Vectra AI Alert: Brute Force detected from 8.86.83.176 targeting 73.188.153.112 MITRE Technique: T1078.004 | null | null | null | null | 8.86.83.176 | 73.188.153.112 | Brute Force | SIG-8406 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1a7147c8-e8fa-4c58-9790-b353ceaac389 | 2025-05-15T09:58:44 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 169.231.117.38 to 11.224.2.114 No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "676a32d0cc6180a33f247ee982b64823",
"user_agent": "Opera/9.82.(X11; Linux i686; ss-ZA) Presto/2.9.188 Version/11.00",
"session_id": "80c49707-790c-4478-be6d-a7bb12239a82",
"risk_score": 38.59,
"confidence": 0.36
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 169.231.117.38 to 11.224.2.114 No additional info | null | null | null | null | 169.231.117.38 | 11.224.2.114 | null | null | null | null | null | null | null | null | null | null | TCP | 267,265 | null | null | null |
5d0256ef-19d4-44ed-9c11-d9763f2929a0 | 2025-06-24T09:33:59 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 201.40.0.50 to 172.0.22.140 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "ffcc6e35043289c166f6c039fc6a41440c608a2d0682a782df5b1548a00442e6",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/49.0.851.0 Mobile/87O183 Safari/536.2",
"session_id": "fae61871-3... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 201.40.0.50 to 172.0.22.140 No additional info | null | null | null | null | 201.40.0.50 | 172.0.22.140 | null | null | null | null | null | null | null | null | null | null | UDP | 908,356 | null | null | null |
bb74841c-b2c2-4d57-ad7f-b2b68cd7c44a | 2025-04-16T23:27:28 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 62.161.215.69 to 40.249.246.102 No additional info | {
"geo_location": "Martinique",
"device_hash": "d159a5487a9caa38b1ec0155507e6968f0aad060c4419f35a3badbdcf8650c7a",
"user_agent": "Opera/8.43.(X11; Linux x86_64; lo-LA) Presto/2.9.190 Version/11.00",
"session_id": "5ea70e6b-754f-46ca-9a88-bc3dff7ee8b9",
"risk_score": 97,
"confidence": 0.59
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 62.161.215.69 to 40.249.246.102 No additional info | null | null | null | null | 62.161.215.69 | 40.249.246.102 | null | null | null | null | null | null | null | null | null | null | ICMP | 734,702 | null | null | null |
2ec69dd5-c89b-4af1-9700-60bce07532e9 | 2025-05-06T23:15:43 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection draw by victoria22 Unconventional IOC: Power consumption spikes | {
"geo_location": "Kyrgyz Republic",
"device_hash": "8b711b1da5837697960390eac17d9dce",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; zh-CN) AppleWebKit/534.15.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6534.15.1",
"session_id": "e4249a91-9559-49f9-b824-90cf387b99e6",
"ris... | victoria22 | memory_injection | draw | 3,996 | powershell.exe | Unconventional IOC: Power consumption spikes | Endpoint memory_injection draw by victoria22 Unconventional IOC: Power consumption spikes | {
"baseline_deviation": 2.98,
"entropy": 4.84,
"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 |
1de7761b-2013-46bd-93e9-3036a09ae960 | 2025-06-09T17:34:10 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only RDP traffic from 135.182.57.183:12158 to 111.32.176.189:54 Associated Threat Actor: Kimsuky | {
"geo_location": "Nigeria",
"device_hash": "6eb87c33c181ff92e4078da9941e9ae0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "705a52ed-75b6-4748-9f86-2ae190db5087",
"risk_score": 48.43,
"confidence": 0.16
} | null | log-only | null | null | null | Associated Threat Actor: Kimsuky | Firewall log-only RDP traffic from 135.182.57.183:12158 to 111.32.176.189:54 Associated Threat Actor: Kimsuky | null | null | null | null | 135.182.57.183 | 111.32.176.189 | null | null | null | null | null | null | null | null | 12,158 | 54 | RDP | 320,064 | 1,045 | null | null |
9d83d496-bb32-49ad-bf14-a234387caa0f | 2025-03-13T12:40:12 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by emily15 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "1c93636176347002ceff0b575b5676b4521a57c3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.2.4 (KHTML, like Gecko) Version/4.0.4 Safari/533.2.4",
"session_id": "28f62ce9-eede-43b5-998d-5c1e8460d193",
"risk_score": 77.96,
"confidence": 0.9... | emily15 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by emily15 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-edced7fb | null | null | null | null | null | null | null | null | null | null |
941a72e4-aec0-4b38-b18a-ea8c68d18ddb | 2025-04-25T08:13:25 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Zambia",
"device_hash": "db005c92e23604c0ed4ad9cd4916ec409fcfcc3a8b1de2ccb29df9da3725c986",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.50.6 (KHTML, like Gecko) Version/5.0.3 Safari/534.50.6",
"session_id": "ce5398b5-b240-4202-a572-47cfb5f9406e",
"risk_score": 71... | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-15627e74 | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b95c1a18-61f5-45f9-9655-932ee244816c | 2025-01-20T15:30:58 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Canada",
"device_hash": "c638f7d1c5207628c25f46cd72c539eeaf72103bcbcda9fb9940f995c7656393",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; byn-ER) AppleWebKit/531.49.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.49.6",
"session_id": "948d23d1-c87b-48ad-83... | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-73084e92 | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c6f2fbb-0759-44d7-bfb8-d8466fa4014b | 2025-03-04T09:30:48 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection artist by theresa86 MITRE Technique: T1547.001 | {
"geo_location": "Zambia",
"device_hash": "a4c7db3d1ac349e334c8c1048a5f60e3a5cdfc0d5b6a361d56cd7a8fd0d1e639",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; tr-CY; rv:1.9.1.20) Gecko/4457-01-15 09:58:17 Firefox/3.6.16",
"session_id": "21bf2640-8d2d-4913-9e51-9e8fd70e28b7",
"risk_score": 42.13,
"confidence": ... | theresa86 | memory_injection | artist | 2,159 | svchost.exe | MITRE Technique: T1547.001 | Endpoint memory_injection artist by theresa86 MITRE Technique: T1547.001 | {
"baseline_deviation": 2.47,
"entropy": 6.31,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a26d1e39-4264-44bd-aa9e-00310d4bdba6 | 2025-05-31T05:13:13 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth success for paige40 via password from 10.180.166.156 No additional info | {
"geo_location": "Aruba",
"device_hash": "b1c7ca837d61c80159dd2854be52b908d85f05e362d87e55a9eea22c8e297496",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; pa-IN) AppleWebKit/535.1.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.1.6",
"session_id": "e92b6c11-345f-452e-9dd7-1... | paige40 | success | null | null | null | No additional info | Auth success for paige40 via password from 10.180.166.156 No additional info | null | null | null | null | 10.180.166.156 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 64:42:f7:a3:88:6e |
0bf0aa7c-62a3-401b-8ed4-2a6156c51069 | 2025-02-11T10:05:22 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: DNS Tunneling detected from 215.135.248.197 targeting N/A No additional info | {
"geo_location": "Gambia",
"device_hash": "afe8774553e328c65d237f042a873e6b488351fc6c55d301e02a6d840c0d3e1f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.0)",
"session_id": "ef00e395-e1a2-43e0-8c7a-60f6a77e11a9",
"risk_score": 16.81,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Tanium Alert: DNS Tunneling detected from 215.135.248.197 targeting N/A No additional info | {
"baseline_deviation": 2.4,
"entropy": 2.88,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 215.135.248.197 | N/A | DNS Tunneling | SIG-4892 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
25e7ddce-3185-4a5a-bef8-24b6f66b5d70 | 2025-01-19T20:07:53 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: Domain Fronting detected from 152.24.193.114 targeting 28.72.216.69 No additional info | {
"geo_location": "Jersey",
"device_hash": "dc077beecb582d250e151591fe26e3477e293eb1c588dee35e9fe418a26b5b3c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.1)",
"session_id": "91b24e63-5441-45c1-9786-8e17f0280dc8",
"risk_score": 59.42,
"confidence": 0.51
} | null | null | null | null | null | No additional info | Splunk Alert: Domain Fronting detected from 152.24.193.114 targeting 28.72.216.69 No additional info | null | null | null | null | 152.24.193.114 | 28.72.216.69 | Domain Fronting | SIG-5225 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
5263f251-4fe9-44fd-8bc4-f76d35eec0b3 | 2025-03-31T13:30:56 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by xsmith No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "d2ec8cbccade1852ba9cbb5bb3e1029c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.0)",
"session_id": "e0bf2bf9-4c37-46df-b571-03b763630e2b",
"risk_score": 72.84,
"confidence": 0.49
} | xsmith | api_abuse | null | null | null | No additional info | AI system api_abuse by xsmith No additional info | null | null | null | null | null | null | null | null | null | null | null | model-987216b0 | 58d27d9943f143a9e3866e3d2ad8592c6b945738c3713d1704ac4961ae9fa022 | de6aadbb570107e08a5252bcf834d2f5b6a547c2 | null | null | null | null | null | null | null |
6d1dc2e3-08da-4784-b003-734caf539621 | 2025-04-16T14:46:02 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in AWS by stafforddouglas No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "dd5c5640911ff385dd83bcd24d9240efbb30135c",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/45.0.840.0 Safari/535.0",
"session_id": "8b07390c-64ec-44f3-9460-96ce7f9bdecd",
"risk_score": 57.37,
"confidence": 0.45
} | stafforddouglas | config_change | null | null | null | No additional info | Cloud config_change in AWS by stafforddouglas No additional info | null | null | null | null | null | null | null | null | null | AWS | res-078d5d40 | null | null | null | null | null | null | null | null | null | null |
48520d1e-b0e5-420c-aa91-dffd8cbb20f4 | 2025-04-09T01:58:59 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for jamiecoleman via password from 34.188.170.219 MITRE Technique: T1190 | {
"geo_location": "Mozambique",
"device_hash": "0db5983a2d75567f6e3cce16ced65779",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/51.0.833.0 Safari/536.2",
"session_id": "74dd9648-5aec-44c4-b4fd-2ee8daaacf83",
"risk_score": 18.06,
"confidence": 0.99
} | jamiecoleman | bypass | null | null | null | MITRE Technique: T1190 | Auth bypass for jamiecoleman via password from 34.188.170.219 MITRE Technique: T1190 | null | null | null | null | 34.188.170.219 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | c7:17:d2:6c:a6:35 |
061abb12-cc22-4762-a4fe-8bd26987500f | 2025-01-22T08:25:28 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Philippines",
"device_hash": "a64b68f68e1199c164570c0a216fd32d818187d0",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/11.4e4514.0 Mobile/44F479 Safari/531.0",
"session_id": "55fba36e-e171-483d-94bc-8d89e9594bb6",
"risk_score"... | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-7bf14bac | 6.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de3db773-a936-4b30-8eee-2e7a4f70c73c | 2025-02-05T23:55:13 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC firmware_update Associated Threat Actor: Lazarus Group | {
"geo_location": "Spain",
"device_hash": "42b9c424c0940720bfb44aaeefd3911dca218924c81ac3073417bec688c9d0d2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; doi-IN) AppleWebKit/531.23.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.23.3",
"session_id": "2dda9a76-7558-48b9-93f... | null | firmware_update | null | null | null | Associated Threat Actor: Lazarus Group | IoT device HVAC firmware_update Associated Threat Actor: Lazarus Group | null | HVAC | iot-049613e2 | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1e0355a5-87b0-41bd-aa1c-5401a9bd63e5 | 2025-01-15T17:28:02 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by adrienneguerrero MITRE Technique: T1574.002 | {
"geo_location": "Iceland",
"device_hash": "9a9edcc030a54f6bd8c090ac72bef881",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/5.1)",
"session_id": "2b7bff20-2cfb-4f58-8471-841ca1d1986a",
"risk_score": 40.34,
"confidence": 0.16
} | adrienneguerrero | adversarial_input | null | null | null | MITRE Technique: T1574.002 | AI system adversarial_input by adrienneguerrero MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-3c5a7839 | d537abc8f87c768af5a4dd5bcd7b3348 | b15982ab0df4b400765cfed6fc2d3bec6be4bb812c6db85aea7271757e696f0c | null | null | null | null | null | null | null |
e6657168-87c1-4518-8b77-52dc2b08408e | 2025-06-02T19:47:24 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by rubiojared MITRE Technique: T1059.005 | {
"geo_location": "Micronesia",
"device_hash": "7e9cf72f61cefae6c0270bd7e1849b4a5beeb259a9909d363c2775b52f4a150a",
"user_agent": "Opera/8.74.(X11; Linux i686; nl-AW) Presto/2.9.175 Version/12.00",
"session_id": "798aa394-21ce-404f-b283-81e83d6eb219",
"risk_score": 33.92,
"confidence": 0.15
} | rubiojared | adversarial_input | null | null | null | MITRE Technique: T1059.005 | AI system adversarial_input by rubiojared MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-264073f8 | 263b7bafb4b2226d3a463f0bf5a3d5ff8b51dd8f | eee5fce7ed7d1434c942fdd708a1ad9609b899ce9f568f6417ed651178d69af3 | null | null | null | null | null | null | null |
1d5b4eb6-fdf9-4ffc-a02d-087d3947021b | 2025-02-13T08:34:22 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTPS traffic from 20.12.36.185:616 to 181.30.26.6:693 No additional info | {
"geo_location": "North Korea",
"device_hash": "cbe271bbd115be842478977ce7b37327",
"user_agent": "Opera/8.98.(X11; Linux i686; raj-IN) Presto/2.9.178 Version/10.00",
"session_id": "acbaa4ce-610c-4caf-b130-046d62436b9a",
"risk_score": 54.33,
"confidence": 0.95
} | null | drop | null | null | null | No additional info | Firewall drop HTTPS traffic from 20.12.36.185:616 to 181.30.26.6:693 No additional info | {
"baseline_deviation": 0.76,
"entropy": 7.09,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 20.12.36.185 | 181.30.26.6 | null | null | null | null | null | null | null | null | 616 | 693 | HTTPS | 36,207 | 409 | null | null |
25343457-d2f5-4461-9112-96456d1d7eae | 2025-04-18T00:51:15 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection price by danielgates No additional info | {
"geo_location": "Bolivia",
"device_hash": "ff7dcf79d9614b3d819514133bd23ed9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_2 rv:4.0; mg-MG) AppleWebKit/535.31.3 (KHTML, like Gecko) Version/4.0.3 Safari/535.31.3",
"session_id": "c8770194-3e6f-4c48-874e-5f354b548473",
"risk_score": 48.65,
"confi... | danielgates | memory_injection | price | 1,389 | explorer.exe | No additional info | Endpoint memory_injection price by danielgates No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
389719f2-a15f-4a78-9d6b-ca83a97e205d | 2025-05-14T10:43:21 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access job by kingnicole MITRE Technique: T1574.002 noise=FDA8C226 | {
"geo_location": "Congo",
"device_hash": "1e79cb8ee49366287e51e7c042e3a25b25358040c12fefdff2789dbf5fda43da",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; mn-MN) AppleWebKit/533.9.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.9.4",
"session_id": "bbc35507-8624-47ea-bb0c-1... | kingnicole | file_access | job | 4,246 | svchost.exe | MITRE Technique: T1574.002 | Endpoint file_access job by kingnicole MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
56036272-6999-4b86-8baf-62a0d450a0ae | 2025-02-18T12:37:40 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor command_injection MITRE Technique: T1078.004 noise=7DE218C7 | {
"geo_location": "Tanzania",
"device_hash": "7d77ac6450abc76cf774af05346ea235d3fd0b6d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "b9784bcf-2b25-4ff8-910a-e99b79d97a28",
"risk_score": 50.39,
"confidence": 0.12
} | null | command_injection | null | null | null | MITRE Technique: T1078.004 | IoT device Sensor command_injection MITRE Technique: T1078.004 | null | Sensor | iot-4fefa5fe | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ef8cf00-5e59-4c0a-b714-986cabb6e560 | 2025-06-10T05:51:30 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity MITRE Technique: T1134.001 | {
"geo_location": "United Kingdom",
"device_hash": "b8adf1c02baf1a44cd1aba3f7c9e4780c6ecb6c8292d149f04cc8b3aafe5518a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.0)",
"session_id": "596a0933-f843-49ea-aff0-d7573d86c044",
"risk_score": 84.52,
"confidence": 0.64
} | null | unusual_activity | null | null | null | MITRE Technique: T1134.001 | IoT device Thermostat unusual_activity MITRE Technique: T1134.001 | null | Thermostat | iot-c587ebab | 1.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b8dab3e3-7ea5-42a3-81ab-bfeb59c2a0a1 | 2025-07-06T16:17:01 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Kiribati",
"device_hash": "39c2ac5bec7408993e0d7cc5fbf662c5dd663acd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ast-ES) AppleWebKit/534.2.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.2.5",
"session_id": "a4e67058-0e65-41c2-adf3-390898cbe3d1",
"ris... | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-492fcdcb | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f5c2772-a8aa-471d-b76a-4a16128f0516 | 2025-06-30T18:28:49 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for joshuataylor via password from 172.255.131.67 MITRE Technique: T1053.005 | {
"geo_location": "Palestinian Territory",
"device_hash": "221505f431c91f722c91364b7a7d698d316e2059",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.13.2 (KHTML, like Gecko) Version/5.1 Safari/534.13.2",
"session_id": "bf244e01-45cb-4952-93bc-183c163905d2",
"risk_score": 70.13,
"co... | joshuataylor | challenge | null | null | null | MITRE Technique: T1053.005 | Auth challenge for joshuataylor via password from 172.255.131.67 MITRE Technique: T1053.005 | null | null | null | null | 172.255.131.67 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | e0:b2:9c:83:ba:29 |
946a448f-05a4-4c93-aefc-38809a3280b7 | 2025-05-15T16:41:10 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: SQL Injection detected from 210.6.47.200 targeting 150.213.197.62 No additional info noise=QnVkZ2V0Lg== | {
"geo_location": "Jordan",
"device_hash": "d9dc7d6bc619d41281d435209e9ab83df89a3e46775e61eb40eae4d356f71b86",
"user_agent": "Opera/9.97.(X11; Linux x86_64; or-IN) Presto/2.9.165 Version/10.00",
"session_id": "52294395-2b5d-40ff-b02d-add8c04d29d7",
"risk_score": 88.95,
"confidence": 0.03
} | null | null | null | null | null | No additional info | QRadar Alert: SQL Injection detected from 210.6.47.200 targeting 150.213.197.62 No additional info | null | null | null | null | 210.6.47.200 | 150.213.197.62 | SQL Injection | SIG-9179 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
f60b8ed6-7008-4a94-bba7-798e02d15813 | 2025-02-15T22:27:24 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in GCP by anthonyrogers MITRE Technique: T1204.002 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "6c5b40d3814eff0e5a3c4afb6f273ae0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_3; rv:1.9.3.20) Gecko/2974-02-23 18:53:22 Firefox/3.8",
"session_id": "a55e8bd6-7615-4a89-aadc-30659e8addf0",
"risk_score": 28.64,
"confidence": 0.82
} | anthonyrogers | instance_creation | null | null | null | MITRE Technique: T1204.002 | Cloud instance_creation in GCP by anthonyrogers MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | GCP | res-92708040 | null | null | null | null | null | null | null | null | null | null |
b60d2ae8-ee4d-42e1-966f-93278f5f300a | 2025-04-12T17:51:44 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: SQL Injection detected from 201.31.94.142 targeting 124.233.100.38 No additional info | {
"geo_location": "Niger",
"device_hash": "01fa2da3968726d5d2a57476a5b2f61d",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "8c8574f8-53e5-4d2d-8bb2-d8051fb32099",
"risk_score": 96.65,
"confidence": 0.89
} | null | null | null | null | null | No additional info | QRadar Alert: SQL Injection detected from 201.31.94.142 targeting 124.233.100.38 No additional info | null | null | null | null | 201.31.94.142 | 124.233.100.38 | SQL Injection | SIG-2348 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
85a466d2-886f-4716-ad8e-4073099e834e | 2025-03-26T09:51:26 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection next by andersonronald No additional info | {
"geo_location": "Belgium",
"device_hash": "698704076bb39c262398d8b6ded2f31ab502d904e80f2e50cd775e4a12fe50e8",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/17.0.831.0 Safari/533.2",
"session_id": "658954ab-56d4-42c9-857b-d6b07aadb417",
"risk_scor... | andersonronald | memory_injection | next | 3,639 | svchost.exe | No additional info | Endpoint memory_injection next by andersonronald No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1d02688e-d69a-4eb6-9c77-58fd59fdf4b1 | 2025-03-22T12:15:05 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth bypass for pricejill via SAML from 157.152.93.126 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "9e33106cd827b7ff6fd8895732884c2619daab67",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.32.7 (KHTML, like Gecko) Version/4.1 Safari/535.32.7",
"session_id": "06ae5fd8-8acf-4754-9c3e-f58baafa650c",
"risk_score": 29.03,
"confidence": 0... | pricejill | bypass | null | null | null | No additional info | Auth bypass for pricejill via SAML from 157.152.93.126 No additional info | null | null | null | null | 157.152.93.126 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 50:a9:88:f8:3f:1f |
11dbfe10-4ede-4a9d-adc1-561ea64a8ff4 | 2025-05-23T06:04:37 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: XSS detected from 170.32.112.167 targeting 211.153.248.73 Associated Threat Actor: Cobalt Group | {
"geo_location": "Dominica",
"device_hash": "5221ce355a051a1014d232de35b756c5d436fa37",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6; rv:1.9.4.20) Gecko/8432-12-07 09:15:55 Firefox/3.8",
"session_id": "27266096-8e51-45a7-ae30-d59c2ccaec8c",
"risk_score": 55.15,
"confidence": 0.75
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | LogRhythm Alert: XSS detected from 170.32.112.167 targeting 211.153.248.73 Associated Threat Actor: Cobalt Group | null | null | null | null | 170.32.112.167 | 211.153.248.73 | XSS | SIG-7311 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c771b6a5-3186-4590-9805-dab7dddb2a37 | 2025-03-13T18:54:00 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 70.51.164.20 to 223.224.200.212 No additional info noise=Qm94Lg== | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "2610b761f01675a5c0b2ce1f4aa837b1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/10.9f3238.0 Mobile/76I549 Safari/534.0",
"session_id": "9e5bd193-a039-490f-8d22-6d78d085512d",
"ris... | null | beaconing | null | null | null | No additional info | Network beaconing from 70.51.164.20 to 223.224.200.212 No additional info | null | null | null | null | 70.51.164.20 | 223.224.200.212 | null | null | null | null | null | null | null | null | null | null | ICMP | 655,948 | null | null | null |
8136f6cd-75ee-433e-8c4f-c81e77dbb2ea | 2027-09-12T10:56:12 | ids_alert | Elastic SIEM v8.9.0 | emergency | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|emergency| desc=Elastic SIEM Alert: Cloud API Abuse detected from 10.31.174.23 targeting N/A No additional info | {
"geo_location": "Chad",
"device_hash": "2e3eed8c982faa5c165f6acc47e9287b",
"user_agent": "Opera/9.85.(X11; Linux i686; gl-ES) Presto/2.9.163 Version/12.00",
"session_id": "b3051d29-8128-4caf-9652-02fd50fdfe9d",
"risk_score": 76.56,
"confidence": 0.91
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: Cloud API Abuse detected from 10.31.174.23 targeting N/A No additional info | null | null | null | null | 10.31.174.23 | N/A | Cloud API Abuse | SIG-7626 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
208f2a34-7452-4bee-9b68-143274bced01 | 2025-01-17T02:17:51 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start /himself/job.csv by ilawrence No additional info | {
"geo_location": "Guam",
"device_hash": "25282afc2bf4f37e265e3bc5e3aab553",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.1)",
"session_id": "ffdc783e-61dd-473c-8881-cca03d82fe24",
"risk_score": 61.55,
"confidence": 0.56
} | ilawrence | process_start | /himself/job.csv | 2,492 | explorer.exe | No additional info | Endpoint process_start /himself/job.csv by ilawrence No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a0c6958-21b9-4401-be9b-86f54e20989b | 2025-05-13T05:51:41 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 189.91.189.82 to 92.15.110.222 MITRE Technique: T1134.001 | {
"geo_location": "Singapore",
"device_hash": "7c8c42aa94e685f565289689a6f11d35815848be",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; the-NP) AppleWebKit/533.21.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.21.5",
"session_id": "5a44df52-ed75-4d6c-80b0-d304ad36df44",
"... | null | covert_channel | null | null | null | MITRE Technique: T1134.001 | Network covert_channel from 189.91.189.82 to 92.15.110.222 MITRE Technique: T1134.001 | null | null | null | null | 189.91.189.82 | 92.15.110.222 | null | null | null | null | null | null | null | null | null | null | UDP | 828,643 | null | null | null |
c7bdd398-911e-4ee7-963e-772e25679201 | 2025-02-11T21:09:43 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall allow SMB traffic from 53.75.8.243:270 to 55.177.38.63:41313 MITRE Technique: T1218.011 | {
"geo_location": "Zimbabwe",
"device_hash": "668fc9f196b40276ea9badfd689452f4dcaaf810",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.0)",
"session_id": "ee73bff4-b4fa-4076-855f-6d8b1879b863",
"risk_score": 20.78,
"confidence": 0.15
} | null | allow | null | null | null | MITRE Technique: T1218.011 | Firewall allow SMB traffic from 53.75.8.243:270 to 55.177.38.63:41313 MITRE Technique: T1218.011 | null | null | null | null | 53.75.8.243 | 55.177.38.63 | null | null | null | null | null | null | null | null | 270 | 41,313 | SMB | 194,384 | 880 | null | null |
cfcd0110-f092-4b42-bca9-810891452d35 | 2025-04-18T03:07:35 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /learn/until.mp3 by kelseystewart No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "b4ab5aa52b11967baf2cbc976cb779e5",
"user_agent": "Opera/8.76.(X11; Linux i686; ga-IE) Presto/2.9.190 Version/11.00",
"session_id": "4fce079e-1836-45fc-abb9-91358a827b1a",
"risk_score": 43.3,
"confidence": 0.39
} | kelseystewart | registry_change | /learn/until.mp3 | 8,636 | explorer.exe | No additional info | Endpoint registry_change /learn/until.mp3 by kelseystewart No additional info | {
"baseline_deviation": 1.06,
"entropy": 5.17,
"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 |
f00d130e-a259-4fca-9681-cf64fa222335 | 2025-05-16T21:02:03 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 98.129.8.244 to 12.61.91.185 No additional info | {
"geo_location": "Angola",
"device_hash": "e17da08c8cd8bda913a602ea7988be83e1a2cc3b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_9; rv:1.9.4.20) Gecko/3802-07-21 16:26:51 Firefox/3.6.4",
"session_id": "022f3649-a079-491c-a4c4-26a9f1701b7e",
"risk_score": 34.04,
"confidence": 0.47
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 98.129.8.244 to 12.61.91.185 No additional info | null | null | null | null | 98.129.8.244 | 12.61.91.185 | null | null | null | null | null | null | null | null | null | null | HTTP | 113,136 | null | null | null |
a984426e-59d7-438d-a90f-62e7fc128773 | 2025-07-02T08:20:33 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in AWS by stephanie45 No additional info | {
"geo_location": "Russia",
"device_hash": "97810beaacdc6f58abfe3ecb855e221eeb8717b4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "20067aa4-d8fb-43c6-8485-b76514f93e54",
"risk_score": 80.31,
"confidence": 0.78
} | stephanie45 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by stephanie45 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-ad011abd | null | null | null | null | null | null | null | null | null | null |
be537bf0-808e-449e-b854-da7c9fb8013e | 2025-02-27T00:48:45 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "621f59dcc8941756c49133f5c50fcea7",
"user_agent": "Opera/8.45.(Windows NT 5.0; ur-IN) Presto/2.9.166 Version/11.00",
"session_id": "875d493e-33ac-4724-a2ee-7ec9ed417b65",
"risk_score": 22.87,
"confidence": 0.98
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-2d0123be | 8.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b00dd656-9548-4f76-ac4e-e193fc20bdc2 | 2025-01-29T04:34:45 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for bergkatherine via biometric from 27.37.94.64 MITRE Technique: T1486 | Associated Threat Actor: APT37 | {
"geo_location": "Cook Islands",
"device_hash": "c4abb17ef1f02ae13a291860993cd96ab032dda1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/13.0.899.0 Safari/534.2",
"session_id": "c971b68a-c5d7-4097-b4c2-5e0f81e4c44e",
"risk_score": 49.47,
"confidence": 0.36
} | bergkatherine | challenge | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: APT37 | Auth challenge for bergkatherine via biometric from 27.37.94.64 MITRE Technique: T1486 | Associated Threat Actor: APT37 | {
"baseline_deviation": 1.36,
"entropy": 5.57,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 27.37.94.64 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 5a:4f:cf:90:75:28 |
54a71619-b76c-478c-9a3c-796986a98af1 | 2025-04-27T07:17:55 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /study/leader.jpeg by piercebrian MITRE Technique: T1566.001 | {
"geo_location": "Denmark",
"device_hash": "396386f032ef2e5c5a30bcf1f22304cc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ht-HT) AppleWebKit/535.7.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6535.7.6",
"session_id": "fb22c1a7-27a8-42e9-b7f3-0ba5e52af4f6",
"risk_score": ... | piercebrian | process_stop | /study/leader.jpeg | 8,569 | powershell.exe | MITRE Technique: T1566.001 | Endpoint process_stop /study/leader.jpeg by piercebrian MITRE Technique: T1566.001 | {
"baseline_deviation": 2.77,
"entropy": 2.43,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e92544b8-d3df-45c2-a058-ade8994b70b6 | 2025-03-21T00:24:40 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for halljose via SAML from 64.51.219.164 No additional info | {
"geo_location": "Mauritania",
"device_hash": "15aba1b02b4128d0037cd090ce214ddd00f3213b370cff847fd140da70d87fec",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/21.0.877.0 Safari/535.0",
"session_id": "6ae25b20-fc46-4f38-b6fa-8b642a3e8185",
"risk_score": 39.7,
"co... | halljose | challenge | null | null | null | No additional info | Auth challenge for halljose via SAML from 64.51.219.164 No additional info | null | null | null | null | 64.51.219.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | f2:e8:80:d1:eb:79 |
8aff08be-ceb9-4281-87b5-8308f634ceef | 2025-02-08T04:12:57 | firewall | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|low| desc=Firewall deny TCP traffic from 193.26.121.89:61 to 6.126.65.175:561 No additional info | {
"geo_location": "Nauru",
"device_hash": "b22206ce18030d0a32ac215e8094103f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; lij-IT) AppleWebKit/533.37.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6533.37.5",
"session_id": "587a20a1-98df-4aaf-843f-4deaa5337602",
"risk_score":... | null | deny | null | null | null | No additional info | Firewall deny TCP traffic from 193.26.121.89:61 to 6.126.65.175:561 No additional info | null | null | null | null | 193.26.121.89 | 6.126.65.175 | null | null | null | null | null | null | null | null | 61 | 561 | TCP | 814,573 | 2,287 | null | null |
8ec879cb-964f-401f-be71-6e87f8241604 | 2027-04-20T20:23:19 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: DNS Tunneling detected from 102.49.200.168 targeting 29.219.126.195 MITRE Technique: T1110.003 | {
"geo_location": "United Kingdom",
"device_hash": "c75f14d2c1e7ef4bd9c1b9d491172d79deed21f43af926aa53354baa2da9758d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.26.7 (KHTML, like Gecko) Version/5.0.5 Safari/532.26.7",
"session_id": "e6e539d5-c0b3-4137-b464-68e803ccc356",
"risk_sc... | null | null | null | null | null | MITRE Technique: T1110.003 | Snort Alert: DNS Tunneling detected from 102.49.200.168 targeting 29.219.126.195 MITRE Technique: T1110.003 | {
"baseline_deviation": 2.41,
"entropy": 6.98,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 102.49.200.168 | 29.219.126.195 | DNS Tunneling | SIG-7695 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c6348d6b-af6e-495f-ad8c-ffd631f5bd4e | 2025-01-25T08:50:30 | ai | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by james43 MITRE Technique: T1204.002 | {
"geo_location": "China",
"device_hash": "a3e3955d79543725b243664ccce5761d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/5.0)",
"session_id": "1a7d8864-099f-429c-b6c8-e7584020d354",
"risk_score": 68.51,
"confidence": 0.13
} | james43 | api_abuse | null | null | null | MITRE Technique: T1204.002 | AI system api_abuse by james43 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-c6219666 | 69b1718041a4a1571822706535a1ed445acf0b0740aebd9625f48bf6220fc7d2 | 7cccbee8f1dd7ee93c8e9cbbbf00fd0414d224f5 | null | null | null | null | null | null | null |
87f1d069-1344-411c-bf5e-c001888d119a | 2025-03-24T03:14:59 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for john70 via key from 10.74.75.195 No additional info noise=run|walk|lot | {
"geo_location": "Uzbekistan",
"device_hash": "6bf9a3771fc2bb883b78cbf57fd2ab7753d6a52c4d0b8958f4587583b844a1d8",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_9 rv:4.0; zu-ZA) AppleWebKit/532.40.3 (KHTML, like Gecko) Version/4.0.2 Safari/532.40.3",
"session_id": "3aa2f5f0-b741-474e-890d-d6c465... | john70 | failed | null | null | null | No additional info | Auth failed for john70 via key from 10.74.75.195 No additional info | {
"baseline_deviation": 1.11,
"entropy": 5.13,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.74.75.195 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 87:26:a2:cf:29:64 |
c7c7c3eb-2b96-4158-9bc7-1d64293d94e4 | 2025-01-29T19:49:38 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny TCP traffic from 33.62.128.144:3134 to 175.227.164.14:708 Unconventional IOC: ACPI table modifications | {
"geo_location": "Guyana",
"device_hash": "9a7d79858beefbf92b8e40ae2191f7bbb789d9b03caf68e0b8b11a5ea0844ac3",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/14.5j7076.0 Mobile/11W560 Safari/536.2",
"session_id": "9d9a5264-ca80-45a7-8484-a5121e10793... | null | deny | null | null | null | Unconventional IOC: ACPI table modifications | Firewall deny TCP traffic from 33.62.128.144:3134 to 175.227.164.14:708 Unconventional IOC: ACPI table modifications | null | null | null | null | 33.62.128.144 | 175.227.164.14 | null | null | null | null | null | null | null | null | 3,134 | 708 | TCP | 300,957 | 996 | null | null |
d13a1143-02d8-4d3e-a7b8-2f7268b13aaf | 2025-06-25T11:59:25 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for msolomon via biometric from 81.19.171.138 No additional info | {
"geo_location": "Peru",
"device_hash": "2f6a4fe838d83d639f1d28421f9ede7a2f257898",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.1)",
"session_id": "d51b6e40-15ee-4c7e-8582-76ead8b18642",
"risk_score": 40.65,
"confidence": 0.93
} | msolomon | locked | null | null | null | No additional info | Auth locked for msolomon via biometric from 81.19.171.138 No additional info | null | null | null | null | 81.19.171.138 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 69:c4:18:35:5d:9b |
999d26f8-5fcb-47fd-a923-8f48e5f09fb2 | 2025-02-19T05:10:23 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 209.249.80.158 to 9.114.1.66 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "ce9fd4cdaba5f8bddc6de84dfc795d300f230221",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.1)",
"session_id": "9bdd770f-0bf0-4487-85f4-7f49b4757931",
"risk_score": 52.13,
"confidence": 0.13
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 209.249.80.158 to 9.114.1.66 No additional info | null | null | null | null | 209.249.80.158 | 9.114.1.66 | null | null | null | null | null | null | null | null | null | null | ICMP | 383,461 | null | null | null |
dd571477-7112-455e-b14d-8b578035910c | 2025-03-15T00:12:59 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor unusual_activity Associated Threat Actor: DarkSide | {
"geo_location": "Gambia",
"device_hash": "988bb535b87ae7856a2ca48c2d986c6eb5503a90",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; wo-SN) AppleWebKit/535.45.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.45.2",
"session_id": "3b9a85c7-103f-4559-ac44-d8ec6079edf3",
"risk... | null | unusual_activity | null | null | null | Associated Threat Actor: DarkSide | IoT device Sensor unusual_activity Associated Threat Actor: DarkSide | null | Sensor | iot-81de92f8 | 3.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
be2fbb15-688b-4d23-b36f-ebf3e915644d | 2025-05-29T09:15:24 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update Unconventional IOC: CPU microcode changes noise=VGhhdC4= | {
"geo_location": "Cote d'Ivoire",
"device_hash": "1fcf42e5d4114c09c47d639c3639dfbdb2319c4f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/53.0.862.0 Safari/535.1",
"session_id": "5f74eeef-380a-4c85-882a-a24440254e08",
"risk_score": 80.04,
"confidence": 0.35
} | null | firmware_update | null | null | null | Unconventional IOC: CPU microcode changes | IoT device Camera firmware_update Unconventional IOC: CPU microcode changes | null | Camera | iot-ef60e90e | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6cd873e3-f492-4aaa-b30a-8cecc831ffec | 2025-02-06T04:46:34 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for egomez via biometric from 111.68.214.188 No additional info | {
"geo_location": "Ukraine",
"device_hash": "936b9e6ad29c59cc3269a6123fef1060",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.0)",
"session_id": "abb4b155-5ded-4333-8aad-54430ae25e13",
"risk_score": 40.08,
"confidence": 0.28
} | egomez | challenge | null | null | null | No additional info | Auth challenge for egomez via biometric from 111.68.214.188 No additional info | null | null | null | null | 111.68.214.188 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 58:5b:48:eb:fd:2a |
46df70a0-95b7-498e-ab18-c44be3af6111 | 2025-03-02T10:49:45 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: Fileless Attack detected from 186.238.206.18 targeting 25.255.85.37 No additional info | {
"geo_location": "Somalia",
"device_hash": "d247b1e4491f70170b7fc1dd4c54ec02aeada548095aaa1700a1208b50608850",
"user_agent": "Opera/9.51.(Windows 95; sc-IT) Presto/2.9.189 Version/10.00",
"session_id": "13c1e16f-8f5e-4f96-9ead-35dcfe327c54",
"risk_score": 36.56,
"confidence": 0.02
} | null | null | null | null | null | No additional info | ArcSight Alert: Fileless Attack detected from 186.238.206.18 targeting 25.255.85.37 No additional info | null | null | null | null | 186.238.206.18 | 25.255.85.37 | Fileless Attack | SIG-8066 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
24edead5-7d11-4507-98fb-18bcc2997300 | 2022-10-05T01:54:24 | endpoint | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task /because/public.gif by michael48 MITRE Technique: T1190 | {
"geo_location": "Cyprus",
"device_hash": "27d7709b089acb08c5d2d97d0063fd67",
"user_agent": "Opera/9.24.(X11; Linux x86_64; ti-ER) Presto/2.9.188 Version/12.00",
"session_id": "6179f18c-c3fe-4a1d-8893-3ec1e9f1d7c0",
"risk_score": 55.85,
"confidence": 0.73
} | michael48 | scheduled_task | /because/public.gif | 657 | svchost.exe | MITRE Technique: T1190 | Endpoint scheduled_task /because/public.gif by michael48 MITRE Technique: T1190 | 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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