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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
c7f285b0-0de2-46a2-9402-bee0aa9de763 | 2025-01-16T01:19:23 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by andrea60 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "8d5b5ea685d5c711928f2bddd91d754aca4ee59d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/3.0)",
"session_id": "af9ed74d-1321-487c-892d-5cff64453fbd",
"risk_score": 52.57,
"confidence": 0.6
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by andrea60 No additional info | training_data_poisoning | null | null | andrea60 | null | null | null | null | null | null | null | null | null | null | null | null | model-2d3680a8 | 669c178a1aa0bc946af9ecfa7ff2e6aed172f7cd | ff6eadd29879bf24f07917bee5f9b1705407c36a | null | null |
4c7e01f5-9b3d-466c-834c-9d3dc843e827 | 2025-02-10T14:14:15 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Finland",
"device_hash": "816f990cd2a2cfbcbfb27af46a294b840ad599bf",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/26.0.886.0 Safari/531.1",
"session_id": "77f79895-9b67-433d-8d8d-a1fffe645efc",
"risk_score": 52.16,
"confidence": 0.74
} | null | null | null | null | null | No additional info | IoT device Medical battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Medical | iot-3839328c | 2.8 | null | null | null | null | null | null | null | null | null | null |
4b0baa4d-aa95-4d91-8c9d-ca37bc3e32c0 | 2025-05-20T13:55:42 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for cheryl04 via OAuth from 58.120.167.81 No additional info | {
"geo_location": "Kenya",
"device_hash": "7939790f93f5933cdc08b11037e6451c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/58.0.889.0 Safari/535.0",
"session_id": "8189654f-21ae-4f0b-903b-e97b01ee0a0e",
"risk_score": 64.26,
"confidence": 0.4
} | 58.120.167.81 | null | null | null | null | No additional info | Auth failed for cheryl04 via OAuth from 58.120.167.81 No additional info | failed | null | null | cheryl04 | null | null | null | null | null | null | null | null | null | null | OAuth | 97:d6:59:36:45:4f | null | null | null | null | null |
1ac605a2-d510-4b7c-9d4f-aff1ac0d8aaf | 2023-05-23T04:44:17 | firewall | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|high| desc=Firewall quarantine SMB traffic from 38.52.81.10:402 to 45.232.111.15:41046 No additional info | {
"geo_location": "Senegal",
"device_hash": "f0b0e8e7ea5193cc4d3fea8763f497a4",
"user_agent": "Opera/9.14.(X11; Linux i686; ks-IN) Presto/2.9.178 Version/12.00",
"session_id": "4d9f09e0-02a3-41fe-8b10-75bf7c89eb9c",
"risk_score": 38.54,
"confidence": 0.72
} | 38.52.81.10 | 45.232.111.15 | null | null | null | No additional info | Firewall quarantine SMB traffic from 38.52.81.10:402 to 45.232.111.15:41046 No additional info | quarantine | 637,954 | SMB | null | null | null | null | null | null | null | null | 402 | 41,046 | 2,613 | null | null | null | null | null | null | null |
24192d12-ec05-4b90-97c5-1ad0f8051914 | 2025-05-18T10:10:46 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Alibaba by karenmason No additional info | {
"geo_location": "United States of America",
"device_hash": "9609dfd656c8c777a80bc7ce9f7df77040040bd8fef90fe29e9092466b08ca66",
"user_agent": "Opera/9.41.(Windows NT 5.2; se-NO) Presto/2.9.181 Version/10.00",
"session_id": "9356be0d-0d6a-4baf-b31a-04c6631dd25c",
"risk_score": 56.51,
"confidence": 0.09
} | null | null | null | null | null | No additional info | Cloud container_escape in Alibaba by karenmason No additional info | container_escape | null | null | karenmason | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-5d4e916a |
51be4605-9814-43a9-8765-3e5e6fe73968 | 2025-06-13T06:56:21 | ids_alert | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|medium| desc=Carbon Black Alert: DNS Tunneling detected from 66.147.180.107 targeting N/A No additional info noise=main/list | {
"geo_location": "Norway",
"device_hash": "4aff975bef557aa2fa06d9c27472ac92990da1c0205eaf700ef358449c1676f2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.1)",
"session_id": "349ca4c1-f9e5-47ad-b5fe-d15ef04ef090",
"risk_score": 51.56,
"confidence": 0.44
} | 66.147.180.107 | N/A | DNS Tunneling | SIG-7973 | Evasion | No additional info | Carbon Black Alert: DNS Tunneling detected from 66.147.180.107 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 |
0354da7f-aff8-4ed3-9024-28949d44ae7d | 2025-02-11T23:08:36 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Zero-Day Exploit detected from 87.127.229.69 targeting 136.143.210.54 No additional info | {
"geo_location": "Chile",
"device_hash": "5b093704657bed714d98d85a516bcd153deebd41",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/46.0.802.0 Mobile/20W347 Safari/531.2",
"session_id": "e04fd77a-3d43-4631-8cdd-2563b8ca6c05",
"risk_score": 81.1,
"confidence": 0.35
} | 87.127.229.69 | 136.143.210.54 | Zero-Day Exploit | SIG-3794 | Evasion | No additional info | LogRhythm Alert: Zero-Day Exploit detected from 87.127.229.69 targeting 136.143.210.54 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 1.5,
"entropy": 4.29,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
452d4a2b-e36a-443e-a646-81d436423438 | 2025-06-12T02:30:12 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by jennifer06 Associated Threat Actor: Conti | {
"geo_location": "Nigeria",
"device_hash": "e24832a2f9f599297e66b26e696f3499be03f1e28c1ff99b0981e51e04f0fa63",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/20.0.888.0 Mobile/28B389 Safari/534.0",
"session_id": "ee1019ff-c563-42a0-bf78-788ded5a8224",
"risk_score": 86.37,
"confidence": 0.22
} | null | null | null | null | null | Associated Threat Actor: Conti | AI system api_abuse by jennifer06 Associated Threat Actor: Conti | api_abuse | null | null | jennifer06 | null | null | null | null | null | null | null | null | null | null | null | null | model-49c32e65 | 3db23a14354c0ef2d031f12e83368306 | 7dfe56d5b04aa4b28041b9cb40e3b03b54888120 | null | null |
cb75aafb-c48b-459e-b5d1-600416dc451f | 2025-05-03T22:03:03 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 72.160.168.86:356 to 41.42.233.88:144 MITRE Technique: T1078.004 | Associated Threat Actor: REvil | {
"geo_location": "China",
"device_hash": "6d08a1922d1a1c6db60e9660116759f2",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; nso-ZA; rv:1.9.1.20) Gecko/5290-06-28 22:25:55 Firefox/3.6.14",
"session_id": "22c92794-fcf6-4a52-9dcb-30f11e88df5b",
"risk_score": 66.8,
"confidence": 0.59
} | 72.160.168.86 | 41.42.233.88 | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: REvil | Firewall drop SMB traffic from 72.160.168.86:356 to 41.42.233.88:144 MITRE Technique: T1078.004 | Associated Threat Actor: REvil | drop | 849,933 | SMB | null | null | null | null | null | null | null | null | 356 | 144 | 2,148 | null | null | null | null | null | null | null |
b917d49f-ee75-4950-bb4a-08eb8ca4a456 | 2025-02-15T11:50:54 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by charles69 No additional info noise=posts/explore | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "5810914b06611a1292c09b660c91bb1c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.1)",
"session_id": "30fff52c-3fac-4c7b-8ea6-c869a5932335",
"risk_score": 57.74,
"confidence": 0.49
} | null | null | null | null | null | No additional info | AI system fine_tuning by charles69 No additional info | fine_tuning | null | null | charles69 | null | null | null | null | null | null | null | null | null | null | null | null | model-4c9497fc | 8eed491a0530362cfc38f85e907bdd0d | 2aa519e8f1e8db3627bbf3c26748490ab92a9d04d0d7f05ce82b51dbac16aeaf | null | null |
ed96735c-dd52-49e9-9610-c9b2c0b752e2 | 2025-03-20T11:30:52 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 144.147.114.33 to 202.223.129.162 MITRE Technique: T1574.002 | {
"geo_location": "Slovenia",
"device_hash": "662f897f570ad1e0c4188cedd56dcdc44cd74b868e2ddb18a75c620fa1964a56",
"user_agent": "Opera/9.85.(X11; Linux x86_64; yi-US) Presto/2.9.169 Version/10.00",
"session_id": "da423558-025d-4643-8325-e4b42b898ed1",
"risk_score": 40.64,
"confidence": 0.29
} | 144.147.114.33 | 202.223.129.162 | null | null | null | MITRE Technique: T1574.002 | Network beaconing from 144.147.114.33 to 202.223.129.162 MITRE Technique: T1574.002 | beaconing | 753,422 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98db5447-0d63-4620-a4f1-a9613385bd81 | 2025-03-18T09:02:20 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in OCI by hruiz No additional info | {
"geo_location": "Namibia",
"device_hash": "f4a024723b9a1bd60809112825a474d2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_3 rv:5.0; mk-MK) AppleWebKit/535.18.3 (KHTML, like Gecko) Version/4.1 Safari/535.18.3",
"session_id": "2e6a4f32-087f-493a-bf9c-526fdccf5e96",
"risk_score": 69.05,
"confidence": 0.71
} | null | null | null | null | null | No additional info | Cloud container_escape in OCI by hruiz No additional info | container_escape | null | null | hruiz | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-a1a72a83 |
b62ebeab-0db7-40c8-a7d8-b745c460be35 | 2025-04-09T22:48:32 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall allow NTP traffic from 8.16.33.14:449 to 185.218.212.221:57948 No additional info noise=list/tag | {
"geo_location": "Guernsey",
"device_hash": "af8bbc293e6796f78ab3fbe333f9fc77612be601",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/60.0.850.0 Mobile/20D676 Safari/534.2",
"session_id": "ce4775df-7ac8-4802-a648-cc909487440a",
"risk_score": 60.22,
"confidence": 0.36
} | 8.16.33.14 | 185.218.212.221 | null | null | null | No additional info | Firewall allow NTP traffic from 8.16.33.14:449 to 185.218.212.221:57948 No additional info | allow | 463,377 | NTP | null | null | null | null | {
"baseline_deviation": 1.51,
"entropy": 7.02,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 449 | 57,948 | 1,291 | null | null | null | null | null | null | null |
c5b8a8ef-6765-48d6-81a1-8081fb25cb50 | 2027-09-12T00:20:16 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: ICS Attack detected from 10.215.46.11 targeting N/A No additional info | {
"geo_location": "Iran",
"device_hash": "decbc90573cd0d656d9dc675780630ce75123e34",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.0)",
"session_id": "7dff4f04-9e3c-4bd2-a4a9-389a54315e4e",
"risk_score": 53.37,
"confidence": 0.51
} | 10.215.46.11 | N/A | ICS Attack | SIG-3959 | Policy | No additional info | QRadar Alert: ICS Attack detected from 10.215.46.11 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 |
5d76d47e-7b41-491f-8e3e-84f85041dd4b | 2025-05-06T06:33:32 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Alibaba by michaelnguyen Unconventional IOC: Power consumption spikes noise=allow|price|because | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "5aa51a8b8a0311d7abf8213c9357243ef7541c4d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_8 rv:6.0; ts-ZA) AppleWebKit/535.30.7 (KHTML, like Gecko) Version/5.0 Safari/535.30.7",
"session_id": "b204f8fd-d58a-4e2b-a9e0-f365e11a4443",
"risk_score": 100,
"confidence": 0.11
} | null | null | null | null | null | Unconventional IOC: Power consumption spikes | Cloud crypto_mining in Alibaba by michaelnguyen Unconventional IOC: Power consumption spikes | crypto_mining | null | null | michaelnguyen | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-0edd76a2 |
42451dfc-4706-4d13-a00a-e2f4fbdac19f | 2025-06-19T00:10:52 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start report by zparker Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Hungary",
"device_hash": "93649c85bf61f8bc09adf1dfec1de4518cedfefd8c4b5bcc9b6b8af13ee162e0",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/58.0.859.0 Safari/536.2",
"session_id": "d6ffd122-ce95-4528-bca7-ab8968673c28",
"risk_score": 50.3,
"confidence": 0.1
} | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | Endpoint process_start report by zparker Unconventional IOC: Bios timestamp anomalies | process_start | null | null | zparker | report | 9,015 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41ba56a3-1aff-4686-a285-376662a1941f | 2025-01-29T17:18:27 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /establish/ball.jpeg by carol61 No additional info | {
"geo_location": "Malaysia",
"device_hash": "dc738ee78f62a5a2b8a0fa28eeeff410a36130f6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.17.7 (KHTML, like Gecko) Version/4.0.2 Safari/534.17.7",
"session_id": "6d7edcd1-7bee-4d75-a5be-feb9765026fa",
"risk_score": 28.05,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /establish/ball.jpeg by carol61 No additional info | scheduled_task | null | null | carol61 | /establish/ball.jpeg | 9,107 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e391a4bc-f0a8-4ea8-bcdb-371f057d66d6 | 2025-02-23T17:39:01 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "San Marino",
"device_hash": "e1aba5fddcd2ab25de5616337f65da70b0300750",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.12.6 (KHTML, like Gecko) Version/5.1 Safari/533.12.6",
"session_id": "c4755cdd-ac5b-48f7-aff4-78bd95bacde8",
"risk_score": 51.37,
"confidence": 0.28
} | null | null | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-3d78e515 | 3.0 | null | null | null | null | null | null | null | null | null | null |
aed30dc0-ffed-4f83-b689-c362eec43152 | 2025-04-18T00:20:37 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 55.171.64.142 to 205.101.99.214 No additional info | {
"geo_location": "Korea",
"device_hash": "d20b44f70713ff9570de4a3a68c6a593",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/18.7p3330.0 Mobile/48S399 Safari/531.1",
"session_id": "9be049c8-6c89-4e22-aaac-9404950a9aca",
"risk_score": 45.69,
"confidence": 0.1
} | 55.171.64.142 | 205.101.99.214 | null | null | null | No additional info | Network latency_spike from 55.171.64.142 to 205.101.99.214 No additional info | latency_spike | 182,750 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cdebde10-a7ff-4282-852a-5dfad65d500b | 2025-01-19T11:48:37 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: XSS detected from 100.13.39.227 targeting 66.66.114.58 MITRE Technique: T1053.005 | {
"geo_location": "Gambia",
"device_hash": "9e01475880558b2a9162f323c08c8c99c378814a",
"user_agent": "Opera/8.71.(X11; Linux i686; ky-KG) Presto/2.9.180 Version/10.00",
"session_id": "ad6bd117-3b9f-46ec-8b2a-a2105b08f6b8",
"risk_score": 50.64,
"confidence": 0.62
} | 100.13.39.227 | 66.66.114.58 | XSS | SIG-4209 | Exploit | MITRE Technique: T1053.005 | ArcSight Alert: XSS detected from 100.13.39.227 targeting 66.66.114.58 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 |
a2ec02d3-ee22-43fb-a093-7fe767cda9f1 | 2025-07-08T11:26:34 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Credential Stuffing detected from 142.199.248.112 targeting N/A No additional info noise=tags/explore | {
"geo_location": "Norway",
"device_hash": "c3d252957cd5e74fd812eebe5ddfeb9d7116e260da9e094408dfd47858fdc8dd",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_5 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/14.7t2310.0 Mobile/79M980 Safari/532.0",
"session_id": "2da99e62-adae-47f9-a9cf-52abfa7b7fd8",
"risk_score": 54.34,
"confidence": 0.35
} | 142.199.248.112 | N/A | Credential Stuffing | SIG-6948 | Evasion | No additional info | Trellix Alert: Credential Stuffing detected from 142.199.248.112 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 |
f067d03e-deb1-4af8-8b26-5371d6f9271d | 2025-02-24T13:22:32 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect DNS traffic from 176.157.9.219:12 to 220.251.202.9:2858 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "42007112f0d1052535acbf92a9de5323",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/9.7q9237.0 Mobile/41M099 Safari/534.0",
"session_id": "040a1fec-9246-415b-ac8d-6de48bd9a7b8",
"risk_score": 85.24,
"confidence": 0.06
} | 176.157.9.219 | 220.251.202.9 | null | null | null | No additional info | Firewall inspect DNS traffic from 176.157.9.219:12 to 220.251.202.9:2858 No additional info | inspect | 948,225 | DNS | null | null | null | null | null | null | null | null | 12 | 2,858 | 1,069 | null | null | null | null | null | null | null |
fb5547d7-67e1-4c75-a6c4-fe429353653c | 2025-02-09T14:12:22 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /matter/natural.numbers by mhull Unconventional IOC: Power consumption spikes | {
"geo_location": "Costa Rica",
"device_hash": "9422b0387f122754e5aec4bc5971c811edcae6b0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.1)",
"session_id": "8db035cd-d7c1-4d4e-858d-f0c85565d86d",
"risk_score": 79.93,
"confidence": 0.85
} | null | null | null | null | null | Unconventional IOC: Power consumption spikes | Endpoint service_install /matter/natural.numbers by mhull Unconventional IOC: Power consumption spikes | service_install | null | null | mhull | /matter/natural.numbers | 7,912 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49f543d0-b53a-4f16-ab52-763c9d936147 | 2025-07-07T03:30:34 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 153.121.123.61 to 48.18.245.208 Associated Threat Actor: Inception Framework | {
"geo_location": "Myanmar",
"device_hash": "3a18c9e7cb33e0255bc050eb150dde31e3626f08fb3a9cd6a972b2dc66d4ff09",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/13.0.803.0 Safari/535.0",
"session_id": "ce6cd15f-4148-4baf-9787-d08de62646e2",
"risk_score": 56.99,
"confidence": 0.15
} | 153.121.123.61 | 48.18.245.208 | null | null | null | Associated Threat Actor: Inception Framework | Network beaconing from 153.121.123.61 to 48.18.245.208 Associated Threat Actor: Inception Framework | beaconing | 216,775 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
06022b43-e023-4b00-bc87-88da69674996 | 2025-04-08T07:26:09 | network | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 53.42.232.174 to 201.255.233.250 Associated Threat Actor: APT34 noise=foot|partner|price | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "419c0f5739d4c504cf65e9b258c5b2bd2b97df18",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/17.0.833.0 Mobile/29G573 Safari/535.1",
"session_id": "bacdca30-9219-42f4-aa6a-810548bc9776",
"risk_score": 58.02,
"confidence": 0.94
} | 53.42.232.174 | 201.255.233.250 | null | null | null | Associated Threat Actor: APT34 | Network protocol_anomaly from 53.42.232.174 to 201.255.233.250 Associated Threat Actor: APT34 | protocol_anomaly | 730,468 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d8a8d3ed-cba4-46b8-884b-25880e389e4b | 2025-04-02T08:00:26 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 105.144.126.57 to 85.161.227.68 MITRE Technique: T1110.003 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "53c3dbaf6dac0b65afa30a0b5c778e3ff270c8a9434326f3ec2040603d7b1226",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_9 rv:2.0; or-IN) AppleWebKit/534.49.7 (KHTML, like Gecko) Version/4.0 Safari/534.49.7",
"session_id": "946c336f-4168-4b72-8e47-2af48c33ddde",
"risk_score": 34.69,
"confidence": 0.21
} | 105.144.126.57 | 85.161.227.68 | null | null | null | MITRE Technique: T1110.003 | Network beaconing from 105.144.126.57 to 85.161.227.68 MITRE Technique: T1110.003 | beaconing | 341,893 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cc208ac-9ae7-4e55-9670-c792ee8d37fb | 2025-05-14T07:33:53 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny HTTP traffic from 86.130.234.109:1021 to 202.230.46.164:881 No additional info noise=explore/tag/search | {
"geo_location": "Greenland",
"device_hash": "c3bb189afc1d10f1697d28219bf7a73a0970b8935b044e32cc43530e5116aaf3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_9 rv:3.0; gl-ES) AppleWebKit/532.16.3 (KHTML, like Gecko) Version/5.0 Safari/532.16.3",
"session_id": "80282f95-0700-46cf-af0c-23f048822799",
"risk_score": 48.53,
"confidence": 0.9
} | 86.130.234.109 | 202.230.46.164 | null | null | null | No additional info | Firewall deny HTTP traffic from 86.130.234.109:1021 to 202.230.46.164:881 No additional info | deny | 268,473 | HTTP | null | null | null | null | {
"baseline_deviation": 1.55,
"entropy": 5.46,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 1,021 | 881 | 3,134 | null | null | null | null | null | null | null |
4fc3a92d-27d7-4b27-94b8-765b70eaaf7b | 2025-02-20T20:16:05 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /financial/moment.flac by joel83 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "80409b95383baae5a135997fdcc5e262a71e311e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.0)",
"session_id": "0365e95a-16ef-428e-952b-9f2dcc36cb31",
"risk_score": 26.18,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /financial/moment.flac by joel83 No additional info | persistence_mechanism | null | null | joel83 | /financial/moment.flac | 8,734 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9902cff2-e423-4115-b2e9-1a6931e4c646 | 2025-05-15T04:02:56 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only RDP traffic from 25.56.90.83:48285 to 113.138.94.152:733 No additional info | {
"geo_location": "United States of America",
"device_hash": "d8265d6ab151a11d0a386f75fa18e6ceaecc3b91d0475a7eec962aa70d864135",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_8 rv:4.0; ne-NP) AppleWebKit/533.18.7 (KHTML, like Gecko) Version/4.1 Safari/533.18.7",
"session_id": "a79f6980-4f68-4abe-a6ed-24f3af669a42",
"risk_score": 65.71,
"confidence": 0.15
} | 25.56.90.83 | 113.138.94.152 | null | null | null | No additional info | Firewall log-only RDP traffic from 25.56.90.83:48285 to 113.138.94.152:733 No additional info | log-only | 953,062 | RDP | null | null | null | null | null | null | null | null | 48,285 | 733 | 310 | null | null | null | null | null | null | null |
3ed16eca-5e0c-4b07-9222-3af7d0a6ab97 | 2025-03-15T14:44:12 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for bfisher via key from 220.249.166.124 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "280363c656102c60defbedb62f8a41fe4fffa2ec",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; gez-ER) AppleWebKit/533.14.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.14.1",
"session_id": "6829ce9e-259b-4de5-940c-624e2d56a23e",
"risk_score": 37.7,
"confidence": 0.67
} | 220.249.166.124 | null | null | null | null | No additional info | Auth challenge for bfisher via key from 220.249.166.124 No additional info | challenge | null | null | bfisher | null | null | null | null | null | null | null | null | null | null | key | 6f:98:c9:9c:35:11 | null | null | null | null | null |
e1fcb1ed-69bb-4436-8327-260c87ac0816 | 2025-02-17T10:25:17 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: XSS detected from 123.59.194.66 targeting 86.232.89.11 No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "d2989ee8fbe4d4b7edca949c6ee6dee9ae7a8e11",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_6; rv:1.9.2.20) Gecko/8470-02-24 06:34:00 Firefox/3.8",
"session_id": "c3fc1c1b-ac8f-4989-9bd7-ec788c8c9d72",
"risk_score": 26.66,
"confidence": 0.22
} | 123.59.194.66 | 86.232.89.11 | XSS | SIG-6550 | Exploit | No additional info | Tanium Alert: XSS detected from 123.59.194.66 targeting 86.232.89.11 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7b32aa43-8850-46c2-a9ff-8c90efadac8e | 2025-06-19T03:37:27 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 10.210.24.239 to 192.141.140.171 MITRE Technique: T1134.001 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Antigua and Barbuda",
"device_hash": "8975cfe6e622d0c27d6042c18181707c319544f8a92f3ca94200c06bccf9b165",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_6) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/59.0.819.0 Safari/534.2",
"session_id": "ef712adc-08f5-4feb-b95f-2d5dbfb6d3a7",
"risk_score": 72.76,
"confidence": 0.73
} | 10.210.24.239 | 192.141.140.171 | null | null | null | MITRE Technique: T1134.001 | Unconventional IOC: Unusual DNS TXT records | Network disconnection from 10.210.24.239 to 192.141.140.171 MITRE Technique: T1134.001 | Unconventional IOC: Unusual DNS TXT records | disconnection | 232,909 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
934eb36c-02f3-450f-8eb0-f95db245739e | 2025-04-13T01:25:36 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 61.82.238.159 to 198.183.34.247 MITRE Technique: T1543.003 | {
"geo_location": "Chad",
"device_hash": "6dae8ec7baa6b84c9282737484d075dc",
"user_agent": "Opera/8.50.(X11; Linux i686; ka-GE) Presto/2.9.162 Version/12.00",
"session_id": "b818ec2e-335d-4ada-aa46-dd657373e307",
"risk_score": 84.29,
"confidence": 0.31
} | 61.82.238.159 | 198.183.34.247 | null | null | null | MITRE Technique: T1543.003 | Network latency_spike from 61.82.238.159 to 198.183.34.247 MITRE Technique: T1543.003 | latency_spike | 468,480 | TCP | null | null | null | null | {
"baseline_deviation": 1.08,
"entropy": 6.4,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
483d0cc2-3b48-4c22-a698-6bf3bf790d9f | 2025-04-18T09:20:59 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for dgarcia via SAML from 60.148.145.165 No additional info | {
"geo_location": "Mauritius",
"device_hash": "3484815a814986087c68d76ba65cc36d5122e96a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.0)",
"session_id": "0cd624ca-afcd-4907-920c-7a3c8546f02c",
"risk_score": 25.33,
"confidence": 0.74
} | 60.148.145.165 | null | null | null | null | No additional info | Auth failed for dgarcia via SAML from 60.148.145.165 No additional info | failed | null | null | dgarcia | null | null | null | null | null | null | null | null | null | null | SAML | bf:e6:2e:c5:a2:9c | null | null | null | null | null |
c65f7a3d-8310-4236-b0c2-41e809a2af26 | 2024-05-12T19:36:30 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /or/once.png by fshelton No additional info | {
"geo_location": "Croatia",
"device_hash": "b31eacb05c8b87d0d1c68e8cbf29d3e4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.1)",
"session_id": "a4945c0b-ea41-4aed-bffe-6084a34e3340",
"risk_score": 22.66,
"confidence": 0.43
} | null | null | null | null | null | No additional info | Endpoint file_access /or/once.png by fshelton No additional info | file_access | null | null | fshelton | /or/once.png | 9,115 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a63de26d-a9de-489e-bc53-0a633f23ba2d | 2025-04-05T06:03:14 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Czech Republic",
"device_hash": "bb86498735b8c9b2ceca7ca229fc158849382e17fdb8bdf0005ac941931fe6a0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/44.0.812.0 Safari/531.0",
"session_id": "e1fc7f9e-fa2d-4188-be3a-7a960886aea6",
"risk_score": 46.06,
"confidence": 0.8
} | null | null | null | null | null | No additional info | IoT device Medical firmware_update No additional info | firmware_update | null | null | null | null | null | null | {
"baseline_deviation": 1.95,
"entropy": 7.86,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Medical | iot-c881c874 | 1.1 | null | null | null | null | null | null | null | null | null | null |
6232ed28-8dd2-460f-8cbb-99fd52a2a9e6 | 2025-07-03T06:59:55 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect UDP traffic from 140.57.51.31:45005 to 33.229.47.161:483 MITRE Technique: T1134.001 | {
"geo_location": "Guinea",
"device_hash": "8ebbb3267e67b667bfd94580334b6fb33c599d86",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/4.1)",
"session_id": "a964509d-0e29-423d-a363-1c9bf3e9255e",
"risk_score": 36.36,
"confidence": 0.44
} | 140.57.51.31 | 33.229.47.161 | null | null | null | MITRE Technique: T1134.001 | Firewall inspect UDP traffic from 140.57.51.31:45005 to 33.229.47.161:483 MITRE Technique: T1134.001 | inspect | 288,921 | UDP | null | null | null | null | null | null | null | null | 45,005 | 483 | 1,647 | null | null | null | null | null | null | null |
1f4d3ad3-e763-4010-bbab-f437182686b9 | 2025-04-30T06:29:18 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /decide/glass.odp by megangreen No additional info | {
"geo_location": "Myanmar",
"device_hash": "5c3a442bf3f866037f1f4daf7eec43a9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ig-NG) AppleWebKit/532.35.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.35.1",
"session_id": "8a97075d-7a4c-4bf2-907c-daf4859523fa",
"risk_score": 62.92,
"confidence": 0.42
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /decide/glass.odp by megangreen No additional info | persistence_mechanism | null | null | megangreen | /decide/glass.odp | 8,123 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6645b8c7-5de3-4911-a330-a5b224cca5b5 | 2025-05-03T09:25:01 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 200.176.107.104 to 60.249.27.217 MITRE Technique: T1071.001 | {
"geo_location": "Djibouti",
"device_hash": "3a67aad08261c603b479d88563ba01fcbff2628cd5e90f8f3647c6e4672c3391",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_4; rv:1.9.4.20) Gecko/5010-07-31 12:59:16 Firefox/3.8",
"session_id": "5c01b06d-d8d2-42a4-8fc0-8718e99ba713",
"risk_score": 29.49,
"confidence": 0.21
} | 200.176.107.104 | 60.249.27.217 | null | null | null | MITRE Technique: T1071.001 | Network bandwidth_usage from 200.176.107.104 to 60.249.27.217 MITRE Technique: T1071.001 | bandwidth_usage | 675,620 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1d647f93-6018-4954-8189-49be2ccb8acd | 2025-06-08T15:24:28 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth locked for crobinson via OAuth from 10.39.69.105 MITRE Technique: T1574.002 noise=tags | {
"geo_location": "Estonia",
"device_hash": "df0443fa572b274cd344eecef2905c13abb8dc14600fc2599002627abb14b1ac",
"user_agent": "Opera/8.44.(X11; Linux x86_64; doi-IN) Presto/2.9.174 Version/10.00",
"session_id": "7ace9cc2-5539-42cf-8758-3da20b494800",
"risk_score": 52.98,
"confidence": 0.45
} | 10.39.69.105 | null | null | null | null | MITRE Technique: T1574.002 | Auth locked for crobinson via OAuth from 10.39.69.105 MITRE Technique: T1574.002 | locked | null | null | crobinson | null | null | null | null | null | null | null | null | null | null | OAuth | b0:fe:8a:32:23:08 | null | null | null | null | null |
c2fcfc45-d8e6-480b-ab04-22d5a69345af | 2025-02-16T02:32:52 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network connection from 10.78.33.181 to 42.61.45.118 No additional info noise=V2hhdGV2ZXIu | {
"geo_location": "Malawi",
"device_hash": "54bbf0096670f5cdeb52e8e59187365b23746db0",
"user_agent": "Opera/9.10.(X11; Linux i686; lv-LV) Presto/2.9.177 Version/10.00",
"session_id": "bc412331-6581-4bb9-b59e-a02cd77239bb",
"risk_score": 57.99,
"confidence": 0.08
} | 10.78.33.181 | 42.61.45.118 | null | null | null | No additional info | Network connection from 10.78.33.181 to 42.61.45.118 No additional info | connection | 414,604 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
48ec399d-da5f-41f3-8439-2dccf04ae984 | 2025-01-29T10:45:48 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Zero-Day Exploit detected from 8.239.126.99 targeting 115.77.197.53 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "9f795b911a224f875fc01af51973c65bdb3112025dced01890273ed7a085e438",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "b0aa085d-f5db-4eab-a5bf-12cc14c2201d",
"risk_score": 40.08,
"confidence": 0.25
} | 8.239.126.99 | 115.77.197.53 | Zero-Day Exploit | SIG-1912 | Malware | No additional info | Suricata Alert: Zero-Day Exploit detected from 8.239.126.99 targeting 115.77.197.53 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
23b57e80-b903-4171-84e4-09520d775d56 | 2025-06-19T22:09:31 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor protocol_violation MITRE Technique: T1059.001 | Associated Threat Actor: Scattered Spider | {
"geo_location": "United States Virgin Islands",
"device_hash": "8e882441e0ffd81a845b786bc9e80f205618fa74c96809572dd7fb2deee68489",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; mr-IN) AppleWebKit/531.32.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.32.5",
"session_id": "341e26b9-174c-4db2-b36f-b0e5759c100a",
"risk_score": 43.1,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Scattered Spider | IoT device Sensor protocol_violation MITRE Technique: T1059.001 | Associated Threat Actor: Scattered Spider | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-f7380538 | 1.6 | null | null | null | null | null | null | null | null | null | null |
8e8ff0e7-42df-4818-ac1b-fabbc7f4a8e2 | 2025-05-15T03:22:03 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network connection from 153.2.12.228 to 220.36.153.5 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "7be2df043bad69a0a14ff95acd1b90a881cf43dc",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9940-03-30 03:22:50 Firefox/6.0",
"session_id": "611c20b2-fb5e-4296-8e86-ec091f93ef5b",
"risk_score": 37.83,
"confidence": 0.13
} | 153.2.12.228 | 220.36.153.5 | null | null | null | No additional info | Network connection from 153.2.12.228 to 220.36.153.5 No additional info | connection | 363,492 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
baa9f9a7-bc75-462c-889a-decda39d42f3 | 2025-02-15T11:34:01 | ai | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by coreyjackson No additional info | {
"geo_location": "Myanmar",
"device_hash": "80460af3a411d171caf22afa1b73f6e89fb427c2",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.4) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/60.0.807.0 Safari/535.1",
"session_id": "4a6c86c4-81ed-471c-965d-ff9072058f21",
"risk_score": 18.82,
"confidence": 0.31
} | null | null | null | null | null | No additional info | AI system fine_tuning by coreyjackson No additional info | fine_tuning | null | null | coreyjackson | null | null | null | null | null | null | null | null | null | null | null | null | model-feb2c4a0 | 77356e8d4aff9bbd9c89fc45b81c0132db9b5711 | 4ad2ae840e67d3877f8e8354fc7f67a1 | null | null |
365e7ab5-5dc5-42c2-b80f-cabb43cd4577 | 2025-04-13T04:00:45 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /green/nature.mov by brentdiaz No additional info | {
"geo_location": "Oman",
"device_hash": "0773527f5359424a7fd988f540b8ef25",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_5 rv:5.0; ps-AF) AppleWebKit/533.41.2 (KHTML, like Gecko) Version/4.0.1 Safari/533.41.2",
"session_id": "665c6cff-241e-4088-9191-4251ef37532d",
"risk_score": 73.1,
"confidence": 0.35
} | null | null | null | null | null | No additional info | Endpoint driver_load /green/nature.mov by brentdiaz No additional info | driver_load | null | null | brentdiaz | /green/nature.mov | 201 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d68b6c35-7054-41a8-af51-436dfe406160 | 2025-02-01T02:38:06 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 10.153.110.86 to 12.240.231.96 No additional info noise=stock|court|know | {
"geo_location": "Greece",
"device_hash": "0a82ea35dae6fcffef09343b342f908a131ae786",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/15.0.808.0 Safari/531.1",
"session_id": "f439102e-a3a3-4a31-90d6-98362a0374a9",
"risk_score": 60.53,
"confidence": 0.02
} | 10.153.110.86 | 12.240.231.96 | null | null | null | No additional info | Network bandwidth_usage from 10.153.110.86 to 12.240.231.96 No additional info | bandwidth_usage | 785,138 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de7ca708-8676-4f45-8bbc-86133445508b | 2025-04-26T19:57:10 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by garciashelby No additional info | {
"geo_location": "Cameroon",
"device_hash": "42447d886aa1ab8d308fa1c19fa3a79410421842ce2e5060040924ff49ae5b19",
"user_agent": "Opera/9.60.(X11; Linux x86_64; zh-CN) Presto/2.9.165 Version/11.00",
"session_id": "dd9449ec-34d8-49fd-beeb-541b02503f2f",
"risk_score": 41.74,
"confidence": 0.08
} | null | null | null | null | null | No additional info | AI system adversarial_input by garciashelby No additional info | adversarial_input | null | null | garciashelby | null | null | null | null | null | null | null | null | null | null | null | null | model-ea57e791 | f7d96af995b6fe736dbec0a4a26b7a62ff7c2386ca4f89d0d24630fd898a679c | 2866758c181f0f60b10b335aa98eb8bc86dcdb37 | null | null |
b42f3ed9-294a-4e5f-a130-2aa9c9dccc11 | 2025-01-28T15:08:04 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /want/avoid.wav by oyoung MITRE Technique: T1566.001 | {
"geo_location": "Lebanon",
"device_hash": "de8df937600dac4bf8a8224bae4eed39",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.1)",
"session_id": "04810c1c-e2bb-41df-8fa0-e21bc4b5bb63",
"risk_score": 67.24,
"confidence": 0.13
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint wmi_exec /want/avoid.wav by oyoung MITRE Technique: T1566.001 | wmi_exec | null | null | oyoung | /want/avoid.wav | 5,028 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ac0bc99-5b73-46d6-86f3-e5d4bdfd0382 | 2025-03-01T06:38:26 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for eperez via MFA from 193.185.157.109 Unconventional IOC: Power consumption spikes noise=categories/explore/blog | {
"geo_location": "Syrian Arab Republic",
"device_hash": "86e17f05c74631e763698a257f1c69ed03dd115cc04acde59b7832ae6b16037e",
"user_agent": "Opera/9.10.(Windows NT 11.0; en-ZM) Presto/2.9.190 Version/11.00",
"session_id": "a797e1a3-50ef-40a3-be05-ea435a8c55e9",
"risk_score": 39.3,
"confidence": 0.34
} | 193.185.157.109 | null | null | null | null | Unconventional IOC: Power consumption spikes | Auth challenge for eperez via MFA from 193.185.157.109 Unconventional IOC: Power consumption spikes | challenge | null | null | eperez | null | null | null | null | null | null | null | null | null | null | MFA | 22:04:29:d2:5c:4f | null | null | null | null | null |
3f7b47e8-eed1-47b9-bb4c-bdb5d71ec63b | 2029-03-23T13:55:18 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start /over/star.wav by ashleyrivers Associated Threat Actor: Scattered Spider | {
"geo_location": "Ecuador",
"device_hash": "d11eac66e9f1fa7e3faac89d3468de2d3c7f3c60",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/42.0.850.0 Safari/534.0",
"session_id": "76772e68-b6e1-4574-82ca-b816b15c3c76",
"risk_score": 67.39,
"confidence": 0.46
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | Endpoint process_start /over/star.wav by ashleyrivers Associated Threat Actor: Scattered Spider | process_start | null | null | ashleyrivers | /over/star.wav | 655 | svchost.exe | {
"baseline_deviation": 1.77,
"entropy": 2.64,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
cffd56ab-75dc-476d-a734-f2ef9622b29c | 2025-04-30T00:39:26 | 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: Living-off-the-Land detected from 155.86.39.77 targeting 157.152.142.90 Associated Threat Actor: Lazarus Group | {
"geo_location": "Moldova",
"device_hash": "ea8fd5990d09e1e4019d7ddefa594570f4da4082",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/27.0.837.0 Safari/533.0",
"session_id": "926c6242-5d56-4379-a593-c541433af423",
"risk_score": 30.51,
"confidence": 1
} | 155.86.39.77 | 157.152.142.90 | Living-off-the-Land | SIG-6452 | Evasion | Associated Threat Actor: Lazarus Group | FireEye HX Alert: Living-off-the-Land detected from 155.86.39.77 targeting 157.152.142.90 Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c421b7ba-453c-498f-8840-4773c64b616a | 2025-05-16T01:38:28 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop ICMP traffic from 69.222.3.169:139 to 207.143.137.199:713 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "bb2d2b1596909aa7b60f91e0b72aedaed5dd35119b6790a2199bce160cf5ac25",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/60.0.887.0 Safari/536.1",
"session_id": "dc7718b3-1023-4269-ad4f-2d2d2f2ca2db",
"risk_score": 70.73,
"confidence": 0.98
} | 69.222.3.169 | 207.143.137.199 | null | null | null | No additional info | Firewall drop ICMP traffic from 69.222.3.169:139 to 207.143.137.199:713 No additional info | drop | 513,331 | ICMP | null | null | null | null | null | null | null | null | 139 | 713 | 1,777 | null | null | null | null | null | null | null |
2bf11ba4-28e2-4dd5-9c50-715488900891 | 2025-05-30T09:43:08 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 43.138.32.27 to 135.77.180.132 Associated Threat Actor: APT29 | {
"geo_location": "Brazil",
"device_hash": "c3155a88f339a3a33edde8696b119c20",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mai-IN) AppleWebKit/531.25.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.25.6",
"session_id": "db7facdf-ef46-489c-b504-9f02501f5806",
"risk_score": 47.57,
"confidence": 0.28
} | 43.138.32.27 | 135.77.180.132 | null | null | null | Associated Threat Actor: APT29 | Network covert_channel from 43.138.32.27 to 135.77.180.132 Associated Threat Actor: APT29 | covert_channel | 297,616 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0d13321a-ac35-4476-82d1-a7a0a61f5165 | 2025-07-09T01:10:04 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 208.253.184.83 to 80.74.168.34 No additional info | {
"geo_location": "Switzerland",
"device_hash": "f5dd9b7a45456326aa3a36363c905d4f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/30.0.835.0 Safari/532.0",
"session_id": "fdb44e97-3b17-49fd-8cdb-7e571e82d2fa",
"risk_score": 58.68,
"confidence": 0.48
} | 208.253.184.83 | 80.74.168.34 | null | null | null | No additional info | Network covert_channel from 208.253.184.83 to 80.74.168.34 No additional info | covert_channel | 259,754 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d9fca428-8579-40f5-8040-5eb15cfcbaa4 | 2025-05-07T19:34:12 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect TCP traffic from 114.32.14.85:151 to 155.147.152.171:111 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "6fe12756b3cbe72ac68d61c343f37ee1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; az-AZ) AppleWebKit/535.45.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.45.1",
"session_id": "d2c7ef8d-df0b-4042-8a75-29ee6e09849b",
"risk_score": 60.39,
"confidence": 0.93
} | 114.32.14.85 | 155.147.152.171 | null | null | null | No additional info | Firewall inspect TCP traffic from 114.32.14.85:151 to 155.147.152.171:111 No additional info | inspect | 816,894 | TCP | null | null | null | null | null | null | null | null | 151 | 111 | 3,139 | null | null | null | null | null | null | null |
607bca08-09e7-4ba4-84b7-91bba6567cb7 | 2025-05-29T08:25:58 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by amy11 No additional info | {
"geo_location": "China",
"device_hash": "602b19bedea68fe22802a110ec3674dfaf6a6b90",
"user_agent": "Opera/8.43.(Windows NT 6.1; sq-AL) Presto/2.9.170 Version/10.00",
"session_id": "ab45e291-e0f6-4fe4-bafb-235b4a320647",
"risk_score": 95.44,
"confidence": 0.58
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by amy11 No additional info | training_data_poisoning | null | null | amy11 | null | null | null | null | null | null | null | null | null | null | null | null | model-687e2b34 | b552fd9090d71bbb17c4075de9b90ecca4e0357d | 8f1200d136d5165662d835eff008194ecafbe9ef92fab2c92cd84f76a3bbda6b | null | null |
41e6cebd-6f3b-49ef-a2ba-128317b39ec5 | 2025-05-09T10:44:23 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec manage by cindy52 MITRE Technique: T1059.005 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Greenland",
"device_hash": "3679bbcfe4174301327b41572ff028a3080f60b790dd9d4f6f235f05202531f5",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_3 rv:3.0; ga-IE) AppleWebKit/535.16.2 (KHTML, like Gecko) Version/5.1 Safari/535.16.2",
"session_id": "8dc768d7-2fc5-49c6-b013-24d27189dd36",
"risk_score": 64.3,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: Bios timestamp anomalies | Endpoint wmi_exec manage by cindy52 MITRE Technique: T1059.005 | Unconventional IOC: Bios timestamp anomalies | wmi_exec | null | null | cindy52 | manage | 4,121 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10248625-7d0b-48bb-8be1-8324f4043403 | 2025-05-07T07:25:04 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth success for stephanie33 via SAML from 118.142.109.159 MITRE Technique: T1574.002 noise=9E22AB89 | {
"geo_location": "Hungary",
"device_hash": "371e0bfdec6bb29cb3ba2f08c36a48108bc891b9",
"user_agent": "Opera/9.53.(X11; Linux i686; fa-IR) Presto/2.9.167 Version/12.00",
"session_id": "38160704-d862-4216-9b50-449433d80baa",
"risk_score": 38.49,
"confidence": 0.41
} | 118.142.109.159 | null | null | null | null | MITRE Technique: T1574.002 | Auth success for stephanie33 via SAML from 118.142.109.159 MITRE Technique: T1574.002 | success | null | null | stephanie33 | null | null | null | null | null | null | null | null | null | null | SAML | 7b:2d:83:65:ce:4f | null | null | null | null | null |
9c1acb9f-2eae-47f3-a105-fc901bd5acd9 | 2025-02-19T13:06:56 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task chance by imoody MITRE Technique: T1134.001 | {
"geo_location": "French Guiana",
"device_hash": "5be1732a43d487ce7c1258541e908086",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/13.0.885.0 Safari/533.2",
"session_id": "ccd81a9d-c434-4be2-9cca-5c4b48b7cb74",
"risk_score": 27.44,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint scheduled_task chance by imoody MITRE Technique: T1134.001 | scheduled_task | null | null | imoody | chance | 689 | cmd.exe | {
"baseline_deviation": 1.25,
"entropy": 2.88,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
d091d8e8-03e7-42c1-89b3-1f0f24b24409 | 2025-05-23T03:44:45 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for evan79 via SAML from 83.217.85.215 Unconventional IOC: CPU microcode changes | {
"geo_location": "Italy",
"device_hash": "0c6851005316ee3096a3ae724d29d197",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_5 rv:4.0; fr-FR) AppleWebKit/532.23.2 (KHTML, like Gecko) Version/5.1 Safari/532.23.2",
"session_id": "1d886b23-4129-41ae-9a58-ddfb858ee8ff",
"risk_score": 48.74,
"confidence": 0.25
} | 83.217.85.215 | null | null | null | null | Unconventional IOC: CPU microcode changes | Auth locked for evan79 via SAML from 83.217.85.215 Unconventional IOC: CPU microcode changes | locked | null | null | evan79 | null | null | null | null | null | null | null | null | null | null | SAML | 57:f2:bd:1c:6c:c6 | null | null | null | null | null |
5e583012-2ee9-4c9a-916a-df3cf60daa59 | 2025-05-01T19:12:43 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow NTP traffic from 84.46.112.187:775 to 213.133.181.127:51 No additional info | {
"geo_location": "Cameroon",
"device_hash": "286e03a5c18bff395a4f7970163e5fbce9b4a4de",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_9; rv:1.9.4.20) Gecko/5338-05-31 14:42:13 Firefox/3.8",
"session_id": "4f46f89b-a7d9-4660-8de3-6f2743a89a35",
"risk_score": 75.72,
"confidence": 0.17
} | 84.46.112.187 | 213.133.181.127 | null | null | null | No additional info | Firewall allow NTP traffic from 84.46.112.187:775 to 213.133.181.127:51 No additional info | allow | 400,413 | NTP | null | null | null | null | null | null | null | null | 775 | 51 | 596 | null | null | null | null | null | null | null |
7d975f07-d3b6-4136-945e-08f941459cfe | 2025-04-05T18:34:43 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 84.253.223.228 to 2.179.134.170 MITRE Technique: T1059.001 | {
"geo_location": "Cayman Islands",
"device_hash": "69c42203bee8cd9709bd7126ce3db33a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.1)",
"session_id": "6ec044e8-a3d2-4eb7-afb9-afa2eab491c2",
"risk_score": 48.36,
"confidence": 0.84
} | 84.253.223.228 | 2.179.134.170 | null | null | null | MITRE Technique: T1059.001 | Network bandwidth_usage from 84.253.223.228 to 2.179.134.170 MITRE Technique: T1059.001 | bandwidth_usage | 897,538 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6989a013-f1b8-4150-b7b9-5699be1b4f39 | 2025-02-18T09:01:46 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: Supply Chain Compromise detected from 152.221.56.21 targeting 10.140.142.0 MITRE Technique: T1204.002 | {
"geo_location": "Kiribati",
"device_hash": "ee63039ea8e0e6970b5cebd9a393b7b6f223df24708226511f6585e7cde241c6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_7 rv:2.0; cy-GB) AppleWebKit/531.46.3 (KHTML, like Gecko) Version/5.0.3 Safari/531.46.3",
"session_id": "fa0df7c5-448c-4aa4-9f61-aa375dbb9e4a",
"risk_score": 60.98,
"confidence": 0.7
} | 152.221.56.21 | 10.140.142.0 | Supply Chain Compromise | SIG-2883 | Policy | MITRE Technique: T1204.002 | Suricata Alert: Supply Chain Compromise detected from 152.221.56.21 targeting 10.140.142.0 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | {
"baseline_deviation": 1,
"entropy": 7.23,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
535c13f5-d1c6-4c8d-be5c-d5055650bc39 | 2025-02-03T22:30:02 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: DDoS detected from 125.39.4.117 targeting N/A No additional info | {
"geo_location": "Reunion",
"device_hash": "594f2ffaee4166dcf640f959a996d5d147b7b3dc",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5110-05-24 05:45:00 Firefox/3.8",
"session_id": "80129d85-83b5-4b1d-bdd5-b0f2f1781f85",
"risk_score": 54.79,
"confidence": 0.12
} | 125.39.4.117 | N/A | DDoS | SIG-3677 | Malware | No additional info | Trellix Alert: DDoS detected from 125.39.4.117 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 |
75812f56-c49e-4d52-b7b9-bd2906493533 | 2025-06-01T15:25:21 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Panama",
"device_hash": "523fb2d670823cc7b3b674316aa28c88",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4 rv:5.0; kl-GL) AppleWebKit/533.49.5 (KHTML, like Gecko) Version/5.0 Safari/533.49.5",
"session_id": "f37e6c73-c5d5-4d3b-939d-51ebb89bd404",
"risk_score": 53.3,
"confidence": 0.56
} | null | null | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-5bc4070d | 6.9 | null | null | null | null | null | null | null | null | null | null |
c004b48e-f4b8-4e6a-a0f3-306136d18d51 | 2025-04-01T02:15:43 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /away/population.html by colinfrye No additional info | {
"geo_location": "Hong Kong",
"device_hash": "1a164ff87a3fb5d749411c15c1125f758bbe0c929375743073bd49ac2cb32927",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; crh-UA) AppleWebKit/531.21.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.21.1",
"session_id": "780a96b8-384a-4f89-bc2d-8afab3d42a7f",
"risk_score": 55.62,
"confidence": 0.45
} | null | null | null | null | null | No additional info | Endpoint process_stop /away/population.html by colinfrye No additional info | process_stop | null | null | colinfrye | /away/population.html | 2,126 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
958790b3-56b7-40ef-a690-429a880faada | 2025-06-19T17:13:36 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel Associated Threat Actor: FIN7 | {
"geo_location": "Australia",
"device_hash": "c7d037be9cbee7122ad78335236eb528385d5672",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/50.0.877.0 Safari/532.0",
"session_id": "e65591da-dcda-4ff3-b4e3-8c0aa03a9460",
"risk_score": 62.03,
"confidence": 0.41
} | null | null | null | null | null | Associated Threat Actor: FIN7 | IoT device Thermostat side_channel Associated Threat Actor: FIN7 | side_channel | null | null | null | null | null | null | null | Thermostat | iot-f21eba44 | 2.4 | null | null | null | null | null | null | null | null | null | null |
24ab66e9-3358-4c16-8d07-992597316812 | 2025-01-28T09:17:43 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by rebeccale No additional info | {
"geo_location": "Chad",
"device_hash": "fde9213cf840b8c74f7da4c929dd924c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/36.0.830.0 Safari/534.1",
"session_id": "677f54e6-8a61-4c36-ac80-8683613d0b32",
"risk_score": 42.71,
"confidence": 0.13
} | null | null | null | null | null | No additional info | AI system fine_tuning by rebeccale No additional info | fine_tuning | null | null | rebeccale | null | null | null | null | null | null | null | null | null | null | null | null | model-e556499c | 0716bb52cab7b4baa85aa776cf56adc4cb77b959 | 099fe5ba104d099cadae47a0fef3190564f7db5fdec9bae2b99a8b37e3b53675 | null | null |
dca11807-6c3a-4bb0-8955-ea02864b8b13 | 2022-02-20T03:52:27 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by timothy09 No additional info | {
"geo_location": "Lebanon",
"device_hash": "c20f872704d0347aea0a1b069234fad680dcc2bc",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/62.0.817.0 Safari/531.1",
"session_id": "0542d53a-ebae-45a6-9a1e-a45c8223db8d",
"risk_score": 64.37,
"confidence": 0.5
} | null | null | null | null | null | No additional info | AI system membership_inference by timothy09 No additional info | membership_inference | null | null | timothy09 | null | null | null | null | null | null | null | null | null | null | null | null | model-972df691 | dbc3b7addbdc51688992cf34ea3e9987057ad95fbec0e39fba53cfdcd3646025 | 7d44779e4566360b68f2e0fdd0e65f348a837196 | null | null |
4dde68f2-b170-4e85-9831-15f2b8238ff8 | 2025-04-15T11:31:13 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by marshallsheena No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "fc43ed6ce7ee8548e16236af8246a236",
"user_agent": "Opera/8.24.(X11; Linux x86_64; dz-BT) Presto/2.9.163 Version/10.00",
"session_id": "102b5912-20af-4462-ae68-03462a09cc46",
"risk_score": 100,
"confidence": 0.76
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by marshallsheena No additional info | training_data_poisoning | null | null | marshallsheena | null | null | null | {
"baseline_deviation": 2.65,
"entropy": 2.09,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-43b72c04 | c37feef55d8db60b6afefaec782aed55d6488778 | 0106b64cc505f4f4b0a84e0a2d3c68a8 | null | null |
44fc78ff-7858-4b6f-9cb2-4f554c852ee9 | 2025-04-24T07:49:24 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system model_inversion by perkinstony No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "60a0336bf993c5f4abffd8349c145f36",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.10.2 (KHTML, like Gecko) Version/4.0.1 Safari/533.10.2",
"session_id": "af43eb62-feb0-4712-8024-17b6b18493e1",
"risk_score": 39.97,
"confidence": 0.42
} | null | null | null | null | null | No additional info | AI system model_inversion by perkinstony No additional info | model_inversion | null | null | perkinstony | null | null | null | null | null | null | null | null | null | null | null | null | model-b11f8694 | 4a227dcd102b0282f34c5a085447f4f2e1e25abd | 372cffa765a435b5ced07dac88e27591151c629382c4cdb4f5c1aa15d6414b72 | null | null |
cf9c86c6-af16-4287-8771-f24fdb1fc5ac | 2025-06-12T21:46:56 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Alibaba by glennwalker No additional info noise=wp-content/list | {
"geo_location": "Christmas Island",
"device_hash": "b8dc740568010dd75884e3226a8cc00ad8d1eb01",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.1)",
"session_id": "726bd54f-f687-4404-a4e1-50dfb511ac80",
"risk_score": 68.26,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by glennwalker No additional info | config_change | null | null | glennwalker | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-37bc818f |
ed7c0fc1-bba6-4992-bfb6-c57c51e44beb | 2025-05-22T22:20:50 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for wilsontiffany via passwordless from 9.9.151.18 No additional info | {
"geo_location": "Suriname",
"device_hash": "3e84f16d5d85966cde4a9c410955c9dcf17f6e12",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.1)",
"session_id": "d511a917-7485-4763-9b0a-ccab58c32680",
"risk_score": 74.96,
"confidence": 0.89
} | 9.9.151.18 | null | null | null | null | No additional info | Auth failed for wilsontiffany via passwordless from 9.9.151.18 No additional info | failed | null | null | wilsontiffany | null | null | null | null | null | null | null | null | null | null | passwordless | 51:37:1f:dc:49:84 | null | null | null | null | null |
97d5af06-70e7-495c-94e3-3d7d6f7c47e5 | 2021-07-15T13:38:09 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for williamsloretta via SAML from 162.45.93.116 No additional info | {
"geo_location": "Egypt",
"device_hash": "eceb33ef1c5dfa83562203bbd29c8dca28127b0ca0bef07a1365f92f3f254f3a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/58.0.858.0 Safari/531.1",
"session_id": "ebf0397a-6e74-479e-80a6-c005e5b957ef",
"risk_score": 71.33,
"confidence": 0.23
} | 162.45.93.116 | null | null | null | null | No additional info | Auth failed for williamsloretta via SAML from 162.45.93.116 No additional info | failed | null | null | williamsloretta | null | null | null | null | null | null | null | null | null | null | SAML | 39:b2:ab:b5:d5:58 | null | null | null | null | null |
49456fa8-afec-400c-9158-d4948255b81f | 2025-01-18T09:27:21 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical battery_drain No additional info noise=9C277AEC | {
"geo_location": "Bermuda",
"device_hash": "aa4ade67b6f8c801420ce1aeb14500bb",
"user_agent": "Opera/8.59.(X11; Linux i686; mni-IN) Presto/2.9.168 Version/12.00",
"session_id": "94695204-e953-40c9-b30c-8e375b300342",
"risk_score": 30.14,
"confidence": 0.96
} | null | null | null | null | null | No additional info | IoT device Medical battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Medical | iot-aaa2da1d | 5.2 | null | null | null | null | null | null | null | null | null | null |
4fb93c24-588c-4333-903c-c4a3f4d0bdd3 | 2025-01-24T23:28:17 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1218.011 | {
"geo_location": "Sweden",
"device_hash": "58f0cfc914ad0f0d782a91863602f262dd45d7be42bd7d725c508153ba1f2028",
"user_agent": "Opera/8.51.(X11; Linux x86_64; lg-UG) Presto/2.9.168 Version/11.00",
"session_id": "c0bc4735-e0ae-421a-befd-b213add1fe27",
"risk_score": 28.8,
"confidence": 0.78
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Thermostat sensor_spoofing MITRE Technique: T1218.011 | sensor_spoofing | null | null | null | null | null | null | null | Thermostat | iot-f5234dd8 | 6.4 | null | null | null | null | null | null | null | null | null | null |
f1f4baef-9119-4301-959a-0839fae2ab5a | 2025-04-09T23:36:58 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: SQL Injection detected from 191.9.239.96 targeting 164.45.84.170 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Namibia",
"device_hash": "f5f1729e31cf3131bd0c480faec956b42e616379",
"user_agent": "Opera/9.44.(Windows CE; cy-GB) Presto/2.9.189 Version/10.00",
"session_id": "57492f5d-8ce8-41f5-89a7-48b943e22bdd",
"risk_score": 44.72,
"confidence": 0.01
} | 191.9.239.96 | 164.45.84.170 | SQL Injection | SIG-9527 | Malware | Unconventional IOC: Thermal sensor anomalies | LogRhythm Alert: SQL Injection detected from 191.9.239.96 targeting 164.45.84.170 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e091643-9332-42f3-875e-e49f99257d02 | 2025-01-22T03:30:43 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by vdixon No additional info | {
"geo_location": "Montenegro",
"device_hash": "44d36466d5030821933854dbc3d8b044455d5c73",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.1)",
"session_id": "6059320b-9c74-462f-a7b1-e5ad01d8e472",
"risk_score": 70.14,
"confidence": 0.51
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by vdixon No additional info | training_data_poisoning | null | null | vdixon | null | null | null | null | null | null | null | null | null | null | null | null | model-9535d59c | 2c137b991fcac159b457b809a85723a5375fbf93e2c71db696f51179886e4968 | 7855a8f42f36b0207d3e9b503a24bd1e280d8b8190edfb178fb528fc19869a22 | null | null |
aa3fdef6-be73-45bf-bfed-77aa9ff3e02a | 2025-05-07T09:55:15 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth timeout for frivera via biometric from 188.214.77.29 MITRE Technique: T1071.001 | Associated Threat Actor: Sandworm Team | {
"geo_location": "Gibraltar",
"device_hash": "f59e34c867da45abd8a9e6121189537e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/62.0.807.0 Safari/532.0",
"session_id": "d50df68a-0c88-40b0-ae26-acb6ca3b8053",
"risk_score": 52.72,
"confidence": 0.12
} | 188.214.77.29 | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Sandworm Team | Auth timeout for frivera via biometric from 188.214.77.29 MITRE Technique: T1071.001 | Associated Threat Actor: Sandworm Team | timeout | null | null | frivera | null | null | null | null | null | null | null | null | null | null | biometric | 18:c5:68:73:05:e9 | null | null | null | null | null |
cc7802ee-5b04-4efd-8024-c95f1a3eac06 | 2025-07-01T12:43:34 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 198.166.56.215 to 53.45.21.196 MITRE Technique: T1574.002 | {
"geo_location": "North Korea",
"device_hash": "8e552cb9c77c98c67a0f0f28f9a34843c6c43c999b413e88607980e20a397b01",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/39.0.817.0 Safari/535.0",
"session_id": "68873019-2604-407e-bb69-d83a5e4f78b9",
"risk_score": 65.3,
"confidence": 0.24
} | 198.166.56.215 | 53.45.21.196 | null | null | null | MITRE Technique: T1574.002 | Network latency_spike from 198.166.56.215 to 53.45.21.196 MITRE Technique: T1574.002 | latency_spike | 643,865 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
04209eee-e36c-41bd-b995-b8790e2b9d64 | 2025-07-08T09:47:01 | endpoint | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /onto/recognize.mp3 by benjaminrush No additional info | {
"geo_location": "Egypt",
"device_hash": "df21e17ce066c51362da86955c0765c2",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/46.0.858.0 Safari/535.0",
"session_id": "6495b9c9-da8c-4295-9155-562c2af6d371",
"risk_score": 81.9,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Endpoint file_access /onto/recognize.mp3 by benjaminrush No additional info | file_access | null | null | benjaminrush | /onto/recognize.mp3 | 4,465 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e89ffbf9-6d8c-40bd-82b0-b7f86b88918d | 2025-01-15T22:02:22 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by uburton MITRE Technique: T1218.011 | Associated Threat Actor: Kimsuky noise=3883DEB4 | {
"geo_location": "France",
"device_hash": "c50cbc36396138bbd34d0fc0c87afe9c54435279b247142663cad2d77a708a6b",
"user_agent": "Opera/9.52.(X11; Linux x86_64; my-MM) Presto/2.9.181 Version/12.00",
"session_id": "33a295b4-144f-4954-ad0f-7ab7943b1982",
"risk_score": 61.87,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Kimsuky | AI system training_data_poisoning by uburton MITRE Technique: T1218.011 | Associated Threat Actor: Kimsuky | training_data_poisoning | null | null | uburton | null | null | null | null | null | null | null | null | null | null | null | null | model-1d2ffa32 | d59f49bb64b80ac83b843d63556a4004856416a4c6f80e80a80a51ba5c699053 | 8a10ee8f83ff35eb87503946a04141e0bff2edc118620439cccca9b38956bcdc | null | null |
3a6e95bc-5246-4b64-a185-4e3bc22dc8b2 | 2025-07-02T20:34:32 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network connection from 201.26.77.8 to 202.170.113.220 MITRE Technique: T1053.005 | {
"geo_location": "Timor-Leste",
"device_hash": "11ceb6d1e19ef4379074c52e08fd4eced341860b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.1)",
"session_id": "e9258232-b2d0-4436-ab9b-50d473255327",
"risk_score": 24.28,
"confidence": 0.12
} | 201.26.77.8 | 202.170.113.220 | null | null | null | MITRE Technique: T1053.005 | Network connection from 201.26.77.8 to 202.170.113.220 MITRE Technique: T1053.005 | connection | 219,715 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e1f2ece-cf0d-4f89-b0a8-54d5212948c4 | 2025-05-31T13:22:05 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop SMB traffic from 68.110.129.164:436 to 147.111.12.187:240 MITRE Technique: T1110.003 | {
"geo_location": "Congo",
"device_hash": "7efe4c3b2bd0bfeb181a498ca4b1b8d0d05c576a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/17.5c2268.0 Mobile/22A929 Safari/533.0",
"session_id": "1a0ffac2-7303-4d5a-b2b7-684252a2f317",
"risk_score": 34.05,
"confidence": 0.91
} | 68.110.129.164 | 147.111.12.187 | null | null | null | MITRE Technique: T1110.003 | Firewall drop SMB traffic from 68.110.129.164:436 to 147.111.12.187:240 MITRE Technique: T1110.003 | drop | 71,894 | SMB | null | null | null | null | null | null | null | null | 436 | 240 | 1,107 | null | null | null | null | null | null | null |
47e3cafe-92f9-46fe-a6a2-5027ec25d303 | 2025-06-08T00:53:21 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /sport/with.wav by dickersonerin No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "bb7492168413a3a090a1f9792780918a4bafa98b",
"user_agent": "Opera/8.31.(Windows NT 5.0; br-FR) Presto/2.9.186 Version/10.00",
"session_id": "3c1eb261-6117-4403-8016-273c88e96254",
"risk_score": 44.76,
"confidence": 0.39
} | null | null | null | null | null | No additional info | Endpoint file_access /sport/with.wav by dickersonerin No additional info | file_access | null | null | dickersonerin | /sport/with.wav | 7,751 | explorer.exe | {
"baseline_deviation": 0.63,
"entropy": 4.82,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
b705d975-b0b8-4cec-ad56-fd8beee6804f | 2025-04-29T09:32:49 | ids_alert | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|low| desc=Microsoft Sentinel Alert: ICS Attack detected from 18.254.46.182 targeting 221.201.37.146 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "6a091bf5351c433c4ff8c7e50c8a94bd11435a53",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/28.0.871.0 Safari/533.1",
"session_id": "b111189f-4578-49ad-9961-21e4b856c7cb",
"risk_score": 44.41,
"confidence": 0.85
} | 18.254.46.182 | 221.201.37.146 | ICS Attack | SIG-8738 | Malware | No additional info | Microsoft Sentinel Alert: ICS Attack detected from 18.254.46.182 targeting 221.201.37.146 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f74a4f5f-832c-46bc-9b7c-39840081be50 | 2025-03-30T03:15:48 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine HTTPS traffic from 183.80.160.118:545 to 216.240.124.118:593 MITRE Technique: T1204.002 | {
"geo_location": "Reunion",
"device_hash": "0d05c5de6ed198f2904606bf4b00f7e06c04254894df2df292370a310e5d7558",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_3 rv:2.0; pt-PT) AppleWebKit/531.27.1 (KHTML, like Gecko) Version/4.1 Safari/531.27.1",
"session_id": "5c67b6ce-50aa-49b7-9106-9ccc8833c308",
"risk_score": 60.28,
"confidence": 0.95
} | 183.80.160.118 | 216.240.124.118 | null | null | null | MITRE Technique: T1204.002 | Firewall quarantine HTTPS traffic from 183.80.160.118:545 to 216.240.124.118:593 MITRE Technique: T1204.002 | quarantine | 435,428 | HTTPS | null | null | null | null | {
"baseline_deviation": 0.71,
"entropy": 4.44,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 545 | 593 | 764 | null | null | null | null | null | null | null |
8d729fe4-dc1d-4114-94e5-93dd132c2989 | 2025-06-02T15:51:29 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: MFA Bypass detected from 10.85.33.112 targeting 60.232.145.217 Associated Threat Actor: Kimsuky | {
"geo_location": "Hong Kong",
"device_hash": "5269fbe994f8567e06e6ae9c4b7ef318f5b11c72",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_0 rv:5.0; ta-LK) AppleWebKit/535.45.6 (KHTML, like Gecko) Version/5.0.1 Safari/535.45.6",
"session_id": "97061291-354a-44e7-adcb-a33a7f72a092",
"risk_score": 33.1,
"confidence": 0.77
} | 10.85.33.112 | 60.232.145.217 | MFA Bypass | SIG-6617 | Malware | Associated Threat Actor: Kimsuky | Tanium Alert: MFA Bypass detected from 10.85.33.112 targeting 60.232.145.217 Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | {
"baseline_deviation": 1.34,
"entropy": 7.7,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
aff4b9e2-21f9-4020-b006-d05003ba4c84 | 2025-04-01T07:35:04 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by philip30 No additional info noise=004FE161 | {
"geo_location": "Costa Rica",
"device_hash": "1d6232512042163b431e563576a50d72",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_0 rv:3.0; fy-NL) AppleWebKit/533.15.2 (KHTML, like Gecko) Version/5.0 Safari/533.15.2",
"session_id": "fd5c140e-3b89-4154-9074-0184fb7443a2",
"risk_score": 51.07,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Cloud api_abuse in OCI by philip30 No additional info | api_abuse | null | null | philip30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-92422c07 |
e2fd1cdc-914d-40c3-9aaf-e56eb966c866 | 2025-04-06T10:33:27 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Croatia",
"device_hash": "fff48405349304bb85c0538134850e170628e8922e43e5f0e8af8d4a05c7556e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/8221-01-22 13:35:54 Firefox/14.0",
"session_id": "14980182-bfb1-4b1c-8b33-58e3c8d31517",
"risk_score": 51.9,
"confidence": 0.98
} | 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-0d07477b | 7.6 | null | null | null | null | null | null | null | null | null | null |
c1fe6589-4ed5-4a6f-ae90-5ac6ab9e31d7 | 2025-06-11T12:48:14 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Azure by teresa16 No additional info | {
"geo_location": "Belarus",
"device_hash": "2b6ca3895f006983f76ee98291f44e9707b348d7e7ab51b82f0b1cc2d7068384",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/4.0)",
"session_id": "f3b59482-5bd3-4867-9a59-4afaf0295e10",
"risk_score": 25.61,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by teresa16 No additional info | crypto_mining | null | null | teresa16 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-b9aca2ec |
a183588b-1e0f-4429-9abc-96427c4c0e47 | 2025-03-06T14:04:13 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by feliciadudley MITRE Technique: T1190 | {
"geo_location": "Haiti",
"device_hash": "e9bb5900686008832285b43506d022ca",
"user_agent": "Mozilla/5.0 (Android 5.0.2; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "a23a2c3b-a400-4170-9f86-9c5eea5cd121",
"risk_score": 44.91,
"confidence": 0.34
} | null | null | null | null | null | MITRE Technique: T1190 | AI system fine_tuning by feliciadudley MITRE Technique: T1190 | fine_tuning | null | null | feliciadudley | null | null | null | null | null | null | null | null | null | null | null | null | model-a0001f48 | daa219f807574f3de0c1b296e66fadf1 | 0b01dceb8f8fd5d2aa4f284ce5d91180e63269f90eb8289d17ce4dbc87e45de3 | null | null |
a71993e0-55eb-4382-bf51-128a4bc3158b | 2025-05-08T06:32:45 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /movie/feeling.odt by davidsonsandra MITRE Technique: T1547.001 | {
"geo_location": "Switzerland",
"device_hash": "c90421a7cce45b141648ef8318a8ffc6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.1)",
"session_id": "79e527a9-69ae-4eb0-8a55-dd14af65f636",
"risk_score": 59.05,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1547.001 | Endpoint file_access /movie/feeling.odt by davidsonsandra MITRE Technique: T1547.001 | file_access | null | null | davidsonsandra | /movie/feeling.odt | 180 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ea91338-cf5a-49cb-830e-a71d5159f441 | 2025-05-08T09:53:47 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /save/thus.json by ewise Associated Threat Actor: Conti | {
"geo_location": "Dominican Republic",
"device_hash": "d1a1c0aaff283aeb03f3c18fd1674557",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "8e4026b3-74e5-4f24-973e-266c23f31020",
"risk_score": 61.07,
"confidence": 0.63
} | null | null | null | null | null | Associated Threat Actor: Conti | Endpoint scheduled_task /save/thus.json by ewise Associated Threat Actor: Conti | scheduled_task | null | null | ewise | /save/thus.json | 7,269 | explorer.exe | {
"baseline_deviation": 0.67,
"entropy": 3.92,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
e1d36c5e-52c4-4c77-b96d-8246e1a09105 | 2022-02-06T04:25:35 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by ycarr MITRE Technique: T1543.003 | {
"geo_location": "Japan",
"device_hash": "eb8c1264c886031165a979b4dc3ea766aa55cfa0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.1)",
"session_id": "85a6097b-2e53-4f4c-970a-499644a006a7",
"risk_score": 67.28,
"confidence": 0.19
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system adversarial_input by ycarr MITRE Technique: T1543.003 | adversarial_input | null | null | ycarr | null | null | null | null | null | null | null | null | null | null | null | null | model-058bb076 | 329650bffd680a35548d3b2f8308a6477f6e5189 | 357f8099f0fd174942b2d73f39a7cab5 | null | null |
b3ff77a5-b63c-4962-99d4-b0f88f946fb5 | 2025-04-29T20:29:13 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /subject/sit.bmp by hernandezlisa No additional info | {
"geo_location": "Pakistan",
"device_hash": "6748f0897403c65bb4d8e7a8ed47dd33d8c4c862",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/535.13.3 (KHTML, like Gecko) Version/5.1 Safari/535.13.3",
"session_id": "c8f9b7ac-e236-431b-9225-37aaa4e83d13",
"risk_score": 28.11,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /subject/sit.bmp by hernandezlisa No additional info | wmi_exec | null | null | hernandezlisa | /subject/sit.bmp | 369 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
754eb340-a4cc-4046-83d3-e494283e0a60 | 2025-05-14T19:36:06 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Thermostat physical_tamper MITRE Technique: T1110.003 | {
"geo_location": "China",
"device_hash": "b9f987bd4435a5eb3fb72e2f7fd9197f",
"user_agent": "Mozilla/5.0 (Windows CE; aa-ER; rv:1.9.0.20) Gecko/6555-08-09 16:50:06 Firefox/3.8",
"session_id": "c8f63162-7a15-4ba7-a57a-5260b2bd7785",
"risk_score": 38.03,
"confidence": 0
} | null | null | null | null | null | MITRE Technique: T1110.003 | IoT device Thermostat physical_tamper MITRE Technique: T1110.003 | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-3880f389 | 8.4 | null | null | null | null | null | null | null | null | null | null |
4c55ede1-8e3f-4b57-8a0a-662426c7abf4 | 2025-01-13T06:49:39 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change fact by jeffery87 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "5ae864b8e6156e35d2a57783129415f9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/4.0)",
"session_id": "bbf74f43-95eb-418d-80e3-eab245753032",
"risk_score": 46.8,
"confidence": 0.31
} | null | null | null | null | null | No additional info | Endpoint registry_change fact by jeffery87 No additional info | registry_change | null | null | jeffery87 | fact | 7,702 | powershell.exe | {
"baseline_deviation": 1.82,
"entropy": 5.59,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
0079d962-5351-4331-8d29-9f5daa5eaee5 | 2025-03-29T02:48:40 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: Brute Force detected from 10.135.60.246 targeting 159.155.135.228 MITRE Technique: T1190 noise=VGFzay4= | {
"geo_location": "French Polynesia",
"device_hash": "618cbfbb193bd66f93a40e4a1eb4f012be724d54",
"user_agent": "Mozilla/5.0 (Android 1.0; Mobile; rv:14.0) Gecko/14.0 Firefox/14.0",
"session_id": "a973880d-7839-46da-9ce2-ebd1891be159",
"risk_score": 43.68,
"confidence": 0.69
} | 10.135.60.246 | 159.155.135.228 | Brute Force | SIG-4843 | Evasion | MITRE Technique: T1190 | OSSEC Alert: Brute Force detected from 10.135.60.246 targeting 159.155.135.228 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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