event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
52cafe3d-f900-4344-b8a1-c348df169d13 | 2025-05-17T09:17:05 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop fast by kristen59 No additional info noise=posts | {
"geo_location": "Vietnam",
"device_hash": "32bff2f5dabbd341c50eed5d323f0913777bf5b5e557225ace54fdf6b20232e8",
"user_agent": "Opera/8.48.(Windows NT 6.1; hak-TW) Presto/2.9.171 Version/10.00",
"session_id": "58e29c5a-d608-46a5-ab0f-db147d867576",
"risk_score": 60.7,
"confidence": 0.17
} | kristen59 | process_stop | fast | 6,779 | svchost.exe | No additional info | Endpoint process_stop fast by kristen59 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d40bc39-38d3-492c-aa8b-50fa3589e765 | 2024-06-21T16:49:25 | firewall | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|high| desc=Firewall log-only SMB traffic from 189.20.230.236:761 to 67.251.239.33:172 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "426b4b2465590d344056e4b9a452275d",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/20.0.843.0 Safari/532.2",
"session_id": "527701a3-7f64-4f95-8d9f-2836c54ead06",
"risk_score... | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 189.20.230.236:761 to 67.251.239.33:172 No additional info | null | null | null | null | 189.20.230.236 | 67.251.239.33 | null | null | null | null | null | null | null | null | 761 | 172 | SMB | 382,875 | 908 | null | null |
fcccd795-0c18-4b04-b176-d43d821dde25 | 2025-04-18T02:46:24 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by treed MITRE Technique: T1574.002 | {
"geo_location": "Nauru",
"device_hash": "97dbcf16b5db58a48814ba8d227a44ab",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.30.7 (KHTML, like Gecko) Version/4.0.4 Safari/531.30.7",
"session_id": "1f52948d-9c52-4899-b8e7-73f402aac570",
"risk_score": 47.65,
"confidence": 0.49
} | treed | api_abuse | null | null | null | MITRE Technique: T1574.002 | Cloud api_abuse in OCI by treed MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | OCI | res-a3dff5f8 | null | null | null | null | null | null | null | null | null | null |
af0955cb-e109-41a9-aa60-03cfd972fcaa | 2025-04-16T06:56:43 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 112.121.152.169 to 5.255.60.161 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "4bc54828789d843f8a2e6fdf78ba2fa511614207",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; is-IS) AppleWebKit/532.29.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6532.29.3",
"session_id": "7ffbf286-89e5-4293-b51e-20280a91d8fa... | null | beaconing | null | null | null | No additional info | Network beaconing from 112.121.152.169 to 5.255.60.161 No additional info | null | null | null | null | 112.121.152.169 | 5.255.60.161 | null | null | null | null | null | null | null | null | null | null | UDP | 904,305 | null | null | null |
1525038f-d69c-40a9-a30b-fbbb7ea046ef | 2025-02-25T18:12:28 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow HTTP traffic from 185.57.194.92:2780 to 167.90.170.14:56969 MITRE Technique: T1566.001 | {
"geo_location": "Israel",
"device_hash": "20f0d463ae4b9ea97584c1cdcd0a8f7a716f6ba8aedba8d95e951ba4d35f40ce",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_2; rv:1.9.5.20) Gecko/5981-08-25 14:36:52 Firefox/3.6.14",
"session_id": "c76e2694-d6fb-4bbd-a97a-09a795935d6a",
"risk_score": 59.23,
"confi... | null | allow | null | null | null | MITRE Technique: T1566.001 | Firewall allow HTTP traffic from 185.57.194.92:2780 to 167.90.170.14:56969 MITRE Technique: T1566.001 | null | null | null | null | 185.57.194.92 | 167.90.170.14 | null | null | null | null | null | null | null | null | 2,780 | 56,969 | HTTP | 242,313 | 2,580 | null | null |
c2b2c269-8ad2-491c-a909-db517e53813e | 2025-04-09T18:45:45 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth success for waresummer via password from 197.43.152.109 No additional info | {
"geo_location": "Madagascar",
"device_hash": "35766e1f00380120f89780fe4ef21639aa5297a0",
"user_agent": "Opera/9.21.(X11; Linux x86_64; fa-IR) Presto/2.9.174 Version/12.00",
"session_id": "6d043a97-4706-43a9-844f-eec393d94401",
"risk_score": 78.34,
"confidence": 0.69
} | waresummer | success | null | null | null | No additional info | Auth success for waresummer via password from 197.43.152.109 No additional info | null | null | null | null | 197.43.152.109 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 7b:98:d5:ac:ce:8e |
9bef29c7-f289-45cc-97ed-cd6d4c2f39f9 | 2025-06-24T23:10:24 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network disconnection from 92.45.226.111 to 171.5.182.74 No additional info noise=blog/main/app | {
"geo_location": "United States Virgin Islands",
"device_hash": "54fed377756246437422e4047236f14a1dec400d",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:14.0) Gecko/14.0 Firefox/14.0",
"session_id": "f24c97d3-4673-4f82-9517-a13e26240a23",
"risk_score": 38.24,
"confidence": 0.51
} | null | disconnection | null | null | null | No additional info | Network disconnection from 92.45.226.111 to 171.5.182.74 No additional info | null | null | null | null | 92.45.226.111 | 171.5.182.74 | null | null | null | null | null | null | null | null | null | null | UDP | 201,568 | null | null | null |
b42d8bd2-f15d-4818-936f-07f8f96a96a4 | 2025-05-09T06:11:41 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Supply Chain Compromise detected from 170.23.232.12 targeting 204.232.188.86 No additional info | {
"geo_location": "Lebanon",
"device_hash": "b500da1db3af6624a0b347fb8f11aa726095f3025fb454ed0d6923d2b79022e5",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/29.0.845.0 Safari/534.0",
"session_id": "365d3752-9494-4fe1-8c10-53db7e174ff8",
"risk_score": 63.11,
"c... | null | null | null | null | null | No additional info | Tanium Alert: Supply Chain Compromise detected from 170.23.232.12 targeting 204.232.188.86 No additional info | {
"baseline_deviation": 1.43,
"entropy": 4.17,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 170.23.232.12 | 204.232.188.86 | Supply Chain Compromise | SIG-8638 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
5d0bcd97-11a2-4970-85d2-65d8a76b7072 | 2020-09-05T13:17:41 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 194.11.174.65 to 10.194.30.87 MITRE Technique: T1566.001 | {
"geo_location": "Romania",
"device_hash": "9292205b4ce0559ee6fc44cfe8ed9a75156ec63c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.16.2 (KHTML, like Gecko) Version/4.0 Safari/532.16.2",
"session_id": "f7340170-9b44-4e52-9a34-6276967bf49f",
"risk_score": 24.29,
"confidence": 0.0... | null | protocol_anomaly | null | null | null | MITRE Technique: T1566.001 | Network protocol_anomaly from 194.11.174.65 to 10.194.30.87 MITRE Technique: T1566.001 | null | null | null | null | 194.11.174.65 | 10.194.30.87 | null | null | null | null | null | null | null | null | null | null | HTTP | 204,619 | null | null | null |
68bf0254-18e6-4b67-ac43-97c6a5ddc643 | 2025-01-23T15:55:51 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SSH traffic from 205.246.51.194:1006 to 10.120.92.7:849 Associated Threat Actor: APT34 | {
"geo_location": "Timor-Leste",
"device_hash": "033e26449e8ee66b18cd9d3b30ec9b0402d60a02",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/5979-10-10 04:14:57 Firefox/3.6.11",
"session_id": "d4c4ba8d-0bce-41e6-9a14-c04230892fb0",
"risk_score": 31.15,
"confidence": 0.29
} | null | inspect | null | null | null | Associated Threat Actor: APT34 | Firewall inspect SSH traffic from 205.246.51.194:1006 to 10.120.92.7:849 Associated Threat Actor: APT34 | null | null | null | null | 205.246.51.194 | 10.120.92.7 | null | null | null | null | null | null | null | null | 1,006 | 849 | SSH | 760,648 | 3,082 | null | null |
8c20b972-af04-4d49-8969-d8265499106a | 2025-02-08T05:35:39 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access message by heidisanchez Unconventional IOC: UEFI variable tampering | {
"geo_location": "Chad",
"device_hash": "6a5f2ff6e946d0903be8adb427bc8cbb88159423",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/31.0.850.0 Safari/533.1",
"session_id": "10073cd3-9fb5-4c42-99d5-7c076f495cc1",
"risk_score": 68.89,
"confidence": 0.8
} | heidisanchez | file_access | message | 702 | explorer.exe | Unconventional IOC: UEFI variable tampering | Endpoint file_access message by heidisanchez Unconventional IOC: UEFI variable tampering | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1267d35d-ec0d-4498-bb49-cc18e75338dd | 2025-02-14T13:26:50 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by robertsjennifer MITRE Technique: T1204.002 | {
"geo_location": "Bangladesh",
"device_hash": "e02144ea9c2039f59a99a7a2c79f2be6a770d6aa",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/51.0.848.0 Mobile/04L615 Safari/531.0",
"session_id": "81d15c00-55e8-4d99-b8ea-c9d5ec6df5b0",
"risk_scor... | robertsjennifer | model_access | null | null | null | MITRE Technique: T1204.002 | AI system model_access by robertsjennifer MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-6ec92bf8 | 979c3cd489524f84317a421c7bd837f4 | 0f42a1aa66f66438de7f0e56ca3623a59f542634 | null | null | null | null | null | null | null |
259e415e-b7a0-43cc-beb8-dcb0a9dfbf57 | 2029-12-10T13:16:54 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 121.112.96.70 to 41.148.254.205 No additional info | {
"geo_location": "France",
"device_hash": "b2088a8dca11c833dedaa9ce92d484c2",
"user_agent": "Opera/9.86.(X11; Linux i686; fr-CA) Presto/2.9.177 Version/11.00",
"session_id": "320b98e9-2a50-4bfc-828f-52c5f14ffe3d",
"risk_score": 31.52,
"confidence": 0.06
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 121.112.96.70 to 41.148.254.205 No additional info | null | null | null | null | 121.112.96.70 | 41.148.254.205 | null | null | null | null | null | null | null | null | null | null | ICMP | 259,242 | null | null | null |
bef9b186-292b-40e2-acb5-80163249619a | 2025-02-19T04:22:19 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in OCI by velezerik No additional info | {
"geo_location": "Benin",
"device_hash": "cb05a31fbaa9136eb9d5841eda7ce45d6a54d40a",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:50.0) Gecko/50.0 Firefox/50.0",
"session_id": "91d6784e-6ad3-4159-a6f4-7c0c9e945df9",
"risk_score": 62.62,
"confidence": 0.4
} | velezerik | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by velezerik No additional info | null | null | null | null | null | null | null | null | null | OCI | res-84b522f6 | null | null | null | null | null | null | null | null | null | null |
0e1fdb69-848d-4f69-9c36-c294dc1b335b | 2025-06-27T01:32:50 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system model_access by colemanjason Associated Threat Actor: APT37 | {
"geo_location": "New Caledonia",
"device_hash": "2f508e18bbb4c56e3cb267bbb3f09e5ff9fbfac8616d9ec12c3efe6d2859dd70",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/5.0)",
"session_id": "fa0fcded-eefd-4c69-9e2c-4d1555b901b6",
"risk_score": 79.93,
"confidence": 0.25
} | colemanjason | model_access | null | null | null | Associated Threat Actor: APT37 | AI system model_access by colemanjason Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | null | null | model-23707580 | d2ebcfb0b2ebefc49a782f15848a873260e24848 | 48c5027061bf82b3bb7b742bb218c344fbb44b94 | null | null | null | null | null | null | null |
bc762e4b-1229-46f1-935c-8d2d5462f3c9 | 2025-05-02T10:18:30 | 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 Azure by blopez MITRE Technique: T1059.005 | {
"geo_location": "Ghana",
"device_hash": "192d449bfd5fa42836b28d3ab27b1d671a29edb9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.50.7 (KHTML, like Gecko) Version/4.0.1 Safari/535.50.7",
"session_id": "59503458-8724-4053-92ed-0429743aaba1",
"risk_score": 47.84,
"confidence": 0.7... | blopez | crypto_mining | null | null | null | MITRE Technique: T1059.005 | Cloud crypto_mining in Azure by blopez MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | Azure | res-9d04e1a4 | null | null | null | null | null | null | null | null | null | null |
99f23e59-01d3-4f68-bd1a-854dd3ec2fd8 | 2025-06-07T09:05:10 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /why/person.mp3 by millerdavid MITRE Technique: T1078.004 | {
"geo_location": "Iran",
"device_hash": "26e9205b50602047e3910c184201e4a61302f04b53f690bb13eb52cf334552cd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.27.6 (KHTML, like Gecko) Version/4.0.4 Safari/531.27.6",
"session_id": "8a262e47-720e-493b-8a5c-5d52767b1752",
"risk_sco... | millerdavid | persistence_mechanism | /why/person.mp3 | 3,294 | explorer.exe | MITRE Technique: T1078.004 | Endpoint persistence_mechanism /why/person.mp3 by millerdavid MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
daf943c7-834b-4bcb-8e7a-7737249fef83 | 2025-04-19T20:59:25 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 223.7.124.12 to 24.214.247.93 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "4fbaa6e7d17f797d19cfc6c1f0dc3658dbf964205fb23a61ad0b4dce6fdb2700",
"user_agent": "Opera/8.66.(X11; Linux i686; es-MX) Presto/2.9.174 Version/10.00",
"session_id": "746e4a7f-6ac9-4a0e-a083-1c013122932e",
"risk_score": 14.43,
"confidence": 0.88
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 223.7.124.12 to 24.214.247.93 No additional info | {
"baseline_deviation": 2.57,
"entropy": 3.51,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 223.7.124.12 | 24.214.247.93 | null | null | null | null | null | null | null | null | null | null | HTTP | 84,909 | null | null | null |
60263159-b38b-4468-9892-921f3c2718db | 2025-06-03T06:38:50 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow RDP traffic from 210.194.102.201:894 to 39.141.235.84:9158 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "e6f41bdc25fe5a57c7b77278d223117d9c3ed7e3865f25f4da6f4b2cfe708370",
"user_agent": "Opera/9.47.(X11; Linux x86_64; hak-TW) Presto/2.9.170 Version/10.00",
"session_id": "39d78565-acfa-404d-881c-b590483cd4b4",
"risk_score": 79.25,
"confidence": 0.26
} | null | allow | null | null | null | No additional info | Firewall allow RDP traffic from 210.194.102.201:894 to 39.141.235.84:9158 No additional info | null | null | null | null | 210.194.102.201 | 39.141.235.84 | null | null | null | null | null | null | null | null | 894 | 9,158 | RDP | 516,092 | 1,728 | null | null |
a51a9515-5e2e-4a59-a8b8-2b7cebd7725d | 2025-04-14T07:13:23 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in OCI by lori06 Associated Threat Actor: BlueNoroff noise=explore | {
"geo_location": "Philippines",
"device_hash": "4b9e90e620d744b6fdf0118bb4d5d174af35e8a8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; hu-HU) AppleWebKit/531.27.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.27.7",
"session_id": "d97e20c6-beed-49c8-80d2-67c5ed8896b4",
... | lori06 | instance_creation | null | null | null | Associated Threat Actor: BlueNoroff | Cloud instance_creation in OCI by lori06 Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | OCI | res-a5e6eb41 | null | null | null | null | null | null | null | null | null | null |
15197792-2c6a-4a1f-a122-b62ebd1abf91 | 2028-03-01T21:25:12 | endpoint | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change really by kevinperez No additional info noise=U2l0ZS4= | {
"geo_location": "Botswana",
"device_hash": "612c6beb9356190f250fc1ea3814b3295c70d140",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_8 rv:5.0; brx-IN) AppleWebKit/531.34.5 (KHTML, like Gecko) Version/4.0 Safari/531.34.5",
"session_id": "1fd64ad4-7a81-41b7-bd56-1695fac618ae",
"risk_score": 46... | kevinperez | registry_change | really | 7,997 | explorer.exe | No additional info | Endpoint registry_change really by kevinperez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8f68194-f1e3-4b5e-8b82-ebc09eff13f3 | 2025-01-22T16:22:58 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by browntravis No additional info | {
"geo_location": "Guernsey",
"device_hash": "e4eaace9107e3063926a57262506323c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "fba36fde-972f-4b3f-a5d5-9dc4b3c234e7",
"risk_score": 8.69,
"confidence": 0.7
} | browntravis | membership_inference | null | null | null | No additional info | AI system membership_inference by browntravis No additional info | null | null | null | null | null | null | null | null | null | null | null | model-edcc4d68 | ba7793120745374209c1b32a62bcf72ede81a22bc176ff9c225481ff6bc2a176 | 66451976a410e98550fd3102dfc5d3e5969e9ca5 | null | null | null | null | null | null | null |
72f160fa-77ac-4752-9772-4fda81950441 | 2025-04-20T11:23:30 | network | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 97.16.137.231 to 51.127.152.140 No additional info | {
"geo_location": "Congo",
"device_hash": "78797907c9790b56abacda7f33d00feefecdda880a37b6d97ae4fa16d266e949",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_6) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/37.0.887.0 Safari/536.0",
"session_id": "bd75dc3c-f3f3-4d81-8b82-c6841430bab4",
"risk_sco... | null | disconnection | null | null | null | No additional info | Network disconnection from 97.16.137.231 to 51.127.152.140 No additional info | null | null | null | null | 97.16.137.231 | 51.127.152.140 | null | null | null | null | null | null | null | null | null | null | TCP | 946,600 | null | null | null |
b3230c8e-2a1e-4c27-89f7-88ef7ab977b4 | 2025-05-30T18:48:18 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat side_channel No additional info noise=U29tZXRoaW5nLg== | {
"geo_location": "Isle of Man",
"device_hash": "d1217b45b473238db7a98ccd72f941c8cf119de7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/54.0.895.0 Safari/533.2",
"session_id": "74f46964-ed45-4867-ae17-8cbd8ef966ec",
"risk_score": 73.7,
"confidence": 0.15
} | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-a023c443 | 9.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b41a51f4-d881-4718-b678-bc64d8128c00 | 2025-06-20T23:13:14 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect TCP traffic from 10.91.204.208:247 to 206.243.154.19:12026 MITRE Technique: T1574.002 | {
"geo_location": "Reunion",
"device_hash": "6700b73104dd86909a450433a147e88c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_8 rv:5.0; eo-US) AppleWebKit/532.33.3 (KHTML, like Gecko) Version/5.0.4 Safari/532.33.3",
"session_id": "b9baa163-2f4e-43ab-a465-0d6cf1c1062c",
"risk_score": 65.26,
"c... | null | inspect | null | null | null | MITRE Technique: T1574.002 | Firewall inspect TCP traffic from 10.91.204.208:247 to 206.243.154.19:12026 MITRE Technique: T1574.002 | null | null | null | null | 10.91.204.208 | 206.243.154.19 | null | null | null | null | null | null | null | null | 247 | 12,026 | TCP | 596,809 | 997 | null | null |
a799ae59-7c46-4ff5-aff2-118f45317cfd | 2025-01-15T04:56:53 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "78a4998d6798f6a05e9e18cdf08699a8f3f0027c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/13.8x1182.0 Mobile/51F307 Safari/531.2",
"session_id": "46041bf8-c066-4f05-af1b-0c8eb1630127",
"risk_sco... | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-332493e7 | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cd92514a-90a7-4389-8da5-c4829c034068 | 2025-05-12T14:42:58 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by megan86 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "9a8e49629e1297f01e741defd944287d04a6f6cb",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_9 rv:3.0; kok-IN) AppleWebKit/535.24.6 (KHTML, like Gecko) Version/4.1 Safari/535.24.6",
"session_id": "c0cb75af-3ec9... | megan86 | model_inversion | null | null | null | No additional info | AI system model_inversion by megan86 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8a18c9ed | e0bc7991ea3a092e8d2cb58d349f69c7f6527826 | fcb76850cd75f5fd991e497b4844c8e34b08de8d | null | null | null | null | null | null | null |
2487a26d-3099-42b7-8cd0-f3b9f6a34051 | 2025-01-21T02:35:17 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Alibaba by zacharybarker MITRE Technique: T1053.005 | {
"geo_location": "Botswana",
"device_hash": "4076a6c6309800ae9cba163f764e548ce64a8b2edb79eb53e2880fdaa222105b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/5.1)",
"session_id": "6a906ad3-2a36-48f1-b2c6-2a62a6ca442e",
"risk_score": 41.13,
"confidence": 0.23
} | zacharybarker | config_change | null | null | null | MITRE Technique: T1053.005 | Cloud config_change in Alibaba by zacharybarker MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | Alibaba | res-5f58b88d | null | null | null | null | null | null | null | null | null | null |
6da76354-f180-4db8-ab9e-2153e776750b | 2025-02-22T02:46:05 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "France",
"device_hash": "cab595d7336b37f376008bd24e8b0a20b48d2216",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ms-MY) AppleWebKit/535.31.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.31.4",
"session_id": "b390e596-a536-4904-8337-f25a19b47bdb",
"risk... | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-5ee2284d | 3.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
af0578ad-31f0-48a0-8e5a-f0027fcca485 | 2030-05-20T15:48:28 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 67.62.244.127 to 58.28.170.213 MITRE Technique: T1547.001 | {
"geo_location": "Canada",
"device_hash": "31f9f3e680e1723d9774ff184d2872edf907d23fcf2e5323983d580ddde10162",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/15.0.802.0 Safari/536.0",
"session_id": "dc7140c1-e48e-46cb-a1f5-9d40e0823627",
"risk_score": 42.23,
"con... | null | connection | null | null | null | MITRE Technique: T1547.001 | Network connection from 67.62.244.127 to 58.28.170.213 MITRE Technique: T1547.001 | null | null | null | null | 67.62.244.127 | 58.28.170.213 | null | null | null | null | null | null | null | null | null | null | UDP | 282,502 | null | null | null |
db357917-6860-460a-b35b-ddae7a6b44d6 | 2025-01-17T16:02:07 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth locked for brianwest via key from 212.21.123.160 Credential stuffing pattern detected | {
"geo_location": "Bolivia",
"device_hash": "ecc842e584bafe1a69a9ffec4e6513b0639c0dcd1f21a8ee82603221b3c4392b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ka-GE) AppleWebKit/532.11.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6532.11.5",
"session_id": "1b1e1826-8928-476d-bf... | brianwest | locked | null | null | null | Credential stuffing pattern detected | Auth locked for brianwest via key from 212.21.123.160 Credential stuffing pattern detected | null | null | null | null | 212.21.123.160 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 49:8e:b3:f6:64:d4 |
642ad3a5-303e-469e-a1c2-ee964ba2c0fd | 2025-03-17T00:14:27 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by rileygamble Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Bermuda",
"device_hash": "a611f515ee195fb26b8b14ac1c7a6b036272b58db237f51985119c32677b7548",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/532.14.4 (KHTML, like Gecko) Version/5.0 Safari/532.14.4",
"session_id": "208d04bb-263d-4088-9500-15baacc00d7f",
"risk_score": 45.... | rileygamble | membership_inference | null | null | null | Unconventional IOC: Bios timestamp anomalies | AI system membership_inference by rileygamble Unconventional IOC: Bios timestamp anomalies | {
"baseline_deviation": 2.93,
"entropy": 5.52,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-e41a46b6 | 1b7f7c1391181922ed39754a78ee2c45 | 21630e1e07ee317a44c2c349f9a9ebb6d0b7ed84 | null | null | null | null | null | null | null |
f394d5e3-e754-4058-a5c0-d6cd811c950f | 2025-06-30T10:46:11 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 171.238.249.98 to 53.135.70.30 MITRE Technique: T1574.002 | {
"geo_location": "Djibouti",
"device_hash": "67753f34c4c7a835784b916ce92c14a8f5b63926",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5806-10-11 13:26:27 Firefox/3.8",
"session_id": "5c271b36-fd05-4882-8c05-57469e8ecf51",
"risk_score": 40.41,
"confidence": 0.23
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1574.002 | Network protocol_anomaly from 171.238.249.98 to 53.135.70.30 MITRE Technique: T1574.002 | null | null | null | null | 171.238.249.98 | 53.135.70.30 | null | null | null | null | null | null | null | null | null | null | ICMP | 122,378 | null | null | null |
9f1a3520-951d-4403-a896-469fdb5920b6 | 2025-01-27T17:13:12 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in GCP by vgarcia No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "8b6b06062e1f7a6e7051bbf99a6352c726bfa1ce",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.0)",
"session_id": "2b809b08-25b5-4db0-8f77-5f433eaa5250",
"risk_score": 57.83,
"confidence": 0.74
} | vgarcia | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by vgarcia No additional info | null | null | null | null | null | null | null | null | null | GCP | res-a4aba313 | null | null | null | null | null | null | null | null | null | null |
1b17ddc5-f404-43c5-ba31-a79810945573 | 2025-06-04T13:46:58 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: MFA Bypass detected from 14.155.41.216 targeting N/A MITRE Technique: T1204.002 | {
"geo_location": "Israel",
"device_hash": "ed5ca61b0e1155c30f7a6fd6d97e1ee9178a20d5",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; bo-IN; rv:1.9.2.20) Gecko/2407-03-13 23:08:12 Firefox/3.6.7",
"session_id": "61fcb18d-ae33-494c-b1ee-7ac00a0fef03",
"risk_score": 48.75,
"confidence": 0.85
} | null | null | null | null | null | MITRE Technique: T1204.002 | Carbon Black Alert: MFA Bypass detected from 14.155.41.216 targeting N/A MITRE Technique: T1204.002 | {
"baseline_deviation": 1.6,
"entropy": 3.21,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 14.155.41.216 | N/A | MFA Bypass | SIG-1875 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
88a566ff-0bae-4c30-b419-b701764878cb | 2028-02-09T18:05:52 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 211.29.44.240 to 62.53.138.97 No additional info noise=SW50ZXJlc3Qu | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "066d71ee8e699f38c55e775406fa398222f09aa4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_4 rv:3.0; fo-FO) AppleWebKit/532.27.2 (KHTML, like Gecko) Version/4.0.2 Safari/532.27.2",
"session_id": "7da128d7-db64-4bcf-906e-0ba3a3c0144f",
... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 211.29.44.240 to 62.53.138.97 No additional info | null | null | null | null | 211.29.44.240 | 62.53.138.97 | null | null | null | null | null | null | null | null | null | null | UDP | 789,229 | null | null | null |
4e43ccc2-66d0-40b3-ab4f-e13c822fb21b | 2025-06-26T18:35:21 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by stephaniealvarado No additional info noise=VHlwZSB0eXBlLg== | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "ef5276b681f09ff49b6aee8f2735f12c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_6 rv:3.0; ti-ET) AppleWebKit/533.49.2 (KHTML, like Gecko) Version/5.0.2 Safari/533.49.2",
"session_id": "5d75f2a8-5406-4748-8bf1-d79885cc5319",
"ri... | stephaniealvarado | fine_tuning | null | null | null | No additional info | AI system fine_tuning by stephaniealvarado No additional info | null | null | null | null | null | null | null | null | null | null | null | model-14e6a1f7 | c9e9ba55b21212d2196b5ccbbadbace0 | 6dc81f069966e632288fb90696867e3174dde60f | null | null | null | null | null | null | null |
3414603c-0a1a-487c-80ca-93760ffb92fc | 2025-02-25T14:24:22 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by bperry No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "82f02b710b2ee8b6978fd78ee097511d",
"user_agent": "Opera/8.22.(X11; Linux x86_64; ks-IN) Presto/2.9.162 Version/12.00",
"session_id": "7067b257-f637-49ae-a56e-29b8cdcd9fc4",
"risk_score": 61.24,
"confidence": 0.33
} | bperry | model_inversion | null | null | null | No additional info | AI system model_inversion by bperry No additional info | null | null | null | null | null | null | null | null | null | null | null | model-67486a95 | cd24b1885e727448612955ba6b004c63dd8c7fc03f9129fa85fdb341aa7f2e45 | 66a8512d2460dfeec9a5305edbfea8cc8846516b6bcd4e60219a038ff3bc9a4c | null | null | null | null | null | null | null |
c8d0ace8-584a-4039-aa4d-07c8442c9952 | 2025-07-01T08:14:08 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Domain Fronting detected from 197.99.216.148 targeting 219.249.203.43 MITRE Technique: T1190 | {
"geo_location": "Saudi Arabia",
"device_hash": "ee41e802aacea97cd7bb2cd9dff086d6",
"user_agent": "Mozilla/5.0 (Windows 95; st-ZA; rv:1.9.0.20) Gecko/4902-06-08 07:11:53 Firefox/3.8",
"session_id": "5970ad36-7b9f-4a28-9726-fcb8121d17cb",
"risk_score": 75.52,
"confidence": 0.05
} | null | null | null | null | null | MITRE Technique: T1190 | Splunk Alert: Domain Fronting detected from 197.99.216.148 targeting 219.249.203.43 MITRE Technique: T1190 | null | null | null | null | 197.99.216.148 | 219.249.203.43 | Domain Fronting | SIG-7656 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
2addaa9f-8210-4d08-91a9-b973046ca130 | 2025-06-19T04:21:37 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 4.13.59.8 to 135.57.26.154 MITRE Technique: T1190 | {
"geo_location": "Mauritania",
"device_hash": "5fa683ec83ec692e633356cdfb22f99208a1f990",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_8) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/52.0.846.0 Safari/536.0",
"session_id": "c6dd97c3-70fe-46c4-8614-aaf04e1f9a8c",
"risk_score": 36.7,
"confiden... | null | latency_spike | null | null | null | MITRE Technique: T1190 | Network latency_spike from 4.13.59.8 to 135.57.26.154 MITRE Technique: T1190 | {
"baseline_deviation": 1.62,
"entropy": 5.49,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 4.13.59.8 | 135.57.26.154 | null | null | null | null | null | null | null | null | null | null | HTTPS | 938,743 | null | null | null |
28b9009d-756f-4de9-83ff-33ccd002d161 | 2025-01-24T23:56:55 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Azure by wcastillo No additional info | {
"geo_location": "Hong Kong",
"device_hash": "731ab05cc2f3224161207eb98cf5aec0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/4.0)",
"session_id": "16f66d4c-0e9e-497f-84c0-3d49680e70fd",
"risk_score": 69.56,
"confidence": 0.08
} | wcastillo | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by wcastillo No additional info | null | null | null | null | null | null | null | null | null | Azure | res-4957b13e | null | null | null | null | null | null | null | null | null | null |
ea484a5d-9ade-4f2c-af3b-bbafb446f764 | 2025-04-07T20:39:56 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: Cloud API Abuse detected from 223.65.186.44 targeting 39.68.165.87 No additional info | {
"geo_location": "Montenegro",
"device_hash": "dc3917c73fd5f1fb12877385fadddd53",
"user_agent": "Mozilla/5.0 (Windows 98; unm-US; rv:1.9.1.20) Gecko/6777-02-03 00:46:24 Firefox/9.0",
"session_id": "503441a8-cff6-4996-8eb8-69462893dc2a",
"risk_score": 23.48,
"confidence": 0.43
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Cloud API Abuse detected from 223.65.186.44 targeting 39.68.165.87 No additional info | null | null | null | null | 223.65.186.44 | 39.68.165.87 | Cloud API Abuse | SIG-4547 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
9c8c39a3-ad0b-493c-9dc6-40fb743fb3f7 | 2025-01-22T04:59:09 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Brazil",
"device_hash": "bbac54bef940da3ea83b5b09ec5d03f6",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/13.3b3760.0 Mobile/37I568 Safari/534.2",
"session_id": "d3bc214f-2244-4718-8b41-e6685d126efc",
"risk_score": 55.83,... | null | unusual_activity | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | {
"baseline_deviation": 0.81,
"entropy": 3.63,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Sensor | iot-48201b85 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42f858a4-26a4-438f-b111-7abe04ec82f8 | 2025-03-09T14:02:22 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC command_injection No additional info noise=category | {
"geo_location": "Kiribati",
"device_hash": "258cfc2753eceb2bc10acd25a5e22eb67cb0877fe2aa27f80475e673faf3f853",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/31.0.864.0 Safari/535.2",
"session_id": "9905d77e-fbca-4728-9546-62df0332b5c0",
"risk_score": 48.9,
... | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-46e3bbd1 | 6.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e0f6b80-ffe5-4a40-819c-5725b997b0be | 2025-05-10T04:03:23 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: Credential Stuffing detected from 15.224.97.48 targeting 10.61.127.192 Obfuscated payload detected | {
"geo_location": "Haiti",
"device_hash": "4b75578c7be13e43822b96db6b0c66700edc8897",
"user_agent": "Opera/8.22.(Windows 98; Win 9x 4.90; lb-LU) Presto/2.9.178 Version/12.00",
"session_id": "078b32d9-8f53-4a61-8b6f-8abe1002d4e0",
"risk_score": 58.52,
"confidence": 0.02
} | null | null | null | null | null | Obfuscated payload detected | Microsoft Sentinel Alert: Credential Stuffing detected from 15.224.97.48 targeting 10.61.127.192 Obfuscated payload detected | null | null | null | null | 15.224.97.48 | 10.61.127.192 | Credential Stuffing | SIG-2456 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a123be9b-9e26-45a5-8636-ae2c115f75e8 | 2025-06-07T04:22:36 | iot | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Uruguay",
"device_hash": "5a3e1202befb682ea4ac2a9f3ed38444052dafe4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ug-CN) AppleWebKit/532.22.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.22.3",
"session_id": "6d16e010-2cee-4e4f-9275-a420134e736a",
"ris... | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-5600b871 | 5.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
39b7ce76-357b-4ce1-8156-e28426789a8b | 2025-04-09T03:46:37 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by egallegos MITRE Technique: T1190 | {
"geo_location": "Ecuador",
"device_hash": "df3770037d19f8707f57896b560fcb457c0a17f9d5c0dae6d4c5553af6d72006",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.38.7 (KHTML, like Gecko) Version/5.1 Safari/532.38.7",
"session_id": "3f26468c-4e7b-4a19-bd67-cab525735117",
"risk_score": 71... | egallegos | training_data_poisoning | null | null | null | MITRE Technique: T1190 | AI system training_data_poisoning by egallegos MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | model-427cad97 | eaee9f260cbc49e4e6af212c2b7ee4ec925301ab730e92fa104590f0e6fa0313 | b39be95a00b42f38d28f58cf4561baab | null | null | null | null | null | null | null |
10e7dbb4-f5f2-47e2-805e-10ebded79afd | 2025-02-12T17:12:47 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect UDP traffic from 32.81.155.73:618 to 92.79.18.1:276 Associated Threat Actor: Sandworm Team noise=wish|improve|nice | {
"geo_location": "Germany",
"device_hash": "965d947f6b0c4c66174e5d114f43cd78",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.27.2 (KHTML, like Gecko) Version/5.0 Safari/531.27.2",
"session_id": "5331e5d1-c27d-41b5-8008-25cc18449b9a",
"risk_score": 19.53,
"confidence": 0.21
} | null | inspect | null | null | null | Associated Threat Actor: Sandworm Team | Firewall inspect UDP traffic from 32.81.155.73:618 to 92.79.18.1:276 Associated Threat Actor: Sandworm Team | null | null | null | null | 32.81.155.73 | 92.79.18.1 | null | null | null | null | null | null | null | null | 618 | 276 | UDP | 864,598 | 3,282 | null | null |
f36cdb70-85bc-4253-9c87-9b55954b8620 | 2025-03-19T02:34:10 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for olivia41 via key from 140.129.91.21 MITRE Technique: T1543.003 | {
"geo_location": "Guatemala",
"device_hash": "a197947930a1a823b542427390eae0cc97d31b6d8f1531e56c267304673d3f69",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.0)",
"session_id": "359d034e-50a4-48f2-9571-036698a44c18",
"risk_score": 55.11,
"confidence": 0.31
} | olivia41 | bypass | null | null | null | MITRE Technique: T1543.003 | Auth bypass for olivia41 via key from 140.129.91.21 MITRE Technique: T1543.003 | null | null | null | null | 140.129.91.21 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ba:b1:69:44:72:12 |
68ea4919-680d-4600-bf0f-e49ba3229bb3 | 2025-05-14T19:09:25 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: MFA Bypass detected from 179.237.221.147 targeting 10.203.0.109 Associated Threat Actor: Lazarus Group noise=support|citizen|doctor | {
"geo_location": "Hungary",
"device_hash": "d9530519be170d26d767addc075829aa12db3f40",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_8 rv:3.0; se-NO) AppleWebKit/532.34.1 (KHTML, like Gecko) Version/5.0 Safari/532.34.1",
"session_id": "0c6256ad-f25d-4893-a831-3e567f9c59ba",
"risk_score": 55.31,
... | null | null | null | null | null | Associated Threat Actor: Lazarus Group | Zeek Alert: MFA Bypass detected from 179.237.221.147 targeting 10.203.0.109 Associated Threat Actor: Lazarus Group | null | null | null | null | 179.237.221.147 | 10.203.0.109 | MFA Bypass | SIG-4218 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
d32b7980-116b-4a85-9460-6846bdedda5e | 2025-04-18T08:47:04 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for angelalopez via SAML from 146.70.131.10 No additional info noise=UmVhbGx5Lg== | {
"geo_location": "Russia",
"device_hash": "237ad15ef64db2f2ce0ee47abaed1b7a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/16.5i4730.0 Mobile/47U726 Safari/534.0",
"session_id": "e44d1b3f-44a5-43d8-8978-5470e367429c",
"risk_score": 23.56,
... | angelalopez | bypass | null | null | null | No additional info | Auth bypass for angelalopez via SAML from 146.70.131.10 No additional info | null | null | null | null | 146.70.131.10 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 91:b5:c9:70:3e:76 |
bb939e29-23ca-4a86-b4dc-f914b49e6e26 | 2025-04-14T14:46:04 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: Container Escape detected from 166.202.72.66 targeting N/A MITRE Technique: T1134.001 | {
"geo_location": "Netherlands Antilles",
"device_hash": "75ce379f231cdda4481bbc43a9c0f9bf1c5f2119",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; nl-NL) AppleWebKit/531.17.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6531.17.7",
"session_id": "762fa7bf-078f-403b-9443-dba508a2... | null | null | null | null | null | MITRE Technique: T1134.001 | Tanium Alert: Container Escape detected from 166.202.72.66 targeting N/A MITRE Technique: T1134.001 | {
"baseline_deviation": 1.3,
"entropy": 5.18,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 166.202.72.66 | N/A | Container Escape | SIG-1627 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
58c0ac78-ff1c-41da-a21d-ab05837cd1e3 | 2025-04-10T00:28:48 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access /other/tough.flac by jessicasingh Associated Threat Actor: Inception Framework | {
"geo_location": "Mayotte",
"device_hash": "da9faf865725e1e61868d83fcc985010209220e394303c6b423238291250779c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/11.1j9221.0 Mobile/80U265 Safari/531.2",
"session_id": "5b5fb638-8d73-4ee7-8bc9-27ff6a144... | jessicasingh | file_access | /other/tough.flac | 4,030 | powershell.exe | Associated Threat Actor: Inception Framework | Endpoint file_access /other/tough.flac by jessicasingh Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b44fe6b5-77ca-4f82-a9c5-884aa415c69c | 2025-04-22T15:29:49 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth timeout for moodypatrick via key from 83.248.96.163 MITRE Technique: T1543.003 | {
"geo_location": "Honduras",
"device_hash": "f73b8470740a4a2e7af12133484ee2f9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; br-FR) AppleWebKit/535.11.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.11.6",
"session_id": "933c6fc6-6bbe-4801-9a26-606041242489",
"risk_score... | moodypatrick | timeout | null | null | null | MITRE Technique: T1543.003 | Auth timeout for moodypatrick via key from 83.248.96.163 MITRE Technique: T1543.003 | null | null | null | null | 83.248.96.163 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | d8:c0:15:e5:9b:5d |
c96e7424-27ee-4d9e-8066-43f20f88f088 | 2025-05-22T15:25:27 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 10.119.25.6:682 to 170.178.1.43:824 MITRE Technique: T1190 | {
"geo_location": "Sierra Leone",
"device_hash": "07a70e0e3f8262bf26e0dd19378c2e83af5ca1653b16d3019f4179137335a676",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/40.0.819.0 Safari/532.0",
"session_id": "341c3769-3a71-4559-b7ab-e53871167859",
"risk_score": 41.97,
... | null | drop | null | null | null | MITRE Technique: T1190 | Firewall drop RDP traffic from 10.119.25.6:682 to 170.178.1.43:824 MITRE Technique: T1190 | null | null | null | null | 10.119.25.6 | 170.178.1.43 | null | null | null | null | null | null | null | null | 682 | 824 | RDP | 726,023 | 2,703 | null | null |
881c5a99-cd4b-4cc0-a939-896d3e7bc096 | 2025-02-24T16:44:14 | ids_alert | FireEye HX v4.5.0 | emergency | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=FireEye HX Alert: MFA Bypass detected from 65.121.1.160 targeting N/A No additional info | {
"geo_location": "Sudan",
"device_hash": "87cf7b268ddcf5b30a2e02e4eb76dce9584184bd9aa008806d1a5ad13d576f32",
"user_agent": "Opera/8.22.(Windows NT 6.0; pl-PL) Presto/2.9.187 Version/11.00",
"session_id": "58c8361d-922e-4c1d-bf4b-aaaffee364d9",
"risk_score": 68.14,
"confidence": 0.32
} | null | null | null | null | null | No additional info | FireEye HX Alert: MFA Bypass detected from 65.121.1.160 targeting N/A No additional info | null | null | null | null | 65.121.1.160 | N/A | MFA Bypass | SIG-9420 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
94e8bae3-5991-4497-872c-8b915f928c28 | 2025-03-31T16:03:11 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: AI Model Poisoning detected from 136.64.214.108 targeting N/A No additional info | {
"geo_location": "Dominica",
"device_hash": "cc163af83325a45bea3c50c23f553cbaf0d4ec2ca584437deda43c1b4cf1a7cd",
"user_agent": "Opera/9.56.(Windows NT 6.1; quz-PE) Presto/2.9.179 Version/11.00",
"session_id": "d7f3b2a1-4f36-47f2-81cb-6a6c6421be99",
"risk_score": 54.69,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Zeek Alert: AI Model Poisoning detected from 136.64.214.108 targeting N/A No additional info | null | null | null | null | 136.64.214.108 | N/A | AI Model Poisoning | SIG-8764 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a292dc20-91e4-466a-ad06-20f9dfb72656 | 2025-04-04T03:46:32 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 100.163.18.146 to 159.3.200.241 MITRE Technique: T1059.005 noise=main/categories/tags | {
"geo_location": "Bulgaria",
"device_hash": "a1c7e40f9a2db9d3690caa5e277c8711",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_0 rv:6.0; pt-BR) AppleWebKit/535.8.5 (KHTML, like Gecko) Version/4.0.5 Safari/535.8.5",
"session_id": "f4654b2f-1ec7-4ef0-937d-86a8dca9d593",
"risk_score": 19.62,
"con... | null | protocol_anomaly | null | null | null | MITRE Technique: T1059.005 | Network protocol_anomaly from 100.163.18.146 to 159.3.200.241 MITRE Technique: T1059.005 | {
"baseline_deviation": 0.93,
"entropy": 5.54,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 100.163.18.146 | 159.3.200.241 | null | null | null | null | null | null | null | null | null | null | ICMP | 241,972 | null | null | null |
f7fcf323-c588-4ff3-b9e8-9c71c7f480ed | 2025-02-06T23:28:59 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 44.226.143.141 to 168.34.200.41 No additional info noise=U2NlbmUgaGUu | {
"geo_location": "Grenada",
"device_hash": "c2886cc200eb2884f36912a6d678bcdec35951550102448874fd039583626869",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_7 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/40.0.874.0 Mobile/21C485 Safari/533.0",
"session_id": "60759d8f-379c-4302-90c5-11e4b51a3... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 44.226.143.141 to 168.34.200.41 No additional info | null | null | null | null | 44.226.143.141 | 168.34.200.41 | null | null | null | null | null | null | null | null | null | null | HTTPS | 261,734 | null | null | null |
13ee7204-d89e-4dc2-ae08-981dabd25118 | 2025-04-15T05:08:07 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Fileless Attack detected from 104.46.243.210 targeting 111.157.167.112 No additional info | {
"geo_location": "Kiribati",
"device_hash": "f8bdacc9052951e559dfe74cbd2591f978e73df399600eccc02139b9c77c4790",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/4199-05-09 07:15:12 Firefox/3.6.6",
"session_id": "6af952c0-35f7-498f-bacb-e55ba863db31",
"risk_score": 37.07,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Snort Alert: Fileless Attack detected from 104.46.243.210 targeting 111.157.167.112 No additional info | null | null | null | null | 104.46.243.210 | 111.157.167.112 | Fileless Attack | SIG-8330 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
eef16cc1-e242-4679-9941-dd6e7c3d128d | 2025-06-05T18:50:26 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: Fileless Attack detected from 10.227.178.75 targeting 179.123.84.4 No additional info noise=sea|race|than | {
"geo_location": "Cayman Islands",
"device_hash": "3e0f4de806a0d575666acc2faa4096ef4e3a78bd4a0b11c4b325a2ef8772db7c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/54.0.885.0 Safari/536.1",
"session_id": "a2635528-7373-4b82-a020-3929e1536cdf",
"risk_score": 58.77,
... | null | null | null | null | null | No additional info | Darktrace Alert: Fileless Attack detected from 10.227.178.75 targeting 179.123.84.4 No additional info | null | null | null | null | 10.227.178.75 | 179.123.84.4 | Fileless Attack | SIG-7261 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
dc9b4f46-0ef7-47da-adbc-512ffd227ea6 | 2025-06-28T09:27:13 | network | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 10.101.252.45 to 69.253.184.80 No additional info | {
"geo_location": "San Marino",
"device_hash": "5a32dfeb046e5a038783984c4bdc219848742ad7335f2ed1ed21440af8947f7c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_8) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/37.0.896.0 Safari/531.1",
"session_id": "189d7b2d-01e8-4dcd-b3f4-258f82fde30e",
"risk_s... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 10.101.252.45 to 69.253.184.80 No additional info | null | null | null | null | 10.101.252.45 | 69.253.184.80 | null | null | null | null | null | null | null | null | null | null | HTTP | 672,418 | null | null | null |
b349e139-e2ac-4eed-b2b6-296ac36311e9 | 2025-01-24T09:43:21 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /become/radio.flac by mphillips No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "5d4bff27a12e6ac76e06ffa61f308dd2edcc18ae00093d18f4122b1431ba0d76",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; eu-ES) AppleWebKit/534.48.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.48.5",
"session_id": "be5528e8-... | mphillips | scheduled_task | /become/radio.flac | 6,157 | explorer.exe | No additional info | Endpoint scheduled_task /become/radio.flac by mphillips No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
23d4c75b-93f4-44d1-b42a-b12aa524e69c | 2025-04-29T03:47:11 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow DNS traffic from 36.54.126.23:429 to 108.103.136.53:840 No additional info | {
"geo_location": "Russia",
"device_hash": "960f0d982251a4f1f13152ce8766ce52e989d13a202c2c27145869d21fa2f7d1",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; bem-ZM; rv:1.9.1.20) Gecko/4500-06-22 23:24:31 Firefox/5.0",
"session_id": "fe82ca4e-e681-49bf-bcd9-2e8ad8ba7816",
"risk_score": 71.75,
"confidence": 0.8... | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 36.54.126.23:429 to 108.103.136.53:840 No additional info | null | null | null | null | 36.54.126.23 | 108.103.136.53 | null | null | null | null | null | null | null | null | 429 | 840 | DNS | 994,944 | 3,050 | null | null |
f025b61f-7f4c-43a9-9619-d0436d07b890 | 2025-05-10T08:54:53 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 58.201.255.193 to 18.111.57.216 No additional info | {
"geo_location": "Algeria",
"device_hash": "b37b2f87dae2146a7351e4155091ca86",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.35.6 (KHTML, like Gecko) Version/5.1 Safari/532.35.6",
"session_id": "835058d7-eaaa-4111-8692-4388947024bf",
"risk_score": 61.46,
"confidence": 0.14
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 58.201.255.193 to 18.111.57.216 No additional info | null | null | null | null | 58.201.255.193 | 18.111.57.216 | null | null | null | null | null | null | null | null | null | null | HTTPS | 158,212 | null | null | null |
166bcb65-c011-4a48-b9f0-9a06c0d842a7 | 2025-02-11T10:17:14 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall inspect SSH traffic from 54.61.129.241:302 to 195.35.63.232:946 MITRE Technique: T1134.001 | {
"geo_location": "Yemen",
"device_hash": "6c41b54a783c8c850377dc655746ad0bd6a3cd3f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/11.2m2564.0 Mobile/92Y731 Safari/531.1",
"session_id": "46d60464-6f26-40f6-8abc-05638d15f6b5",
"risk_score": ... | null | inspect | null | null | null | MITRE Technique: T1134.001 | Firewall inspect SSH traffic from 54.61.129.241:302 to 195.35.63.232:946 MITRE Technique: T1134.001 | null | null | null | null | 54.61.129.241 | 195.35.63.232 | null | null | null | null | null | null | null | null | 302 | 946 | SSH | 688,776 | 811 | null | null |
865b76fc-f6f3-4d6c-9b13-f3c3d67031bd | 2025-03-12T04:34:41 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1574.002 | {
"geo_location": "Guinea-Bissau",
"device_hash": "60d4dd3ba37ba7a48366ce93d3becc79",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/4.0)",
"session_id": "746e070c-b3b7-4662-a516-88a2832358c0",
"risk_score": 58.73,
"confidence": 0.06
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat sensor_spoofing MITRE Technique: T1574.002 | null | Thermostat | iot-895f3723 | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2cfff44-fea0-407e-af96-87c04656e6fb | 2025-04-20T18:38:00 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: Fileless Attack detected from 184.109.57.156 targeting 158.100.211.129 MITRE Technique: T1218.011 | {
"geo_location": "Switzerland",
"device_hash": "99812b1565686541f0aeb2a4e1a80ffb",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/27.0.897.0 Safari/532.0",
"session_id": "be943021-99b3-41db-be6e-3b8f4eecdd6a",
"risk_score": 36.28,
"confidence": 0.49
} | null | null | null | null | null | MITRE Technique: T1218.011 | FireEye HX Alert: Fileless Attack detected from 184.109.57.156 targeting 158.100.211.129 MITRE Technique: T1218.011 | null | null | null | null | 184.109.57.156 | 158.100.211.129 | Fileless Attack | SIG-8900 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
6700fa12-5d9e-4dd2-9592-85071bd8fec1 | 2025-04-25T20:31:37 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by lcopeland No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "6f716db4c46d19c45515893a3a32b8b4",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/55.0.834.0 Safari/531.2",
"session_id": "ea49c13a-2537-453a-8378-89ceb6d5b02a",
"risk_score": 73.61,
"confidence"... | lcopeland | adversarial_input | null | null | null | No additional info | AI system adversarial_input by lcopeland No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ef830825 | 15998b0b5a4a7d861fcca3b992202186d5fdfe74dd6afc1c5bdf0ede73a096d5 | f998e4f2321e3cadabff29cd92108033ed9a96795c120a587eae4868557a6810 | null | null | null | null | null | null | null |
6783da31-b0c0-4bda-a7e9-977c241af7a7 | 2025-06-24T18:14:27 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 10.181.6.170 to 25.52.183.194 MITRE Technique: T1053.005 | {
"geo_location": "Tokelau",
"device_hash": "8bc51a5d1c606f5ce33d72f129c0673bdcb63e84e6ec76bceeee73371edf575c",
"user_agent": "Opera/9.92.(X11; Linux i686; ve-ZA) Presto/2.9.171 Version/12.00",
"session_id": "dad14924-7894-4a76-8467-e63552572a5c",
"risk_score": 25.68,
"confidence": 0.18
} | null | disconnection | null | null | null | MITRE Technique: T1053.005 | Network disconnection from 10.181.6.170 to 25.52.183.194 MITRE Technique: T1053.005 | null | null | null | null | 10.181.6.170 | 25.52.183.194 | null | null | null | null | null | null | null | null | null | null | HTTPS | 44,373 | null | null | null |
6247eb04-bc70-41e0-89f3-b542ff12543d | 2025-03-20T23:37:05 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth bypass for lunakristin via SAML from 71.199.138.198 No additional info noise=UG9vciBlbmQu | {
"geo_location": "Zimbabwe",
"device_hash": "709043c6867a0b2b43b0811170c28b4fc9868258c61965d3b4ed4df19c8ef8af",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.6.2 (KHTML, like Gecko) Version/4.0 Safari/533.6.2",
"session_id": "459039cf-d483-4e50-af36-d6c5d34237d3",
"risk_sco... | lunakristin | bypass | null | null | null | No additional info | Auth bypass for lunakristin via SAML from 71.199.138.198 No additional info | null | null | null | null | 71.199.138.198 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 58:c4:91:f8:93:a5 |
ab7e9959-8695-43f5-8fc9-647e9dc8c0cd | 2025-06-18T15:17:27 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for everettleonard via password from 144.11.245.182 Associated Threat Actor: Mustang Panda noise=explore | {
"geo_location": "United States Virgin Islands",
"device_hash": "1494d88281ca2ed5ca837a6c29bcb51885674710",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.0)",
"session_id": "50ad67f0-f174-4c3a-be06-1cdeaa602165",
"risk_score": 71.37,
"confidence": 0.26
} | everettleonard | challenge | null | null | null | Associated Threat Actor: Mustang Panda | Auth challenge for everettleonard via password from 144.11.245.182 Associated Threat Actor: Mustang Panda | null | null | null | null | 144.11.245.182 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 3c:fd:19:c1:5d:45 |
ec0e8265-3f3f-4d5e-b2c9-ba85249c7a4e | 2025-04-19T13:30:35 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Brute Force detected from 83.64.46.95 targeting 136.60.225.39 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "76829723953de7c89b919521fa7565755ef981d0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.45.5 (KHTML, like Gecko) Version/5.1 Safari/535.45.5",
"session_id": "74e6df8e-90ed-4cab-9da0-5e362592dd51",
"risk_score": ... | null | null | null | null | null | No additional info | Tanium Alert: Brute Force detected from 83.64.46.95 targeting 136.60.225.39 No additional info | null | null | null | null | 83.64.46.95 | 136.60.225.39 | Brute Force | SIG-7894 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
dfe96641-5d28-4669-babf-0dce45c8b7cb | 2025-02-26T05:47:30 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "United Kingdom",
"device_hash": "3c4f3f737530dc527764139f712f090abd2aa5553f52894c19266253fa81a723",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "d92fce36-3970-4229-a694-37fae9106652",
"risk_score": 92.71,
"confidence": 0.7
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-51474b8d | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0b50b38c-8864-458d-9236-4e70a52e97ce | 2025-05-03T12:57:26 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: AI Model Poisoning detected from 219.207.232.30 targeting 129.6.187.72 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "03d73e58cf1b2a72446fb3296275cb676967408f",
"user_agent": "Mozilla/5.0 (Android 5.0.2; Mobile; rv:16.0) Gecko/16.0 Firefox/16.0",
"session_id": "319cd6f3-9412-4a54-ac6f-299afa77df53",
"risk_score": 61.8,
"confidence": 0.51
} | null | null | null | null | null | No additional info | ArcSight Alert: AI Model Poisoning detected from 219.207.232.30 targeting 129.6.187.72 No additional info | null | null | null | null | 219.207.232.30 | 129.6.187.72 | AI Model Poisoning | SIG-1892 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7bc210b1-ed6b-4705-aa28-42504eb973bd | 2025-06-26T09:03:35 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for heidi79 via key from 91.119.3.216 Associated Threat Actor: Wizard Spider | {
"geo_location": "Christmas Island",
"device_hash": "e0833964549078c28ac6850f172db9bb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; csb-PL) AppleWebKit/533.2.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.2.2",
"session_id": "5413e39a-e3d5-4fe5-a4a2-470339006d5e",
"ris... | heidi79 | challenge | null | null | null | Associated Threat Actor: Wizard Spider | Auth challenge for heidi79 via key from 91.119.3.216 Associated Threat Actor: Wizard Spider | null | null | null | null | 91.119.3.216 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 56:61:2c:5d:dd:46 |
158a7453-c933-46a1-a1c8-2f4cbee944fb | 2025-01-26T19:30:08 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network connection from 10.119.39.126 to 141.146.52.196 MITRE Technique: T1204.002 | {
"geo_location": "Colombia",
"device_hash": "1a2718a114482c8c68566c31e0ea88a3",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/11.4a9871.0 Mobile/01F677 Safari/534.1",
"session_id": "f5afd4e7-ed19-4182-a965-2534593bf29f",
"risk_score": 59.72,
... | null | connection | null | null | null | MITRE Technique: T1204.002 | Network connection from 10.119.39.126 to 141.146.52.196 MITRE Technique: T1204.002 | null | null | null | null | 10.119.39.126 | 141.146.52.196 | null | null | null | null | null | null | null | null | null | null | ICMP | 754,056 | null | null | null |
5fcd481a-5342-4d49-a74f-6dc59fba0916 | 2025-04-23T01:12:27 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "New Caledonia",
"device_hash": "d544415ff2750295b3e5bbb0b97fda46859d9cd3e9929db9012696695a32262b",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:25.0) Gecko/25.0 Firefox/25.0",
"session_id": "62fc9c4b-13f9-49c4-8f08-2d3d52d9ef0e",
"risk_score": 80.84,
"confidence": 0.45
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-ce19cfd6 | 7.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c72715fe-ef0e-426e-bd4a-537b6cd9cf2a | 2025-06-28T22:44:00 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in Alibaba by prhodes No additional info | {
"geo_location": "Belgium",
"device_hash": "249691ada46f90ecf2191616a9d97dd5f1ded247",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; uz-UZ) AppleWebKit/532.29.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.29.6",
"session_id": "e0b691f8-940b-4f77-8be5-e24a83ccef7c",
"ris... | prhodes | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by prhodes No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-8e903df1 | null | null | null | null | null | null | null | null | null | null |
e0966cdd-851b-49c7-a47a-a530d03efe27 | 2025-05-22T03:02:36 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: Brute Force detected from 202.157.2.161 targeting 195.69.253.132 MITRE Technique: T1566.001 | Associated Threat Actor: Kimsuky | {
"geo_location": "North Korea",
"device_hash": "4d407a5f31c79830dd5492a2c2c67ace",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/12.3h9624.0 Mobile/33O131 Safari/533.0",
"session_id": "2f620ab9-e179-4cf0-a9c8-72f285325f0c",
"risk_score": 93... | null | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Kimsuky | Suricata Alert: Brute Force detected from 202.157.2.161 targeting 195.69.253.132 MITRE Technique: T1566.001 | Associated Threat Actor: Kimsuky | null | null | null | null | 202.157.2.161 | 195.69.253.132 | Brute Force | SIG-9434 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1beabd76-2892-41a5-a547-422089d25529 | 2025-06-19T05:28:39 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 64.226.52.152 to 22.96.184.191 Associated Threat Actor: Leafminer noise=search | {
"geo_location": "Montserrat",
"device_hash": "c6dfac255b74e9b3a2797b5cf5533ac7eb6633a2",
"user_agent": "Mozilla/5.0 (Linux; Android 12.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/58.0.830.0 Safari/532.0",
"session_id": "bc131a47-c393-4dd8-97ac-4aed373d54ac",
"risk_score": 45.73,
"confidence": 0.95
} | null | covert_channel | null | null | null | Associated Threat Actor: Leafminer | Network covert_channel from 64.226.52.152 to 22.96.184.191 Associated Threat Actor: Leafminer | null | null | null | null | 64.226.52.152 | 22.96.184.191 | null | null | null | null | null | null | null | null | null | null | TCP | 805,059 | null | null | null |
f32cc09b-844b-4cec-9d32-a6acf5eac1a4 | 2025-01-17T03:03:48 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "4446c9e63bbd8849c11d0c0d221122f245d723a2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ug-CN) AppleWebKit/531.41.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.41.4",
"session_id": "d8db1832-6080-44c1-... | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-f0a5d76d | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
30503c5f-08ef-4e86-aa38-8eefacc32e72 | 2025-04-21T07:35:19 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /pick/through.mp4 by whitakerrhonda MITRE Technique: T1071.001 | Associated Threat Actor: Equation Group noise=2D79307E | {
"geo_location": "Luxembourg",
"device_hash": "e48b5acea101ac6c35e15b26fd1eec69753f12d9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; my-MM) AppleWebKit/535.48.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.48.7",
"session_id": "a5e1ccc4-fb98-4e74-a638-71f74a172326",
"... | whitakerrhonda | registry_change | /pick/through.mp4 | 3,983 | powershell.exe | MITRE Technique: T1071.001 | Associated Threat Actor: Equation Group | Endpoint registry_change /pick/through.mp4 by whitakerrhonda MITRE Technique: T1071.001 | Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bcffeab7-bdc1-45d2-bf4d-fd48e0825789 | 2025-05-09T07:50:17 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: Credential Stuffing detected from 10.99.0.244 targeting 191.83.54.157 Associated Threat Actor: Equation Group noise=4D2CC4EA | {
"geo_location": "China",
"device_hash": "4309cf72d0842962d65a339f4eaf53761935e796",
"user_agent": "Mozilla/5.0 (Linux; Android 8.1.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/59.0.890.0 Safari/533.0",
"session_id": "5c3bf0c0-6a23-4513-b31e-0f353d41bece",
"risk_score": 38.17,
"confidence": 0.83
} | null | null | null | null | null | Associated Threat Actor: Equation Group | OSSEC Alert: Credential Stuffing detected from 10.99.0.244 targeting 191.83.54.157 Associated Threat Actor: Equation Group | null | null | null | null | 10.99.0.244 | 191.83.54.157 | Credential Stuffing | SIG-2218 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
feb831e2-d781-4600-a2a5-322abaca7064 | 2025-04-12T10:33:24 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by jamescombs No additional info | {
"geo_location": "Sweden",
"device_hash": "3a3c2eca2cd033e34de9363bfa1ea2e7a391c27b078c812f2457e59214fa3b44",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/57.0.874.0 Safari/534.0",
"session_id": "75de8dc4-ab17-4456-9a0b-5d4d5c3d7b00",
"risk_score": 66.2,
"confid... | jamescombs | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by jamescombs No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d9df5b98 | 4f2a17e617c31a410ac70c09e6ca0235 | 2d995de27d10cf9b5f7c1effa651143a237664af2e62d72898cd6e541de8fe2b | null | null | null | null | null | null | null |
1f2b3e48-d208-4f9a-a4c7-c5d87de263ea | 2025-06-02T08:47:40 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor battery_drain Associated Threat Actor: Scattered Spider | {
"geo_location": "Puerto Rico",
"device_hash": "2c5b6ef0c4e105397494b572963ef692",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9840-12-17 03:40:08 Firefox/12.0",
"session_id": "e9815af9-9fbe-4eb3-8ecf-84f1f30d25db",
"risk_score": 23.53,
"confidence": 0.19
} | null | battery_drain | null | null | null | Associated Threat Actor: Scattered Spider | IoT device Sensor battery_drain Associated Threat Actor: Scattered Spider | null | Sensor | iot-3a6444d5 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
35a308f7-acb4-4b9e-83f6-fdac0a4fb2d8 | 2025-02-03T05:28:57 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth locked for williamwall via passwordless from 10.250.210.238 No additional info | {
"geo_location": "Iran",
"device_hash": "59bef42f32753f8cf47539c3b1906eb0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; tr-TR) AppleWebKit/535.7.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.7.2",
"session_id": "caa1b624-0ecb-44f9-8c5b-a3ce6a15c39c",
"risk_score": 50.... | williamwall | locked | null | null | null | No additional info | Auth locked for williamwall via passwordless from 10.250.210.238 No additional info | null | null | null | null | 10.250.210.238 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | be:2f:85:d4:d1:ec |
6031e706-7c09-46bf-96b9-3e537e1e3462 | 2025-06-25T05:13:28 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: ICS Attack detected from 10.64.115.118 targeting 37.71.43.143 No additional info noise=home|quality|to | {
"geo_location": "North Korea",
"device_hash": "1225be7b0c3c579b47fe258d1605411e",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/60.0.846.0 Safari/535.1",
"session_id": "43711b94-bd69-40c1-97c8-35e819544f1d",
"risk_score": 63.2,
"confidence": 0.11
} | null | null | null | null | null | No additional info | FireEye HX Alert: ICS Attack detected from 10.64.115.118 targeting 37.71.43.143 No additional info | null | null | null | null | 10.64.115.118 | 37.71.43.143 | ICS Attack | SIG-3192 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c4bdb612-0dac-44f4-a264-cc19e91bc4bc | 2025-06-11T21:10:31 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection law by jennifer56 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "4cc5e52a12c38f41b9314eaa8c13b99c867ce7b7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; mhr-RU) AppleWebKit/535.35.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6535.35.1",
"session_id": "1d3a1fc7-8a6a-4ea7-878d-2a3fa1771028",
... | jennifer56 | memory_injection | law | 3,423 | svchost.exe | No additional info | Endpoint memory_injection law by jennifer56 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4bb8c770-7c24-4163-9718-a4778f79bef8 | 2025-05-12T19:30:06 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: AI Model Poisoning detected from 79.244.235.14 targeting N/A No additional info | {
"geo_location": "Iraq",
"device_hash": "ffba5e438c389651c732e404cb013bb5e9be1cdda2f330b49befd51393113bcd",
"user_agent": "Opera/8.26.(Windows 98; sd-IN) Presto/2.9.186 Version/11.00",
"session_id": "a5686f2f-f0c2-45d1-bbef-2a5db0601c5b",
"risk_score": 43.14,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Snort Alert: AI Model Poisoning detected from 79.244.235.14 targeting N/A No additional info | {
"baseline_deviation": 1.61,
"entropy": 5.87,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 79.244.235.14 | N/A | AI Model Poisoning | SIG-7344 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
7fc9ed7e-a83d-4ecc-8cec-5994223f866c | 2025-07-01T12:32:46 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in OCI by john83 No additional info | {
"geo_location": "Turkey",
"device_hash": "76f3f39173035610d142095d50a382f577d30a8c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.15.4 (KHTML, like Gecko) Version/4.0.1 Safari/532.15.4",
"session_id": "4032d5c4-9b73-47ef-b4a9-725376b5c1d6",
"risk_score": 39.18,
"confidence": 0.42
} | john83 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by john83 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a5d5dc61 | null | null | null | null | null | null | null | null | null | null |
4f7258c6-436c-4160-a16a-f483daa58882 | 2029-04-08T12:43:11 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /until/upon.xls by gonzalesjames MITRE Technique: T1059.001 | {
"geo_location": "Nauru",
"device_hash": "c3b7386c9b5cc7817d661b2eab82167e2eb4319b",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/60.0.826.0 Safari/535.2",
"session_id": "8b8add78-a4b8-480f-b3ba-880a23f8ee52",
"risk_score": 80.69,
"confidence": 0.9
} | gonzalesjames | file_access | /until/upon.xls | 7,198 | explorer.exe | MITRE Technique: T1059.001 | Endpoint file_access /until/upon.xls by gonzalesjames 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 |
9435da30-36b3-48c7-933b-430d6fdd6de3 | 2025-04-22T01:10:35 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth success for lisasolis via password from 209.0.125.217 MITRE Technique: T1134.001 noise=categories/tag | {
"geo_location": "Hungary",
"device_hash": "2044f45f5bafaa4d7fdd3e9c85d95057d6c9a03b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/56.0.821.0 Safari/531.1",
"session_id": "d303fc64-1856-42f6-aaca-99b236d4a593",
"risk_score": 64.53,
"confidence": 0.01
} | lisasolis | success | null | null | null | MITRE Technique: T1134.001 | Auth success for lisasolis via password from 209.0.125.217 MITRE Technique: T1134.001 | {
"baseline_deviation": 1.66,
"entropy": 2.7,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 209.0.125.217 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 0a:6b:fb:20:9d:52 |
8c7b7334-6e0f-4a9c-8507-454163085d2d | 2025-04-20T10:38:59 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in GCP by warrenkimberly MITRE Technique: T1566.001 | {
"geo_location": "United States of America",
"device_hash": "659e193283bc092d436a68420a663eaca6cb06cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.0)",
"session_id": "e39777ea-ac69-4091-8af2-27b328db28cb",
"risk_score": 15.58,
"confidence": 0.29
} | warrenkimberly | storage_access | null | null | null | MITRE Technique: T1566.001 | Cloud storage_access in GCP by warrenkimberly MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | GCP | res-18571eae | null | null | null | null | null | null | null | null | null | null |
e0a148b6-2014-460e-ad3f-84183bad1e81 | 2025-07-08T23:50:39 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 187.10.100.254 to 91.76.106.80 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "South Africa",
"device_hash": "db11043717cfc1e8a5a86c7414ecb92b677f23b7a412c0616fb2692e81691bdc",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_7; rv:1.9.4.20) Gecko/9657-10-31 12:56:51 Firefox/9.0",
"session_id": "d07d1573-a54b-4f5d-ace4-3ad2a209cd34",
"risk_score": 44.17,
"co... | null | latency_spike | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network latency_spike from 187.10.100.254 to 91.76.106.80 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 187.10.100.254 | 91.76.106.80 | null | null | null | null | null | null | null | null | null | null | HTTP | 487,788 | null | null | null |
5bd01cc4-07a3-4d27-8ef6-5f2c314991cb | 2025-06-06T08:20:09 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth bypass for kalexander via key from 180.177.114.1 No additional info noise=U29tZW9uZS4= | {
"geo_location": "Cook Islands",
"device_hash": "b1d4670292f1273643f7dd3353ac45554a39a7e5",
"user_agent": "Opera/9.85.(Windows NT 5.1; raj-IN) Presto/2.9.177 Version/10.00",
"session_id": "308d7809-8271-4e80-beb2-40976d5924d6",
"risk_score": 20.56,
"confidence": 0.87
} | kalexander | bypass | null | null | null | No additional info | Auth bypass for kalexander via key from 180.177.114.1 No additional info | null | null | null | null | 180.177.114.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 51:4e:ae:03:38:54 |
e83c6db7-4b0c-49ce-a3e3-531e0d4f50df | 2025-04-24T14:09:16 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow HTTPS traffic from 67.119.80.113:968 to 130.57.94.231:269 No additional info | {
"geo_location": "Cambodia",
"device_hash": "2c6b6057501a51ddaed2978df0b45609d480f36d",
"user_agent": "Opera/8.54.(X11; Linux x86_64; id-ID) Presto/2.9.166 Version/10.00",
"session_id": "b528415a-4efe-429b-834b-232ddcb9ceae",
"risk_score": 98.62,
"confidence": 0.29
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 67.119.80.113:968 to 130.57.94.231:269 No additional info | null | null | null | null | 67.119.80.113 | 130.57.94.231 | null | null | null | null | null | null | null | null | 968 | 269 | HTTPS | 64,227 | 1,635 | null | null |
1d0bb3fb-1895-4948-8283-ca72354fbf09 | 2025-06-23T07:53:58 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by fgraham MITRE Technique: T1547.001 | Training data poisoning attempt | {
"geo_location": "El Salvador",
"device_hash": "4f5a2f4cccb654fd6c044d64f71b686b8d5a382e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "7f9479f8-97e5-4c08-91f9-e989e8edaa93",
"risk_score": 44.77,
"confidence": 0.38
} | fgraham | training_data_poisoning | null | null | null | MITRE Technique: T1547.001 | Training data poisoning attempt | AI system training_data_poisoning by fgraham MITRE Technique: T1547.001 | Training data poisoning attempt | null | null | null | null | null | null | null | null | null | null | null | model-bfb189cd | 6e02b0903a981243a4b2de1481fdf01a3f80ebd1 | aee4456cc5465f8a0590634de09a58a0 | null | null | null | null | null | null | null |
cde5fc85-bfec-4820-b489-2124aff69350 | 2025-04-01T22:16:04 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Central African Republic",
"device_hash": "2554f68b1fdd98d3bbdd97fbfd957be7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; gl-ES) AppleWebKit/534.37.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6534.37.2",
"session_id": "0e3bfa7a-23ec-4aa2-8a4c-19d14b9625d0... | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-0ed47747 | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e3b47c22-f132-44a5-9447-d7a1c5314ee0 | 2025-06-25T21:43:58 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Luxembourg",
"device_hash": "eb1f6bb34521158d3ffe10b4d83ada4acb8e4f22ff00604cff9f0089bb731d1c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_8) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/32.0.823.0 Safari/534.0",
"session_id": "d024e890-d6ee-4098-abf2-9d9691f9aac3",
"risk_sco... | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-42bc078a | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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