event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
79d41875-c7df-444a-8445-331a55cb4494 | 2025-02-01T14:31:34 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only NTP traffic from 96.6.231.210:204 to 133.112.210.184:291 Geo anomaly: Impossible travel detected | {
"geo_location": "Bolivia",
"device_hash": "9559366790578910d7edf40b0e96d0e1",
"user_agent": "Mozilla/5.0 (Android 4.1.1; Mobile; rv:49.0) Gecko/49.0 Firefox/49.0",
"session_id": "0c68b96b-71bc-4625-9749-76588fc3fdd0",
"risk_score": 62.73,
"confidence": 0.51
} | 96.6.231.210 | 133.112.210.184 | null | null | null | Geo anomaly: Impossible travel detected | Firewall log-only NTP traffic from 96.6.231.210:204 to 133.112.210.184:291 Geo anomaly: Impossible travel detected | log-only | 877,361 | NTP | null | null | null | null | null | null | null | null | 204 | 291 | 2,432 | null | null | null | null | null | null | null |
9965c4c1-570e-4b60-88d1-2354962fcfec | 2025-01-17T19:58:32 | 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 matthewlester No additional info | {
"geo_location": "Vietnam",
"device_hash": "ee861b4d66140b6154aa619b0f4a8415a81ae928",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.0)",
"session_id": "b3cd50d2-2e4f-4436-bb61-dcb68c9771a2",
"risk_score": 85.07,
"confidence": 0.9
} | null | null | null | null | null | No additional info | AI system adversarial_input by matthewlester No additional info | adversarial_input | null | null | matthewlester | null | null | null | null | null | null | null | null | null | null | null | null | model-7250724b | 38ca7bb3a6654adea3a79aa6ff211904 | f54ff214073c4373c52fa1d1cb8c7f098769cc5223c27053e35d8c91e86e752b | null | null |
4ce9df79-82a7-4e3e-b4e9-a8f27c75690e | 2022-08-06T07:58:26 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by andersenjoshua No additional info noise=search/main/tag | {
"geo_location": "Gibraltar",
"device_hash": "3db899949528a2d6baeb2524865f7b61",
"user_agent": "Opera/8.78.(Windows NT 11.0; pap-AW) Presto/2.9.162 Version/10.00",
"session_id": "59439fdf-2209-4097-b739-e80505f3e7d8",
"risk_score": 28.42,
"confidence": 0.88
} | null | null | null | null | null | No additional info | AI system fine_tuning by andersenjoshua No additional info | fine_tuning | null | null | andersenjoshua | null | null | null | null | null | null | null | null | null | null | null | null | model-da4f069f | c479ad2af0ff69738af861c25ca92a2f1664a6f52457c5df462cb0d1d6468bc0 | 61fe7109df1b47522a4b2802a71e71a7 | null | null |
d1b6c845-a804-4106-98ca-bcbdf19cf54c | 2025-02-28T23:59:18 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTP traffic from 187.160.205.162:927 to 207.6.178.30:730 MITRE Technique: T1053.005 | {
"geo_location": "Brunei Darussalam",
"device_hash": "e5407e5b06ff6af56a7d85957c5345ce295d57b0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.0)",
"session_id": "6f01491a-fb96-4ba4-b2fa-7741e6c43eb3",
"risk_score": 66.64,
"confidence": 0.84
} | 187.160.205.162 | 207.6.178.30 | null | null | null | MITRE Technique: T1053.005 | Firewall inspect HTTP traffic from 187.160.205.162:927 to 207.6.178.30:730 MITRE Technique: T1053.005 | inspect | 97,582 | HTTP | null | null | null | null | null | null | null | null | 927 | 730 | 1,099 | null | null | null | null | null | null | null |
b909aed0-0539-4ff8-b5a7-1952bdf709cb | 2025-06-11T10:36:17 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /theory/movie.wav by valeriecook MITRE Technique: T1059.001 noise=RWlnaHQu | {
"geo_location": "Ukraine",
"device_hash": "b9f1f5feb609ae9445e22339f4d16a1e15875ed6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.0)",
"session_id": "8201a832-6eaa-461e-9729-e1c2554dfcdc",
"risk_score": 57.35,
"confidence": 0
} | null | null | null | null | null | MITRE Technique: T1059.001 | Endpoint scheduled_task /theory/movie.wav by valeriecook MITRE Technique: T1059.001 | scheduled_task | null | null | valeriecook | /theory/movie.wav | 7,480 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
21ff4372-83f5-4f0b-bb76-19f81a23037a | 2025-03-20T14:29:58 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth success for craigmcdonald via MFA from 97.214.199.114 No additional info | {
"geo_location": "Belarus",
"device_hash": "8baadd5e8c985a82e52ef7982741f360ae32502c",
"user_agent": "Opera/9.93.(X11; Linux i686; bhb-IN) Presto/2.9.165 Version/10.00",
"session_id": "f2f9a2ab-d773-412e-8dc6-922e376bd2d1",
"risk_score": 0,
"confidence": 0.75
} | 97.214.199.114 | null | null | null | null | No additional info | Auth success for craigmcdonald via MFA from 97.214.199.114 No additional info | success | null | null | craigmcdonald | null | null | null | null | null | null | null | null | null | null | MFA | 68:97:ff:74:b3:af | null | null | null | null | null |
cc5a222e-434c-450f-ab82-17a07e99264e | 2025-04-21T16:36:32 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in OCI by priscilla29 No additional info | {
"geo_location": "Namibia",
"device_hash": "6573d33177f2824858b6c257270b26bc6018c615eb6a9e04d61f607a05d36974",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_5 rv:3.0; ast-ES) AppleWebKit/534.29.2 (KHTML, like Gecko) Version/5.0.4 Safari/534.29.2",
"session_id": "1b125a32-d192-4349-9961-a02008b69dc5",
"risk_score": 17.54,
"confidence": 0.31
} | null | null | null | null | null | No additional info | Cloud config_change in OCI by priscilla29 No additional info | config_change | null | null | priscilla29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-6ca7f43c |
1fcfd619-da0d-47fd-a1bd-380d45cec94f | 2025-02-21T15:08:23 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by egomez No additional info | {
"geo_location": "Guyana",
"device_hash": "7a1614a3a4152d58edce7ec5f410e193",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/15.1x3597.0 Mobile/33K481 Safari/532.0",
"session_id": "1c250bf3-70ba-4d8c-b626-e224a37d8800",
"risk_score": 55.22,
"confidence": 0.39
} | null | null | null | null | null | No additional info | AI system fine_tuning by egomez No additional info | fine_tuning | null | null | egomez | null | null | null | {
"baseline_deviation": 1.58,
"entropy": 3.15,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-b8be3ec3 | dc1a8a50fd765c232bad4b9b4d7cf7a90cab5ea379993b004be94c07fe61504d | 4057431babb03cfa269c9f53793f7977 | null | null |
a07cd845-1261-47a4-99c3-dd56f63aa23c | 2025-01-14T04:50:46 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Azure by ntucker No additional info | {
"geo_location": "Russia",
"device_hash": "f98c1bf608206b0cfc4a33f4f7e11912a252f53e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/533.29.6 (KHTML, like Gecko) Version/5.0 Safari/533.29.6",
"session_id": "b1ca0a22-33d9-4abb-bc55-7072852ef5d4",
"risk_score": 47.09,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by ntucker No additional info | crypto_mining | null | null | ntucker | null | null | null | {
"baseline_deviation": 2.07,
"entropy": 2.47,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-ef9ec521 |
a58364f6-4955-4c4b-9f12-5174ad2f838c | 2025-04-11T08:51:09 | iot | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Haiti",
"device_hash": "0e725d9bdf9dcd64f0da73d1ac99a1ff8488dc10c3645d9d6f1a5e687018d752",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_8 rv:3.0; fr-LU) AppleWebKit/535.40.1 (KHTML, like Gecko) Version/4.1 Safari/535.40.1",
"session_id": "988b93b2-426b-4c4d-926d-cb024884048a",
"risk_score": 62.41,
"confidence": 0.08
} | null | null | null | null | null | No additional info | IoT device Medical side_channel No additional info | side_channel | null | null | null | null | null | null | null | Medical | iot-3e97875e | 8.9 | null | null | null | null | null | null | null | null | null | null |
15a84729-d56c-44a6-92a5-0d6f5bd7d49b | 2025-04-23T07:36:05 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: DNS Tunneling detected from 193.223.231.9 targeting N/A No additional info | {
"geo_location": "Russia",
"device_hash": "7a17447e4a1a54091b055f9b97a18eecfb6e9599",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.0)",
"session_id": "235d1cf7-6d1b-4fe5-a7ae-da2d81ad2798",
"risk_score": 45.69,
"confidence": 0.27
} | 193.223.231.9 | N/A | DNS Tunneling | SIG-7084 | Exploit | No additional info | FireEye HX Alert: DNS Tunneling detected from 193.223.231.9 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
473b7197-2389-498f-9020-54b8d31a8772 | 2025-03-02T15:35:14 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: XSS detected from 24.144.156.225 targeting 191.75.11.14 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "f306b96f2b8962f26e2274e048c79bef18fc5ce7c74a5da5eaeef677bd5cf870",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.0)",
"session_id": "a7dbf524-fb7c-49de-b63b-e89425d5e2be",
"risk_score": 42.66,
"confidence": 0.75
} | 24.144.156.225 | 191.75.11.14 | XSS | SIG-9626 | Evasion | No additional info | OSSEC Alert: XSS detected from 24.144.156.225 targeting 191.75.11.14 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
604c1cae-57a4-4214-948e-3be6899fadc9 | 2025-01-31T22:05:49 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: DDoS detected from 49.238.227.40 targeting 54.231.136.46 MITRE Technique: T1071.001 | {
"geo_location": "Korea",
"device_hash": "175f3cd63eea455cfcaf21a6bd507c2f",
"user_agent": "Opera/8.30.(X11; Linux x86_64; wo-SN) Presto/2.9.183 Version/11.00",
"session_id": "76c79b3e-b6c9-4152-81c8-cfb2658a1324",
"risk_score": 31.26,
"confidence": 0.25
} | 49.238.227.40 | 54.231.136.46 | DDoS | SIG-8500 | Malware | MITRE Technique: T1071.001 | FireEye HX Alert: DDoS detected from 49.238.227.40 targeting 54.231.136.46 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
336b0f8f-665c-4a8f-9c6f-b8614a0b40c4 | 2025-04-13T01:44:46 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Hungary",
"device_hash": "0a15e2101a130272cc977231d3202fe57fec1d8b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "828fd33a-4d30-4a49-b813-f9b1f87fe3f9",
"risk_score": 42.12,
"confidence": 0.06
} | null | null | null | null | null | No additional info | IoT device HVAC side_channel No additional info | side_channel | null | null | null | null | null | null | null | HVAC | iot-17abdbab | 9.9 | null | null | null | null | null | null | null | null | null | null |
5734131f-3401-49eb-a8c7-2f986a0181fb | 2025-01-14T08:38:14 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Container Escape detected from 194.155.35.175 targeting N/A No additional info noise=U2luZyBkcmF3Lg== | {
"geo_location": "Lithuania",
"device_hash": "d21e31a0f1a6df7a2ac16c8d1617b8579f384d2e",
"user_agent": "Opera/8.22.(Windows NT 5.1; ss-ZA) Presto/2.9.182 Version/10.00",
"session_id": "9f01fdde-b3b3-4cfc-baaf-bdb44a7ab90c",
"risk_score": 46.02,
"confidence": 0.48
} | 194.155.35.175 | N/A | Container Escape | SIG-1353 | Evasion | No additional info | Tanium Alert: Container Escape detected from 194.155.35.175 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86fd1b46-8728-4194-8e33-2ec767f6fc79 | 2025-03-08T04:02:48 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in GCP by tlarson No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "b2a02f225d954bb1128545bd336e62a1d9912188",
"user_agent": "Opera/9.92.(Windows NT 10.0; ru-UA) Presto/2.9.181 Version/12.00",
"session_id": "c58616b8-1017-4f7f-9b09-5566c82dcfe0",
"risk_score": 72.46,
"confidence": 0.44
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by tlarson No additional info | config_change | null | null | tlarson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-236d693d |
46f05374-2485-4114-8871-5cc13cf71bfd | 2025-01-21T00:42:26 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network covert_channel from 119.215.196.125 to 61.178.123.30 MITRE Technique: T1059.001 | {
"geo_location": "Hungary",
"device_hash": "82ef8f657334c975c374a0ac7c6e904e4bf014bf",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/54.0.801.0 Safari/536.0",
"session_id": "1b467a23-f391-4ad5-b32d-17600aa9939a",
"risk_score": 15.23,
"confidence": 0.6
} | 119.215.196.125 | 61.178.123.30 | null | null | null | MITRE Technique: T1059.001 | Network covert_channel from 119.215.196.125 to 61.178.123.30 MITRE Technique: T1059.001 | covert_channel | 5,080 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e02259f-67ed-43bc-935e-b964a67ce348 | 2025-02-03T09:54:53 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in OCI by gonzalescatherine No additional info noise=2E427B40 | {
"geo_location": "Congo",
"device_hash": "92732d69ee2585358d0a33ab17b7448367fe2eafbf66d6a1b245469f8dad36a9",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.2) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/34.0.811.0 Safari/534.0",
"session_id": "338930c4-f4e1-4f17-bae0-2bc84329198c",
"risk_score": 37.53,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Cloud lambda_execution in OCI by gonzalescatherine No additional info | lambda_execution | null | null | gonzalescatherine | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-bd9acfef |
3d5c51b8-6857-4dca-9368-9c5d0c39518b | 2025-05-25T17:16:58 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Russia",
"device_hash": "f0d75788b7067fa89dc0ac08aeb17343d681aa0ecb956529fa23c78c197d4c66",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; mn-MN) AppleWebKit/533.22.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.22.1",
"session_id": "c80d4cb5-f235-4da2-97c8-d8747561d95d",
"risk_score": 24.23,
"confidence": 0.26
} | null | null | null | null | null | No additional info | IoT device Camera command_injection No additional info | command_injection | null | null | null | null | null | null | null | Camera | iot-7248b14f | 10.7 | null | null | null | null | null | null | null | null | null | null |
4ef4d56e-a11a-4ca8-a5d4-2811e1e479b2 | 2025-02-19T04:18:04 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install war by rachelbrown Associated Threat Actor: Mustang Panda noise=UmVjZW50bHku | {
"geo_location": "Thailand",
"device_hash": "855e7051bf7fd2feedb9a19c3fe408019e55cc02",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/42.0.876.0 Safari/532.0",
"session_id": "8d1f99b7-2805-4651-9d7e-ee1b6742e820",
"risk_score": 57.55,
"confidence": 0.41
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | Endpoint service_install war by rachelbrown Associated Threat Actor: Mustang Panda | service_install | null | null | rachelbrown | war | 1,366 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e05fc13-4963-4d88-ae92-b6b77ef7a244 | 2025-05-19T23:34:06 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network connection from 155.197.170.168 to 106.236.165.35 MITRE Technique: T1547.001 noise=over|life|one | {
"geo_location": "Korea",
"device_hash": "c318627c95afa119b71c7a060000dd2e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "65d7be92-57b8-4f24-8d8f-b162ac3ec117",
"risk_score": 65.06,
"confidence": 0.54
} | 155.197.170.168 | 106.236.165.35 | null | null | null | MITRE Technique: T1547.001 | Network connection from 155.197.170.168 to 106.236.165.35 MITRE Technique: T1547.001 | connection | 564,550 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15236f16-9052-44f6-b372-901aa20b92a6 | 2025-06-18T04:23:41 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Tunisia",
"device_hash": "100fc008b563d0f11c5240fc0a3c434e58a7480c719ffe8a42fbec8c2c7f3067",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/26.0.836.0 Safari/534.2",
"session_id": "ebcac228-aedf-41c2-b944-afae8a8efb55",
"risk_score": 29.05,
"confidence": 1
} | null | null | null | null | null | No additional info | IoT device Medical firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Medical | iot-b9d22dad | 10.5 | null | null | null | null | null | null | null | null | null | null |
00af32d2-bacb-4bf4-a2f0-ecae4ff2ade7 | 2025-06-01T00:53:11 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall allow SMB traffic from 145.84.54.39:163 to 71.242.142.74:47398 MITRE Technique: T1059.001 | {
"geo_location": "Sudan",
"device_hash": "239a2594f702fe1a7291e56ba40e61c87bea5737834946aa516eceffc4130cb6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/4.0)",
"session_id": "4de55dbd-b533-4554-aee9-7ae19de66e8c",
"risk_score": 22.3,
"confidence": 0.39
} | 145.84.54.39 | 71.242.142.74 | null | null | null | MITRE Technique: T1059.001 | Firewall allow SMB traffic from 145.84.54.39:163 to 71.242.142.74:47398 MITRE Technique: T1059.001 | allow | 970,769 | SMB | null | null | null | null | null | null | null | null | 163 | 47,398 | 83 | null | null | null | null | null | null | null |
a818ed33-2ca3-427b-a9e9-547dd2fed568 | 2025-03-30T04:20:59 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Zero-Day Exploit detected from 214.104.234.247 targeting 12.250.157.121 MITRE Technique: T1204.002 | {
"geo_location": "Switzerland",
"device_hash": "287463f902a0e4a0fb9206528aac8160",
"user_agent": "Opera/8.86.(X11; Linux x86_64; ast-ES) Presto/2.9.170 Version/11.00",
"session_id": "275f3af8-6e99-4d49-824f-125d3ea8ca5b",
"risk_score": 49.98,
"confidence": 0.91
} | 214.104.234.247 | 12.250.157.121 | Zero-Day Exploit | SIG-6433 | Policy | MITRE Technique: T1204.002 | Darktrace Alert: Zero-Day Exploit detected from 214.104.234.247 targeting 12.250.157.121 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 |
f8bb1de9-d08a-4553-a348-1a0c022fe342 | 2025-02-03T19:21:56 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system model_inversion by elizabethjones No additional info noise=B6B13883 | {
"geo_location": "Gambia",
"device_hash": "3cde4bbf7be9dd52194cca8eea03f04def2145b6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.1)",
"session_id": "c280dd5e-92c3-4002-8a85-54b8108e33ae",
"risk_score": 37.28,
"confidence": 0.59
} | null | null | null | null | null | No additional info | AI system model_inversion by elizabethjones No additional info | model_inversion | null | null | elizabethjones | null | null | null | null | null | null | null | null | null | null | null | null | model-b5e62ec4 | 9d4402c975c7d81e563a834b4c8d6cce | b4b8c994bd5856b51348ce52da21c65c78024b44 | null | null |
27c32383-b8ec-4b9c-a52f-8624c482be48 | 2025-04-02T08:06:48 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system model_access by esmith No additional info | {
"geo_location": "Zambia",
"device_hash": "3fe17cdc71bf0a4222506c99cb0329f066d44e29",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/18.0d7880.0 Mobile/29W484 Safari/531.0",
"session_id": "036a7b64-8fd3-4e9b-b9ec-1ef224e16780",
"risk_score": 0,
"confidence": 0.64
} | null | null | null | null | null | No additional info | AI system model_access by esmith No additional info | model_access | null | null | esmith | null | null | null | null | null | null | null | null | null | null | null | null | model-55c1b8c2 | da3414b9f28fc34156306879c7c4f5c7a511f23b480a80fb4e32941c0654c767 | 5e7950119cf17fd6e3eb98a71a171524737246ecef14cdf02814a88557fb67d3 | null | null |
c4654a32-1cc7-4e8f-8289-2d12d3c8cdfb | 2025-07-09T19:29:31 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor side_channel No additional info noise=E11A6275 | {
"geo_location": "Mauritius",
"device_hash": "8880e43ce6f3b7cc27c52e17d1e80b434c0913ad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.0)",
"session_id": "1c4256e4-654d-4dd1-9cca-fea3200699f5",
"risk_score": 25.52,
"confidence": 0.46
} | null | null | null | null | null | No additional info | IoT device Sensor side_channel No additional info | side_channel | null | null | null | null | null | null | null | Sensor | iot-fab2cea2 | 4.2 | null | null | null | null | null | null | null | null | null | null |
a80d2b08-3c4f-437c-9426-9d738e9a011f | 2025-01-19T07:36:30 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Barbados",
"device_hash": "04090607c02d7aea4756b3dc11b0b940",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "2b696aa6-57bd-4a9f-8f89-b1497f4a28fc",
"risk_score": 78.03,
"confidence": 0.08
} | null | null | null | null | null | No additional info | IoT device Medical command_injection No additional info | command_injection | null | null | null | null | null | null | null | Medical | iot-75290bfd | 6.0 | null | null | null | null | null | null | null | null | null | null |
dc4904ea-a8e1-4278-8633-16324bd51e84 | 2025-06-26T16:52:37 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /TV/read.jpg by qrush No additional info noise=388A025C | {
"geo_location": "Russian Federation",
"device_hash": "b913bf0f3b6645d4ceae6c39b5987d115b6aa577",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/57.0.807.0 Mobile/62K678 Safari/534.1",
"session_id": "5f6efc0b-08cd-41fc-815b-d5163877ffeb",
"risk_score": 27.93,
"confidence": 0.33
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /TV/read.jpg by qrush No additional info | wmi_exec | null | null | qrush | /TV/read.jpg | 9,281 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4ac7dae-bb2f-4a8e-90fb-d5e2a1c1a797 | 2025-06-21T15:03:42 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for johnsonnicholas via SAML from 10.240.254.56 MITRE Technique: T1059.005 noise=U3VmZmVyLg== | {
"geo_location": "United Arab Emirates",
"device_hash": "e17db440348116ab248a21c6e1698fc5",
"user_agent": "Mozilla/5.0 (Android 4.4.4; Mobile; rv:40.0) Gecko/40.0 Firefox/40.0",
"session_id": "094c4ea8-0f0f-4138-b32a-6e7899887f2b",
"risk_score": 42.36,
"confidence": 0.48
} | 10.240.254.56 | null | null | null | null | MITRE Technique: T1059.005 | Auth locked for johnsonnicholas via SAML from 10.240.254.56 MITRE Technique: T1059.005 | locked | null | null | johnsonnicholas | null | null | null | null | null | null | null | null | null | null | SAML | f2:11:09:71:50:d8 | null | null | null | null | null |
d1142b43-ebc8-468f-9f93-af9256acfb95 | 2025-05-21T22:08:18 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 69.68.125.148 to 58.94.90.175 No additional info | {
"geo_location": "Malaysia",
"device_hash": "29ec8619ee114c6550fb603f8694e0934be5982a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; te-IN) AppleWebKit/532.47.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.47.5",
"session_id": "c8c63a34-8ca0-462b-a356-0f459db04264",
"risk_score": 68.62,
"confidence": 0.33
} | 69.68.125.148 | 58.94.90.175 | null | null | null | No additional info | Network bandwidth_usage from 69.68.125.148 to 58.94.90.175 No additional info | bandwidth_usage | 366,030 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
64ad1e3b-f7ad-4faa-afda-dd4c52403216 | 2025-06-18T05:47:56 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth success for april80 via MFA from 152.16.36.163 MITRE Technique: T1110.003 | Associated Threat Actor: Equation Group | {
"geo_location": "Chad",
"device_hash": "7e2228121ce8d6520d1f5452d7ca1651",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.40.7 (KHTML, like Gecko) Version/4.1 Safari/533.40.7",
"session_id": "d8ff1c3b-5161-4926-81e0-b91972c9157a",
"risk_score": 60.18,
"confidence": 0.73
} | 152.16.36.163 | null | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Equation Group | Auth success for april80 via MFA from 152.16.36.163 MITRE Technique: T1110.003 | Associated Threat Actor: Equation Group | success | null | null | april80 | null | null | null | null | null | null | null | null | null | null | MFA | 0c:8c:df:8a:71:63 | null | null | null | null | null |
4f153543-60e5-4ca4-9b8b-fcaccb38d424 | 2025-01-13T12:58:07 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by knightlauren No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "86617f0c09cd2e68405d0ff94269fcdd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/14.1f4302.0 Mobile/71J769 Safari/531.0",
"session_id": "a9f4ca7d-6a64-4ab6-9a9e-6b86e5a8668d",
"risk_score": 22.08,
"confidence": 0.35
} | null | null | null | null | null | No additional info | AI system model_inversion by knightlauren No additional info | model_inversion | null | null | knightlauren | null | null | null | null | null | null | null | null | null | null | null | null | model-925a764c | 0349b2cae7767c21addaa7c53e717b69c20c31c0 | 2051a01ddd2a4bc8badeaa13d4768087 | null | null |
4d20725f-4b91-4207-ab9d-a1ff5ee2c24c | 2025-05-08T22:24:15 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop whose by williamsonjennifer No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "fbf1f7bc1294dc0b2c39cfad9ebc96a8",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.6) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/34.0.818.0 Safari/534.0",
"session_id": "6ba6608b-1996-4bca-a85a-757fc01d839a",
"risk_score": 73.25,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Endpoint process_stop whose by williamsonjennifer No additional info | process_stop | null | null | williamsonjennifer | whose | 4,933 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d74b8647-296a-427e-8f45-b399ce8f5146 | 2025-05-19T13:00:14 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for kimberlyfletcher via password from 92.233.215.19 MITRE Technique: T1566.001 | {
"geo_location": "Algeria",
"device_hash": "0ba8e0caa24a6a21f7a2c60ed406475ab2645264dd30fe3d250f7e6f989eafe9",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/35.0.841.0 Safari/536.2",
"session_id": "9d586fe1-51d4-4ef9-a5ca-743646025289",
"risk_score": 80.84,
"confidence": 0.84
} | 92.233.215.19 | null | null | null | null | MITRE Technique: T1566.001 | Auth bypass for kimberlyfletcher via password from 92.233.215.19 MITRE Technique: T1566.001 | bypass | null | null | kimberlyfletcher | null | null | null | null | null | null | null | null | null | null | password | 63:74:22:3c:8d:f2 | null | null | null | null | null |
82965b6a-41dc-4933-882c-debfefe47682 | 2025-01-22T15:44:16 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop few by salaspatricia MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | {
"geo_location": "Malaysia",
"device_hash": "7ceb15c8f0cfe64910085f8ae0dc511b02c59e47860823facc8a130cc8362e4f",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/18.0.870.0 Safari/533.2",
"session_id": "242b95c9-79d2-43ad-86f0-60a0fb6af243",
"risk_score": 0,
"confidence": 0.61
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | Endpoint process_stop few by salaspatricia MITRE Technique: T1547.001 | Associated Threat Actor: FIN7 | process_stop | null | null | salaspatricia | few | 3,763 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42a05c16-95ce-44ac-a6d6-e706fdf8784e | 2025-03-25T09:54:12 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for bjohnson via OAuth from 4.48.87.184 Associated Threat Actor: Leafminer | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "2ddae413d144a8b3e09946215963b2fc5a5a960b5d8b6a0f2b7b38342c3de0ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.0)",
"session_id": "645cb84f-4cb3-4455-a663-d4fdf778dcf0",
"risk_score": 79,
"confidence": 0.67
} | 4.48.87.184 | null | null | null | null | Associated Threat Actor: Leafminer | Auth bypass for bjohnson via OAuth from 4.48.87.184 Associated Threat Actor: Leafminer | bypass | null | null | bjohnson | null | null | null | null | null | null | null | null | null | null | OAuth | 3d:ea:70:17:60:44 | null | null | null | null | null |
9befa378-eea7-4677-af0a-e3c3a639f5cf | 2025-04-20T04:01:36 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism difficult by bonnie95 MITRE Technique: T1190 | {
"geo_location": "Suriname",
"device_hash": "92c71843b3ca37cc64091defa3f1f90bdb2ebaa3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.0)",
"session_id": "68b96eae-c8b1-4d56-a612-4ce68936886d",
"risk_score": 68.26,
"confidence": 0.81
} | null | null | null | null | null | MITRE Technique: T1190 | Endpoint persistence_mechanism difficult by bonnie95 MITRE Technique: T1190 | persistence_mechanism | null | null | bonnie95 | difficult | 3,756 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
13d8f04d-ddb1-45cc-b52a-d7db7ffa587e | 2025-02-28T09:57:20 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Gambia",
"device_hash": "309f049cddbadb4205bdc8896a2e8a3685763b12ed199a25fbadccdab0140ab1",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/24.0.841.0 Safari/531.0",
"session_id": "e47b1b78-2a14-4b51-a866-ab9704d50d28",
"risk_score": 29.19,
"confidence": 0.84
} | null | null | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-2bd7527a | 10.6 | null | null | null | null | null | null | null | null | null | null |
1e322443-3be5-48ac-b09b-1c8a380323b8 | 2025-03-21T01:37:52 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /require/week.css by zachary41 No additional info | {
"geo_location": "Armenia",
"device_hash": "54c8ce41b332e42855b1aea6a7faa3be4a00218c71c6a8ccd0d53c3933980204",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/48.0.851.0 Safari/535.2",
"session_id": "5ebf1052-197d-44f2-9b7f-21bf8da3854e",
"risk_score": 31.23,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Endpoint registry_change /require/week.css by zachary41 No additional info | registry_change | null | null | zachary41 | /require/week.css | 2,379 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a31f460-2ae6-4045-8c71-b35842835cc6 | 2025-07-08T16:05:36 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect SSH traffic from 64.38.140.113:745 to 177.83.36.182:1019 MITRE Technique: T1059.001 | {
"geo_location": "Uzbekistan",
"device_hash": "08c5ce91ceecc53846899795ff8e4925c0d9588171ffb848cd9d04f347546dcc",
"user_agent": "Opera/9.61.(Windows NT 5.01; iu-CA) Presto/2.9.183 Version/10.00",
"session_id": "484c58cd-0619-4748-be1b-246ced44a254",
"risk_score": 49.95,
"confidence": 0.16
} | 64.38.140.113 | 177.83.36.182 | null | null | null | MITRE Technique: T1059.001 | Firewall inspect SSH traffic from 64.38.140.113:745 to 177.83.36.182:1019 MITRE Technique: T1059.001 | inspect | 912,426 | SSH | null | null | null | null | null | null | null | null | 745 | 1,019 | 2,927 | null | null | null | null | null | null | null |
86d90486-1cee-4f63-a0b6-f95983ef96cd | 2025-05-03T00:33:59 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain Unconventional IOC: CPU microcode changes | {
"geo_location": "Uganda",
"device_hash": "7a3ffc5e985d20e6948a81da150b779361ac09f3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.22.1 (KHTML, like Gecko) Version/5.1 Safari/535.22.1",
"session_id": "ba67ac02-a675-410c-9b32-01769961b797",
"risk_score": 86.9,
"confidence": 0.18
} | null | null | null | null | null | Unconventional IOC: CPU microcode changes | IoT device HVAC battery_drain Unconventional IOC: CPU microcode changes | battery_drain | null | null | null | null | null | null | null | HVAC | iot-651b3350 | 3.2 | null | null | null | null | null | null | null | null | null | null |
a54bda60-5745-4fa1-83a1-2fc3cec02900 | 2025-03-23T17:25:33 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by abaker MITRE Technique: T1486 | {
"geo_location": "French Southern Territories",
"device_hash": "55bb528190248529b169f55673c5aa78",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/36.0.839.0 Safari/535.1",
"session_id": "fb810939-8fcc-4fa4-b166-8246a70d1610",
"risk_score": 28.58,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1486 | AI system adversarial_input by abaker MITRE Technique: T1486 | adversarial_input | null | null | abaker | null | null | null | null | null | null | null | null | null | null | null | null | model-54c8ed6d | ce09eb9fc0b084996df70b030e39e882e4e4ef7bb3f240fdfd1135dbffa56a0b | 4a4d5a2d08179dcb7b2e566456329fac | null | null |
b7691dd5-96cf-46d0-aa2a-36e906191702 | 2025-04-24T22:44:41 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in Azure by millerjasmine No additional info | {
"geo_location": "El Salvador",
"device_hash": "41bfdb6d07b1c96f37842fb3cf7dd20dd336f1a84842aaff0583745dccca35de",
"user_agent": "Opera/9.31.(Windows NT 10.0; crh-UA) Presto/2.9.177 Version/10.00",
"session_id": "f26917f1-6fbc-46bb-8bd1-d3d12d09c84c",
"risk_score": 43.11,
"confidence": 0.22
} | null | null | null | null | null | No additional info | Cloud container_escape in Azure by millerjasmine No additional info | container_escape | null | null | millerjasmine | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-4b18e320 |
a10dacc0-7cf3-4cc8-a4d9-b37ee188bf19 | 2025-06-03T03:36:00 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Alibaba by maryzamora MITRE Technique: T1218.011 | {
"geo_location": "Hong Kong",
"device_hash": "5b4c3830612112a7368d18da0830023c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/18.4x7172.0 Mobile/21K937 Safari/536.1",
"session_id": "4d00cc5c-fbef-4fb6-babd-e33baab75fa3",
"risk_score": 50.19,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1218.011 | Cloud crypto_mining in Alibaba by maryzamora MITRE Technique: T1218.011 | crypto_mining | null | null | maryzamora | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-28194fac |
88cedd8d-cb31-48f5-9d12-5f477fa2f884 | 2025-06-05T16:12:24 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTP traffic from 53.12.225.229:191 to 67.239.136.116:668 MITRE Technique: T1059.001 noise=onto|cold|will | {
"geo_location": "Saint Helena",
"device_hash": "5b9da0366733ed45bbbd875b3ec9b5ae",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/55.0.816.0 Safari/536.2",
"session_id": "a19d1f50-f2c0-428b-b864-ebcdb841d353",
"risk_score": 55.11,
"confidence": 0.29
} | 53.12.225.229 | 67.239.136.116 | null | null | null | MITRE Technique: T1059.001 | Firewall inspect HTTP traffic from 53.12.225.229:191 to 67.239.136.116:668 MITRE Technique: T1059.001 | inspect | 249,095 | HTTP | null | null | null | null | null | null | null | null | 191 | 668 | 3,261 | null | null | null | null | null | null | null |
f3ce8919-042d-415b-a6a0-f71d5029bbcd | 2025-07-10T14:39:51 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by jessicamitchell MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Estonia",
"device_hash": "8e1b9e4badfe5c8c2a719938af2823fe83cdbe82a8fe7e04392bbe99a069518e",
"user_agent": "Opera/9.99.(Windows NT 4.0; hy-AM) Presto/2.9.177 Version/12.00",
"session_id": "93c48228-e8f4-487e-9d5f-3b4911fdfa0a",
"risk_score": 61.87,
"confidence": 0.69
} | null | null | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering | AI system membership_inference by jessicamitchell MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering | membership_inference | null | null | jessicamitchell | null | null | null | null | null | null | null | null | null | null | null | null | model-f35aaa41 | 0c692cb61197ea9e7086c2a21cf3381c | 8764b5bd2338b6ecf1ae8e0ec7836a49 | null | null |
21f3c436-85d6-4453-9bd2-ba19f42b5c77 | 2025-04-24T19:15:08 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by pruiz No additional info noise=gun|good|already | {
"geo_location": "Guyana",
"device_hash": "ddc2b3b6044359ab9541eadb91f9ccecf83e511c",
"user_agent": "Opera/9.55.(X11; Linux x86_64; el-GR) Presto/2.9.189 Version/12.00",
"session_id": "ba5bc478-c820-4c52-bfe2-1eb6770c3bf3",
"risk_score": 60.53,
"confidence": 0.02
} | null | null | null | null | null | No additional info | AI system fine_tuning by pruiz No additional info | fine_tuning | null | null | pruiz | null | null | null | null | null | null | null | null | null | null | null | null | model-185ad964 | d6c63d0bfa0f638607cf23dbb9265af7049c2056 | 899372053b626741acfe8bde01aa5173fbe42bd3adf8eeca496cab4435a57fa8 | null | null |
c50f4805-4dd3-40c6-bf05-c420444e997e | 2025-06-28T06:44:58 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Iran",
"device_hash": "a5d0a0b1e480f0b7c1a62ceb1365c2de2731b7707193ced10786197bfb0d75a5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_7 rv:5.0; br-FR) AppleWebKit/534.1.6 (KHTML, like Gecko) Version/5.0 Safari/534.1.6",
"session_id": "fc518581-8d7f-431d-b512-24882696dc3c",
"risk_score": 43.53,
"confidence": 0.6
} | null | null | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-f4ef22af | 1.0 | null | null | null | null | null | null | null | null | null | null |
adcb3bcc-303d-43f3-8506-26afe9a4434e | 2025-05-06T04:13:13 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for joshua72 via passwordless from 112.94.10.37 No additional info | {
"geo_location": "Maldives",
"device_hash": "1e051dbb1a4ca8f464406e568ad74a4a",
"user_agent": "Opera/9.58.(Windows 98; Win 9x 4.90; nds-DE) Presto/2.9.182 Version/11.00",
"session_id": "089587d3-8be6-4c36-8580-812765f92cca",
"risk_score": 32.82,
"confidence": 0.81
} | 112.94.10.37 | null | null | null | null | No additional info | Auth failed for joshua72 via passwordless from 112.94.10.37 No additional info | failed | null | null | joshua72 | null | null | null | null | null | null | null | null | null | null | passwordless | 06:75:8c:1a:92:d6 | null | null | null | null | null |
58208e58-cce6-4c7c-aea0-e207bd5a0307 | 2025-03-12T23:01:15 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Moldova",
"device_hash": "681cde9d13fa57ae3b80643d8e9534ed",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/40.0.824.0 Safari/531.2",
"session_id": "bca7b674-2837-41e8-bf4d-6bc7362e844d",
"risk_score": 62.84,
"confidence": 0.25
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-4a44cf52 | 4.4 | null | null | null | null | null | null | null | null | null | null |
389297da-914a-4783-a5f2-0b7ecc88a354 | 2025-06-06T11:19:15 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Nigeria",
"device_hash": "751976c8bb729f71cdefb8a0020dcd0bc6809a674c8313e938a766f7b2abfbf6",
"user_agent": "Opera/8.97.(Windows CE; az-AZ) Presto/2.9.182 Version/12.00",
"session_id": "33ba4053-e9ac-4bf4-a4b2-23d58ec08c2e",
"risk_score": 65.4,
"confidence": 0.15
} | null | null | null | null | null | No additional info | IoT device Camera side_channel No additional info | side_channel | null | null | null | null | null | null | null | Camera | iot-0a3db646 | 5.2 | null | null | null | null | null | null | null | null | null | null |
87b6f859-f3be-4616-a261-84953411a1a5 | 2025-04-30T08:54:00 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only TCP traffic from 8.220.232.80:595 to 215.169.32.170:51121 MITRE Technique: T1547.001 | {
"geo_location": "Liechtenstein",
"device_hash": "3330e06e7642d1bc89910a58f0110e6be288c4c3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/4.1)",
"session_id": "c1d14632-7120-484a-8db3-7d74c8d227cc",
"risk_score": 100,
"confidence": 0.84
} | 8.220.232.80 | 215.169.32.170 | null | null | null | MITRE Technique: T1547.001 | Firewall log-only TCP traffic from 8.220.232.80:595 to 215.169.32.170:51121 MITRE Technique: T1547.001 | log-only | 167,923 | TCP | null | null | null | null | null | null | null | null | 595 | 51,121 | 3,109 | null | null | null | null | null | null | null |
7726a7d5-170e-4a24-86f1-6bbdf160e921 | 2025-01-28T07:54:50 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop UDP traffic from 32.79.157.45:185 to 12.100.169.167:1018 No additional info noise=us|sort|generation | {
"geo_location": "Japan",
"device_hash": "2304a5c6a1a39570e4bf32ccb929fa1931f07915",
"user_agent": "Opera/8.94.(X11; Linux x86_64; nl-BE) Presto/2.9.190 Version/11.00",
"session_id": "ad200167-b854-47bd-bd4b-469f66b50553",
"risk_score": 52.68,
"confidence": 0.69
} | 32.79.157.45 | 12.100.169.167 | null | null | null | No additional info | Firewall drop UDP traffic from 32.79.157.45:185 to 12.100.169.167:1018 No additional info | drop | 821,433 | UDP | null | null | null | null | null | null | null | null | 185 | 1,018 | 697 | null | null | null | null | null | null | null |
190e66e2-8bc1-4205-8779-7e37de339db8 | 2025-07-02T07:00:13 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /mention/into.css by shughes Associated Threat Actor: APT41 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "bd6ad21a233ebe2e34b6b649598b8215598a271547be0dd5566c0f8dfad668ec",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.0)",
"session_id": "7474dfc4-caca-4c88-bda5-d371d2149bdd",
"risk_score": 39.45,
"confidence": 0.82
} | null | null | null | null | null | Associated Threat Actor: APT41 | Endpoint memory_injection /mention/into.css by shughes Associated Threat Actor: APT41 | memory_injection | null | null | shughes | /mention/into.css | 1,763 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b908d1f-06f7-4f80-82f5-7eb2d5d74f7c | 2020-11-19T18:47:05 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only ICMP traffic from 65.150.65.213:1008 to 183.65.212.164:118 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "4c2480fc0ba797c2e25e691587e9052790e103fa",
"user_agent": "Opera/8.57.(X11; Linux i686; he-IL) Presto/2.9.188 Version/12.00",
"session_id": "49d70a94-d007-4918-b6b2-dd4d40176650",
"risk_score": 50.55,
"confidence": 0.75
} | 65.150.65.213 | 183.65.212.164 | null | null | null | No additional info | Firewall log-only ICMP traffic from 65.150.65.213:1008 to 183.65.212.164:118 No additional info | log-only | 358,049 | ICMP | null | null | null | null | null | null | null | null | 1,008 | 118 | 1,747 | null | null | null | null | null | null | null |
1e195694-d2bc-485b-8876-497f4438cd64 | 2025-04-06T16:46:32 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: Living-off-the-Land detected from 189.35.84.36 targeting 159.163.66.156 MITRE Technique: T1059.001 | {
"geo_location": "American Samoa",
"device_hash": "6070abca374e4b9c12233ec8d90fc94dc49fb6a0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_0 rv:6.0; ko-KR) AppleWebKit/534.34.3 (KHTML, like Gecko) Version/5.0 Safari/534.34.3",
"session_id": "68a4ff76-8a7a-48dd-a6af-9cc3053b239e",
"risk_score": 27.33,
"confidence": 0.27
} | 189.35.84.36 | 159.163.66.156 | Living-off-the-Land | SIG-4090 | Malware | MITRE Technique: T1059.001 | Microsoft Sentinel Alert: Living-off-the-Land detected from 189.35.84.36 targeting 159.163.66.156 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f00de59-9a5e-4e64-ba38-80a5bbd9e645 | 2025-03-17T08:05:57 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by vanessa50 No additional info | {
"geo_location": "Venezuela",
"device_hash": "bf17186595b399cbefb63f137b12dc1a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/5.0)",
"session_id": "5d30ecf3-9085-4227-b3fd-8a3df5a3ef73",
"risk_score": 55.94,
"confidence": 0.39
} | null | null | null | null | null | No additional info | AI system prompt_injection by vanessa50 No additional info | prompt_injection | null | null | vanessa50 | null | null | null | null | null | null | null | null | null | null | null | null | model-60fb9be9 | 3de935418f708b14c4217d91e6ae4e8ac572d08a73b23fb0a2ca24874583f875 | 3b00bbadda7c35cfcc2f71ab5a873b96 | null | null |
6affc7cc-907d-4c33-9651-dac7cea1fa7f | 2025-02-09T15:32:39 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system model_access by francesmccarthy MITRE Technique: T1059.005 | {
"geo_location": "Sri Lanka",
"device_hash": "3e557cef3d0bd81b1c3e4d4a5568e5643838fb3d",
"user_agent": "Opera/9.39.(Windows NT 5.01; lv-LV) Presto/2.9.163 Version/10.00",
"session_id": "a5b053d2-3c7f-4468-bc47-b6b8623b4d17",
"risk_score": 85.64,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system model_access by francesmccarthy MITRE Technique: T1059.005 | model_access | null | null | francesmccarthy | null | null | null | null | null | null | null | null | null | null | null | null | model-c191170e | b89c801d0fbe4b478dd1e55c19471b32 | 1b4e77a252b5c72cb6fc514b07f1cc516ca00098 | null | null |
85e65a18-3e2c-4abc-8fd3-6d899bee3647 | 2025-04-06T06:14:18 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for youngjessica via MFA from 66.22.186.63 MITRE Technique: T1134.001 | {
"geo_location": "San Marino",
"device_hash": "9da654aee9b38e8dbe0e1043a9ca8683868ef42f",
"user_agent": "Opera/8.86.(Windows NT 6.2; hak-TW) Presto/2.9.182 Version/10.00",
"session_id": "9d2d82b5-7879-4937-a1b1-8505a3c1328a",
"risk_score": 48.72,
"confidence": 0.21
} | 66.22.186.63 | null | null | null | null | MITRE Technique: T1134.001 | Auth failed for youngjessica via MFA from 66.22.186.63 MITRE Technique: T1134.001 | failed | null | null | youngjessica | null | null | null | null | null | null | null | null | null | null | MFA | 44:97:64:eb:9e:a2 | null | null | null | null | null |
b24e3b7e-d6fc-4fde-bc66-5462cb1ff5ee | 2025-01-29T23:45:31 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Lithuania",
"device_hash": "d277dd97d052c718372465ca33ba6f03fce25513",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5834-06-26 08:44:51 Firefox/4.0",
"session_id": "cbefcf00-d6aa-49c3-92b0-e31a150fa4c6",
"risk_score": 50.41,
"confidence": 0.03
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-03199fb3 | 6.3 | null | null | null | null | null | null | null | null | null | null |
2b15a095-df85-4d60-a225-119c8f7ba266 | 2025-02-15T16:39:09 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network disconnection from 193.64.148.233 to 23.244.13.133 MITRE Technique: T1543.003 | Associated Threat Actor: Conti noise=from|leg|maybe | {
"geo_location": "United States of America",
"device_hash": "90782b6cd8d6c7ac694d237235f8b7fe3ab10863eb8e8a9bcbe05409dd31966a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_2 rv:3.0; nds-NL) AppleWebKit/531.22.5 (KHTML, like Gecko) Version/5.1 Safari/531.22.5",
"session_id": "611cb61f-a990-4e29-97ff-32019bab26d0",
"risk_score": 40.18,
"confidence": 0.13
} | 193.64.148.233 | 23.244.13.133 | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: Conti | Network disconnection from 193.64.148.233 to 23.244.13.133 MITRE Technique: T1543.003 | Associated Threat Actor: Conti | disconnection | 994,883 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
23dafe2c-5568-4cad-ab65-c91068e67bc4 | 2025-03-04T05:31:12 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by csmith MITRE Technique: T1134.001 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Solomon Islands",
"device_hash": "da723316cf97c6ca7b9b0b5190421893",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_6; rv:1.9.5.20) Gecko/3264-10-08 16:55:22 Firefox/3.8",
"session_id": "4a63d2c9-9f3e-4e62-afea-4d5e9aa97408",
"risk_score": 75.66,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Scattered Spider | AI system adversarial_input by csmith MITRE Technique: T1134.001 | Associated Threat Actor: Scattered Spider | adversarial_input | null | null | csmith | null | null | null | {
"baseline_deviation": 1.52,
"entropy": 2.16,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-cbd68852 | 37db4855e49d33f6d71c1365833f7ec20c23a9f0 | 6ffdd0ddb8d231c8bcc007373781aca3db933a01 | null | null |
11c8da74-8169-4a30-baed-c71227c3b90b | 2024-03-05T01:49:19 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by shawnnelson No additional info | {
"geo_location": "Russia",
"device_hash": "219b59ff60f1147672a595a972ebdadd",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7290-10-10 15:38:33 Firefox/11.0",
"session_id": "f52abf96-0668-4b3e-be46-13074eff211a",
"risk_score": 40.05,
"confidence": 0.14
} | null | null | null | null | null | No additional info | Cloud instance_creation in Azure by shawnnelson No additional info | instance_creation | null | null | shawnnelson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-cb0702b7 |
6739d74d-20f0-4af3-9ea3-79a911066e61 | 2025-06-05T22:41:29 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth locked for travis79 via OAuth from 130.33.56.207 No additional info | {
"geo_location": "Spain",
"device_hash": "31a5e9790299128c15ef979e01846ad8d1282329",
"user_agent": "Opera/9.89.(X11; Linux i686; id-ID) Presto/2.9.175 Version/10.00",
"session_id": "491bc43b-976f-4bec-a82a-64bb01067a68",
"risk_score": 59.55,
"confidence": 0.97
} | 130.33.56.207 | null | null | null | null | No additional info | Auth locked for travis79 via OAuth from 130.33.56.207 No additional info | locked | null | null | travis79 | null | null | null | null | null | null | null | null | null | null | OAuth | 4c:ca:c7:8b:cf:27 | null | null | null | null | null |
687408df-5e0a-4a3b-a66d-bce943cf9eca | 2025-05-02T14:06:05 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for hannah44 via OAuth from 72.51.79.205 No additional info noise=E0D9EED5 | {
"geo_location": "Cape Verde",
"device_hash": "5f2a43ccf04781b9aadb9895d4aaffb1dbdaf925",
"user_agent": "Opera/9.76.(X11; Linux x86_64; kl-GL) Presto/2.9.163 Version/11.00",
"session_id": "f254fdc0-9216-462d-bd48-40569805f2cd",
"risk_score": 19.12,
"confidence": 0.22
} | 72.51.79.205 | null | null | null | null | No additional info | Auth challenge for hannah44 via OAuth from 72.51.79.205 No additional info | challenge | null | null | hannah44 | null | null | null | null | null | null | null | null | null | null | OAuth | 5b:26:75:43:91:4a | null | null | null | null | null |
e1113e8d-5328-416b-b6fc-fe1aba1111b3 | 2025-02-23T09:16:02 | 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 115.142.172.204 to 96.246.76.137 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "b37f400ee4b208d52b73d7b5fd988652109e8c1d",
"user_agent": "Opera/9.46.(Windows NT 10.0; dv-MV) Presto/2.9.165 Version/10.00",
"session_id": "50e6c5ab-f517-45f2-9073-a361067d4c24",
"risk_score": 47.92,
"confidence": 0.45
} | 115.142.172.204 | 96.246.76.137 | null | null | null | No additional info | Network covert_channel from 115.142.172.204 to 96.246.76.137 No additional info | covert_channel | 30,423 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c935f11-143d-4253-bff2-1aed6ee8437c | 2025-07-04T11:26:02 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect NTP traffic from 37.165.217.45:580 to 20.118.24.94:531 No additional info | {
"geo_location": "Montserrat",
"device_hash": "869d9d97f677716a2919e008004bc9ba6edc5146",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_6 rv:3.0; niu-NZ) AppleWebKit/531.29.5 (KHTML, like Gecko) Version/4.0.4 Safari/531.29.5",
"session_id": "5660b81f-f304-4ee2-acac-c0a0063d1aa8",
"risk_score": 73.27,
"confidence": 0.81
} | 37.165.217.45 | 20.118.24.94 | null | null | null | No additional info | Firewall inspect NTP traffic from 37.165.217.45:580 to 20.118.24.94:531 No additional info | inspect | 617,116 | NTP | null | null | null | null | null | null | null | null | 580 | 531 | 697 | null | null | null | null | null | null | null |
b86aeaf3-970f-4135-9d7b-992d95bc0151 | 2025-07-08T15:24:37 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: Zero-Day Exploit detected from 195.141.100.166 targeting 6.215.49.135 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "ec1178c0e360d5310b92c9bae75e30d6faec5a0cd2e1a9f2c564b2d85f0a683c",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "9400e05d-5004-4efd-b702-7774f87aa52b",
"risk_score": 15.52,
"confidence": 0.75
} | 195.141.100.166 | 6.215.49.135 | Zero-Day Exploit | SIG-5378 | Recon | No additional info | ArcSight Alert: Zero-Day Exploit detected from 195.141.100.166 targeting 6.215.49.135 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
abc7f010-8b61-49df-9fa7-5e4320aa26a9 | 2025-03-08T23:24:14 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth success for kimberlymoran via biometric from 54.190.26.130 MITRE Technique: T1204.002 | {
"geo_location": "Isle of Man",
"device_hash": "7cfef54ddef3d6c2b568b50d639c2629c0ab5f6f8d73fb147f3e33c85b220bd7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/4.1)",
"session_id": "ac55f0cb-3f37-4ac7-b968-b57740fc68b4",
"risk_score": 6.03,
"confidence": 0.49
} | 54.190.26.130 | null | null | null | null | MITRE Technique: T1204.002 | Auth success for kimberlymoran via biometric from 54.190.26.130 MITRE Technique: T1204.002 | success | null | null | kimberlymoran | null | null | null | null | null | null | null | null | null | null | biometric | 93:e8:c4:d1:0b:43 | null | null | null | null | null |
b387c75e-bb98-4ff6-91c8-a9be96067db3 | 2025-04-25T02:25:40 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /according/traditional.mp4 by angelaware No additional info | {
"geo_location": "Turkey",
"device_hash": "7497e5d461f2ec6104e643a19d1cb1d0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_5) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/16.0.800.0 Safari/533.1",
"session_id": "b4345207-8940-4977-9a96-8ceb0a6feadc",
"risk_score": 73.28,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /according/traditional.mp4 by angelaware No additional info | wmi_exec | null | null | angelaware | /according/traditional.mp4 | 2,901 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
82e96f0c-3abf-4781-a180-07fad6853b19 | 2025-04-24T15:22:51 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in GCP by donovanbrandon No additional info noise=A64E5F01 | {
"geo_location": "Taiwan",
"device_hash": "dc9bcf7058ed5cd5cb3aa323d6afbea4",
"user_agent": "Opera/8.88.(Windows NT 6.1; raj-IN) Presto/2.9.174 Version/10.00",
"session_id": "1613ce3a-1383-4401-a459-091dcd754849",
"risk_score": 55.38,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by donovanbrandon No additional info | config_change | null | null | donovanbrandon | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-189eb8a1 |
27910d78-e779-4f25-b1b0-9941ad8cd7ce | 2025-05-08T00:50:35 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by rhonda98 Associated Threat Actor: REvil | {
"geo_location": "Jamaica",
"device_hash": "ce6d165b6585272c331982d581063a2c8d7e57a2",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/55.0.866.0 Safari/532.1",
"session_id": "825225e3-41c4-43d0-a233-c80cac242696",
"risk_score": 62.1,
"confidence": 0.79
} | null | null | null | null | null | Associated Threat Actor: REvil | AI system model_inversion by rhonda98 Associated Threat Actor: REvil | model_inversion | null | null | rhonda98 | null | null | null | null | null | null | null | null | null | null | null | null | model-b47e2b16 | 253f2a634904446f9442e668a07af1af | 96812bcca7f69c0fc17d74f56e232fc76578660772155c1cb3dde3b7392d1a74 | null | null |
b3466338-9f8a-4efd-81f8-b2d9079e5c93 | 2025-07-02T22:45:06 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 125.215.18.251:36 to 74.175.18.28:12717 No additional info | {
"geo_location": "Cuba",
"device_hash": "9a14a94aa9567267b6b13f1ee7fbafc10548bb1a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "350fe961-be1e-46f2-b2b9-0c50431c006d",
"risk_score": 45.34,
"confidence": 0.8
} | 125.215.18.251 | 74.175.18.28 | null | null | null | No additional info | Firewall log-only HTTP traffic from 125.215.18.251:36 to 74.175.18.28:12717 No additional info | log-only | 295,797 | HTTP | null | null | null | null | null | null | null | null | 36 | 12,717 | 3,424 | null | null | null | null | null | null | null |
ff86fb31-1c28-4536-aa75-67ce17d7cff7 | 2025-05-30T01:06:43 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network latency_spike from 174.38.177.163 to 84.33.180.120 No additional info noise=UmVhbGl0eS4= | {
"geo_location": "Paraguay",
"device_hash": "911eca3a404598bfd2f661c58e0725f5df98606c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.18.5 (KHTML, like Gecko) Version/4.1 Safari/535.18.5",
"session_id": "13c34a1e-666c-42b1-b996-17f2fc1604ad",
"risk_score": 54.6,
"confidence": 0.46
} | 174.38.177.163 | 84.33.180.120 | null | null | null | No additional info | Network latency_spike from 174.38.177.163 to 84.33.180.120 No additional info | latency_spike | 220,221 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d04189e4-4775-4ddd-9311-83c94c44703c | 2025-03-01T06:19:25 | iot | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update MITRE Technique: T1059.005 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Indonesia",
"device_hash": "ed684fac8f809f7b073d6b87fe1668b4",
"user_agent": "Opera/8.19.(Windows 98; Win 9x 4.90; lb-LU) Presto/2.9.169 Version/11.00",
"session_id": "39aa52fd-4c7b-4501-bf2f-7d76407234d4",
"risk_score": 26.15,
"confidence": 0.64
} | null | null | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: BlueNoroff | IoT device Sensor firmware_update MITRE Technique: T1059.005 | Associated Threat Actor: BlueNoroff | firmware_update | null | null | null | null | null | null | null | Sensor | iot-f6c7ed6a | 5.6 | null | null | null | null | null | null | null | null | null | null |
b10c8184-d196-4773-95a9-fbb51872ba1f | 2027-03-26T22:16:40 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network connection from 221.77.63.11 to 37.246.1.46 Associated Threat Actor: Scattered Spider | {
"geo_location": "Antigua and Barbuda",
"device_hash": "6ac7039a9c2228c3fcdce365fd9b25e77166f24c",
"user_agent": "Mozilla/5.0 (Android 3.2.2; Mobile; rv:62.0) Gecko/62.0 Firefox/62.0",
"session_id": "dce75c6d-a6c0-472a-b64c-7cba023395ca",
"risk_score": 27.63,
"confidence": 0.74
} | 221.77.63.11 | 37.246.1.46 | null | null | null | Associated Threat Actor: Scattered Spider | Network connection from 221.77.63.11 to 37.246.1.46 Associated Threat Actor: Scattered Spider | connection | 242,808 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
397febf1-e617-4d67-85fb-fb5f03525cb5 | 2025-05-22T21:30:54 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec marriage by charlesmurray MITRE Technique: T1218.011 | {
"geo_location": "Norfolk Island",
"device_hash": "8728d521270a72dbf993f4473fb818b873007945",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.1)",
"session_id": "e9269d3b-37d9-472c-a788-707f56d27f97",
"risk_score": 41.29,
"confidence": 0.2
} | null | null | null | null | null | MITRE Technique: T1218.011 | Endpoint powershell_exec marriage by charlesmurray MITRE Technique: T1218.011 | powershell_exec | null | null | charlesmurray | marriage | 6,107 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d667bfce-f99d-4187-8c35-c1cbc06972b9 | 2025-02-18T13:03:30 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth challenge for bsandoval via MFA from 209.40.197.14 MITRE Technique: T1059.005 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "baf7dc10c0894b2c9e608f0bee027533",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; kl-GL; rv:1.9.0.20) Gecko/4544-07-27 22:53:25 Firefox/3.8",
"session_id": "19a58cc6-57b7-4bac-a2a9-8d0b3a52a886",
"risk_score": 58.97,
"confidence": 0.21
} | 209.40.197.14 | null | null | null | null | MITRE Technique: T1059.005 | Auth challenge for bsandoval via MFA from 209.40.197.14 MITRE Technique: T1059.005 | challenge | null | null | bsandoval | null | null | null | null | null | null | null | null | null | null | MFA | b4:09:4f:18:7b:5f | null | null | null | null | null |
0ea53573-29b2-4f45-a0b0-09c98c4bd95c | 2025-02-06T08:21:25 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by pthomas Associated Threat Actor: Conti | {
"geo_location": "Turkmenistan",
"device_hash": "35c2a54bd44737e96871e5f58e314c8c",
"user_agent": "Opera/9.37.(X11; Linux x86_64; mk-MK) Presto/2.9.163 Version/10.00",
"session_id": "7396aca1-a49c-4392-b723-40d08d1ce65e",
"risk_score": 47.94,
"confidence": 0.43
} | null | null | null | null | null | Associated Threat Actor: Conti | AI system adversarial_input by pthomas Associated Threat Actor: Conti | adversarial_input | null | null | pthomas | null | null | null | null | null | null | null | null | null | null | null | null | model-e8dcd5ed | 03c152bd9b7c61ebe04e95917938abe5 | 79b7cda05e7206b38995b3dcf17d9a9b0e6b4069aa3f234b01f291fa36ce3a1b | null | null |
3fbf1378-6231-4f42-99f6-bca0b5f3587a | 2025-04-09T12:24:24 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for monica83 via passwordless from 105.239.148.74 No additional info | {
"geo_location": "Guernsey",
"device_hash": "0de0d561b1ab160578740e8f91f467a31513c471",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_5 rv:2.0; mg-MG) AppleWebKit/535.11.6 (KHTML, like Gecko) Version/4.0.3 Safari/535.11.6",
"session_id": "a0a5144c-a9af-473f-af92-b3b8105bcd73",
"risk_score": 51.87,
"confidence": 0.87
} | 105.239.148.74 | null | null | null | null | No additional info | Auth timeout for monica83 via passwordless from 105.239.148.74 No additional info | timeout | null | null | monica83 | null | null | null | null | null | null | null | null | null | null | passwordless | 61:e8:51:18:6b:82 | null | null | null | null | null |
7b25c199-a3e9-4725-adf5-6aa5d7aef793 | 2025-07-01T02:24:07 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info noise=TWlkZGxlLg== | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "54acda9b58c34b73310c62b045043b77",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.12.4 (KHTML, like Gecko) Version/4.0.5 Safari/535.12.4",
"session_id": "b4bc38de-7a8b-4702-b676-24a51c408838",
"risk_score": 74.2,
"confidence": 0.37
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-18ab3ad4 | 7.4 | null | null | null | null | null | null | null | null | null | null |
23c11834-8d50-4767-9f60-fef245883b68 | 2025-06-13T02:21:29 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation MITRE Technique: T1574.002 | Associated Threat Actor: APT34 noise=FE762EE4 | {
"geo_location": "French Polynesia",
"device_hash": "3452509c8dc22a6c0fcd6925e8da872be2fb67bc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; sa-IN) AppleWebKit/532.32.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6532.32.4",
"session_id": "08780990-8328-4057-9e15-c17c5f78379e",
"risk_score": 48.93,
"confidence": 0.1
} | null | null | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: APT34 | IoT device HVAC protocol_violation MITRE Technique: T1574.002 | Associated Threat Actor: APT34 | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-cfa0f4f7 | 9.8 | null | null | null | null | null | null | null | null | null | null |
95fcfb90-1eb1-4216-a56a-1ea71e84352d | 2025-06-24T19:02:33 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: Cloud API Abuse detected from 168.186.42.144 targeting 121.184.44.105 MITRE Technique: T1543.003 | {
"geo_location": "Guatemala",
"device_hash": "0c0cfd4e3405dbbe63bd69f720fad0ddf5f5a42a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/28.0.875.0 Mobile/04Z564 Safari/533.1",
"session_id": "ba8ec0e5-3436-42f4-9def-e51ccfc17d96",
"risk_score": 65.45,
"confidence": 0.1
} | 168.186.42.144 | 121.184.44.105 | Cloud API Abuse | SIG-2768 | Evasion | MITRE Technique: T1543.003 | LogRhythm Alert: Cloud API Abuse detected from 168.186.42.144 targeting 121.184.44.105 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
968f941b-40e9-4e3e-811e-a3bf5f06e4df | 2025-06-07T09:18:03 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny NTP traffic from 10.73.192.199:649 to 106.53.173.50:719 No additional info noise=app/wp-content | {
"geo_location": "New Caledonia",
"device_hash": "b4c507ad89f247ad727fff07c16630b2c99376f7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.0)",
"session_id": "5d2ffee3-afc3-40db-b375-f162e4c71143",
"risk_score": 46.83,
"confidence": 0.03
} | 10.73.192.199 | 106.53.173.50 | null | null | null | No additional info | Firewall deny NTP traffic from 10.73.192.199:649 to 106.53.173.50:719 No additional info | deny | 566,170 | NTP | null | null | null | null | null | null | null | null | 649 | 719 | 2,687 | null | null | null | null | null | null | null |
92a4f209-471b-413c-8c7a-005a925d9f28 | 2025-03-13T14:22:37 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Chile",
"device_hash": "810e11c8c9a36947ae3347f8c231a418632afda2137f71f30f61421a0f3bfc1f",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/30.0.861.0 Safari/536.2",
"session_id": "08ec5fa5-19c4-4bbc-b496-cd88b846266c",
"risk_score": 93.94,
"confidence": 0.39
} | null | null | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | side_channel | null | null | null | null | null | null | null | Thermostat | iot-5d0d3c9c | 10.9 | null | null | null | null | null | null | null | null | null | null |
5b0a3091-2db8-4bf3-bc04-dd9a548e66eb | 2026-11-27T15:37:30 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /space/Congress.html by kathy58 No additional info | {
"geo_location": "Guinea",
"device_hash": "bf5ea0cde9e5072eb4411e624ecdd1e3",
"user_agent": "Opera/8.50.(Windows 98; tg-TJ) Presto/2.9.173 Version/10.00",
"session_id": "43b5c2cd-3816-434d-a153-36c9123ba9d2",
"risk_score": 69.64,
"confidence": 0.18
} | null | null | null | null | null | No additional info | Endpoint process_stop /space/Congress.html by kathy58 No additional info | process_stop | null | null | kathy58 | /space/Congress.html | 4,244 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58d5795b-f9a6-40b6-8110-f195c7de49f7 | 2025-06-01T05:12:10 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in GCP by valdezwilliam No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "b0fc6f80a073f7e2236874ce02ea707ff507e5e9",
"user_agent": "Opera/8.77.(Windows 98; crh-UA) Presto/2.9.165 Version/12.00",
"session_id": "a72f1f43-3122-43ed-9560-86c308932930",
"risk_score": 83.46,
"confidence": 0.45
} | null | null | null | null | null | No additional info | Cloud permission_escalation in GCP by valdezwilliam No additional info | permission_escalation | null | null | valdezwilliam | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-51700a06 |
e7284dfb-bd5f-4cbe-9e93-5fe1cb5f79a0 | 2025-03-29T00:09:07 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 154.39.167.70 to 180.162.114.36 MITRE Technique: T1204.002 | {
"geo_location": "Fiji",
"device_hash": "cf6904ff2d83b19d4477bac55086d1cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.1)",
"session_id": "f21ebbfa-e0bc-480e-9e6f-af941c6dadda",
"risk_score": 17.45,
"confidence": 0.7
} | 154.39.167.70 | 180.162.114.36 | null | null | null | MITRE Technique: T1204.002 | Network connection from 154.39.167.70 to 180.162.114.36 MITRE Technique: T1204.002 | connection | 800,902 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29a9df7e-7d8e-4619-8919-5aeeea91046b | 2025-06-06T15:08:16 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth failed for shieldschristina via password from 11.124.205.20 No additional info | {
"geo_location": "Romania",
"device_hash": "872c42837965f666454dcfcf9a9e52df695043ea",
"user_agent": "Opera/8.79.(Windows 95; or-IN) Presto/2.9.186 Version/11.00",
"session_id": "4621f743-864f-40fb-84cf-c7a987c77d06",
"risk_score": 54.47,
"confidence": 0.08
} | 11.124.205.20 | null | null | null | null | No additional info | Auth failed for shieldschristina via password from 11.124.205.20 No additional info | failed | null | null | shieldschristina | null | null | null | null | null | null | null | null | null | null | password | 1a:a5:af:19:76:68 | null | null | null | null | null |
f09ed94f-cb53-40ba-b9f4-56103096acc8 | 2025-06-19T18:56:39 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 204.169.254.186 to 48.191.114.252 No additional info | {
"geo_location": "Australia",
"device_hash": "2cd4f9570505795b6c4c14afe1cf40bc74e62132",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 11_4_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/50.0.829.0 Mobile/32S196 Safari/531.1",
"session_id": "f5366dfa-7bb2-4cbd-9b05-c9fc5f5e624d",
"risk_score": 16.6,
"confidence": 0.73
} | 204.169.254.186 | 48.191.114.252 | null | null | null | No additional info | Network bandwidth_usage from 204.169.254.186 to 48.191.114.252 No additional info | bandwidth_usage | 290,735 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.7,
"entropy": 5.87,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
d724a821-570a-47cd-9c8f-a6fe9647c291 | 2025-05-21T02:42:35 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install avoid by angela49 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "21eae8f63237ab7e9470d025440868e0743bcc98",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_3 rv:5.0; ro-RO) AppleWebKit/532.21.2 (KHTML, like Gecko) Version/4.0 Safari/532.21.2",
"session_id": "bca1c548-2cc3-4ff8-bab4-a84df91478b3",
"risk_score": 39.68,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Endpoint service_install avoid by angela49 No additional info | service_install | null | null | angela49 | avoid | 6,938 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bfaf7d55-c89c-4cd5-bbef-ee8f9dc545f8 | 2025-03-24T14:24:02 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: Fileless Attack detected from 29.103.123.7 targeting 59.134.152.206 No additional info | {
"geo_location": "Brazil",
"device_hash": "3f37556c876edad6302605cb0194de9b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.1)",
"session_id": "55054cc3-cf6e-4887-9d03-4d9a3c57244c",
"risk_score": 50.63,
"confidence": 0.31
} | 29.103.123.7 | 59.134.152.206 | Fileless Attack | SIG-9251 | Policy | No additional info | QRadar Alert: Fileless Attack detected from 29.103.123.7 targeting 59.134.152.206 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
20881e5a-b60c-4a71-b9d4-1dd4325dba0d | 2025-03-11T17:16:34 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect NTP traffic from 18.93.8.103:1008 to 35.254.176.252:174 No additional info | {
"geo_location": "Somalia",
"device_hash": "21c49f8d2e218039bce5b4f1e8c5b37cec309aa2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ms-MY) AppleWebKit/533.48.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.48.2",
"session_id": "32ace99e-d464-4ec6-8cf1-e97f7a36fbd9",
"risk_score": 57.42,
"confidence": 0.32
} | 18.93.8.103 | 35.254.176.252 | null | null | null | No additional info | Firewall inspect NTP traffic from 18.93.8.103:1008 to 35.254.176.252:174 No additional info | inspect | 294,431 | NTP | null | null | null | null | null | null | null | null | 1,008 | 174 | 3,516 | null | null | null | null | null | null | null |
74ee0ce4-7878-4794-80cd-aaae036ea02f | 2025-03-21T09:45:25 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth success for stephanie93 via OAuth from 10.114.87.147 No additional info | {
"geo_location": "South Africa",
"device_hash": "6c6b1fa8e529d2c4937af0fa5edb9595c409e260",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "dd58c8b1-ba7c-416b-8579-4f11a4726726",
"risk_score": 24.72,
"confidence": 0.03
} | 10.114.87.147 | null | null | null | null | No additional info | Auth success for stephanie93 via OAuth from 10.114.87.147 No additional info | success | null | null | stephanie93 | null | null | null | null | null | null | null | null | null | null | OAuth | 72:0b:cc:d4:cd:64 | null | null | null | null | null |
b24d8093-7568-417f-8615-d6c09680534d | 2025-05-24T10:57:17 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth failed for pmoses via passwordless from 10.222.23.249 MITRE Technique: T1110.003 | {
"geo_location": "Sudan",
"device_hash": "e6fa70713783df4740539289b1dc1533",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ko-KR) AppleWebKit/533.25.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.25.4",
"session_id": "64c779b3-6f57-4ffb-b1ec-6515b53bb39c",
"risk_score": 36.65,
"confidence": 0.95
} | 10.222.23.249 | null | null | null | null | MITRE Technique: T1110.003 | Auth failed for pmoses via passwordless from 10.222.23.249 MITRE Technique: T1110.003 | failed | null | null | pmoses | null | null | null | null | null | null | null | null | null | null | passwordless | 27:66:d7:f8:6e:5a | null | null | null | null | null |
2f099cdc-6270-4b17-9128-b236c7bdade9 | 2025-05-10T03:23:12 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by johnsondaniel No additional info | {
"geo_location": "Gibraltar",
"device_hash": "2690fd0bf24dbcca11d32040388abed50e0503a4c5e18fd32ac4a48f33c75108",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/60.0.892.0 Safari/531.0",
"session_id": "4920a44d-7d65-4c06-8347-7df37699886b",
"risk_score": 63.97,
"confidence": 0.7
} | null | null | null | null | null | No additional info | AI system fine_tuning by johnsondaniel No additional info | fine_tuning | null | null | johnsondaniel | null | null | null | null | null | null | null | null | null | null | null | null | model-7a13c4a1 | ff7fd207a250727a6456d06e05ad1f18cf59a46a | 84237ec5397cfa4c9ced322483d4f8e0 | null | null |
924123d3-58e1-4fdc-bca8-b9c772e305d8 | 2025-06-05T10:12:22 | 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 HVAC firmware_update No additional info | {
"geo_location": "France",
"device_hash": "bdff241bcb5d54ad6a43993eb92c8a69",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/15.0.844.0 Safari/531.1",
"session_id": "f28eb70a-83be-4909-8c64-079e90dbb116",
"risk_score": 62.64,
"confidence": 0.77
} | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-b55f15d5 | 1.7 | null | null | null | null | null | null | null | null | null | null |
6c1653e7-b3ac-4883-add4-1a9b023dcff7 | 2025-07-02T03:13:27 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /able/seat.mp4 by lindawilliams No additional info | {
"geo_location": "Switzerland",
"device_hash": "dd02592485031dd1e515d211cc59c34f8e9e0648",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/54.0.825.0 Safari/532.0",
"session_id": "cc2f13bf-00b4-4d51-be02-7aa34e0eb329",
"risk_score": 70.75,
"confidence": 0.68
} | null | null | null | null | null | No additional info | Endpoint process_stop /able/seat.mp4 by lindawilliams No additional info | process_stop | null | null | lindawilliams | /able/seat.mp4 | 8,394 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
616103a5-2f40-44a4-820b-b3819d78e6fb | 2025-06-02T04:57:58 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /decision/method.flac by zcisneros No additional info | {
"geo_location": "French Polynesia",
"device_hash": "7efdc25c5cf061fe7c95952098f5f6d749f5a726736d9052d00db3776699e52e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_4 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/57.0.841.0 Mobile/87R989 Safari/534.1",
"session_id": "39e2fb01-a6ae-4d7c-af43-4cc46a764e3f",
"risk_score": 30.96,
"confidence": 0.6
} | null | null | null | null | null | No additional info | Endpoint registry_change /decision/method.flac by zcisneros No additional info | registry_change | null | null | zcisneros | /decision/method.flac | 942 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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