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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
551a2c15-a3a1-4274-a1d0-5eaddd987d0f | 2025-07-02T00:00:43 | network | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 3.131.77.10 to 145.50.64.1 MITRE Technique: T1486 | {
"geo_location": "Iran",
"device_hash": "9f4bacedf0e44039e206565c80afc2cde9dcd437",
"user_agent": "Opera/9.83.(Windows 98; Win 9x 4.90; ast-ES) Presto/2.9.187 Version/10.00",
"session_id": "d55dcd01-b536-437c-a61e-3b5afab15807",
"risk_score": 33.14,
"confidence": 0.69
} | 3.131.77.10 | 145.50.64.1 | null | null | null | MITRE Technique: T1486 | Network disconnection from 3.131.77.10 to 145.50.64.1 MITRE Technique: T1486 | disconnection | 427,111 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
318fbeec-f7f9-4301-8aef-fc19992eec90 | 2025-05-15T19:48:01 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Cook Islands",
"device_hash": "0d45abc467eb5081f8ca2accffc03bcff6f0c7db",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/49.0.833.0 Safari/534.0",
"session_id": "b65c6033-27b0-47b3-9453-98816b2deb0b",
"risk_score": 60.93,
"confidence": 0.43
} | null | null | null | null | null | No additional info | IoT device Camera battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Camera | iot-70a83d83 | 6.5 | null | null | null | null | null | null | null | null | null | null |
2db4f639-ae06-46ec-86b7-31259f18d3c0 | 2025-07-04T07:03:58 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Supply Chain Compromise detected from 98.164.193.218 targeting N/A No additional info noise=6FB301B7 | {
"geo_location": "Macao",
"device_hash": "daf70333f20aabe1aba2eb9dfcd0c48a20b17669",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.0)",
"session_id": "9dd270a9-c6ec-4abe-9383-8e6cf64e2ab1",
"risk_score": 30.82,
"confidence": 0.89
} | 98.164.193.218 | N/A | Supply Chain Compromise | SIG-9072 | Evasion | No additional info | AlienVault Alert: Supply Chain Compromise detected from 98.164.193.218 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 |
e0af6dc2-ff41-4234-9516-e0b680dc0637 | 2025-04-19T20:08:26 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Living-off-the-Land detected from 84.211.135.190 targeting 10.33.58.97 No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "ce2bec7f0144fc325a20acdf65496f6af96ea059",
"user_agent": "Mozilla/5.0 (Android 4.2; Mobile; rv:27.0) Gecko/27.0 Firefox/27.0",
"session_id": "00ee9dee-995d-461a-b319-f232addd6c3a",
"risk_score": 64.78,
"confidence": 0.88
} | 84.211.135.190 | 10.33.58.97 | Living-off-the-Land | SIG-7389 | Policy | No additional info | Snort Alert: Living-off-the-Land detected from 84.211.135.190 targeting 10.33.58.97 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e9e297d-50dd-4491-856c-67ea7e966d0e | 2025-05-30T00:46:27 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by vmendoza No additional info | {
"geo_location": "Paraguay",
"device_hash": "0893ee8cc0fb751451ffff7f2f6b8dc6",
"user_agent": "Opera/8.74.(X11; Linux i686; lg-UG) Presto/2.9.169 Version/11.00",
"session_id": "80c1ec2f-cce7-4961-9d4a-6bb38a9ee692",
"risk_score": 50.34,
"confidence": 0.31
} | null | null | null | null | null | No additional info | AI system fine_tuning by vmendoza No additional info | fine_tuning | null | null | vmendoza | null | null | null | {
"baseline_deviation": 1.44,
"entropy": 3.43,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-a3d116e2 | ed3d01bd189950f3c800415a2aca1784 | f538a2dd4fab79261e1d2e4ff6b4a97f | null | null |
2dee4f04-789f-4573-a414-25fafc029952 | 2025-03-07T20:41:52 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by teresahughes No additional info noise=RHJpdmUgYWN0Lg== | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "67c17edc7934faddd61854b9d40d7dd4e6d6bda1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.1)",
"session_id": "4ba68cdd-33ca-4b7a-9709-cdae2112563d",
"risk_score": 51.75,
"confidence": 0.12
} | null | null | null | null | null | No additional info | AI system membership_inference by teresahughes No additional info | membership_inference | null | null | teresahughes | null | null | null | null | null | null | null | null | null | null | null | null | model-32557918 | f882e34cacde015d8ee177f8dd9cf7dd4b8c66bf | 8dc5088f41ec86f225ab40072c2446534820f8b1239f95c70e9bea8b5ed8fa90 | null | null |
710dc168-7cde-43f0-9870-e71ff0286cec | 2025-05-20T07:19:39 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth bypass for williamwoodard via password from 131.128.111.14 No additional info | {
"geo_location": "Montserrat",
"device_hash": "9b4af71182f3b244c6b9d8f02e293cfe4f444abf",
"user_agent": "Mozilla/5.0 (Windows 95; dz-BT; rv:1.9.2.20) Gecko/5996-09-08 20:46:43 Firefox/3.8",
"session_id": "6b2a53bc-a9b4-4f77-b55d-152e71cdea05",
"risk_score": 56.15,
"confidence": 0.88
} | 131.128.111.14 | null | null | null | null | No additional info | Auth bypass for williamwoodard via password from 131.128.111.14 No additional info | bypass | null | null | williamwoodard | null | null | null | null | null | null | null | null | null | null | password | cc:2d:c8:39:d0:c6 | null | null | null | null | null |
59b779b0-a677-410b-9f76-6e1a9fb35558 | 2025-02-02T09:28:34 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change physical by lisa96 No additional info | {
"geo_location": "Swaziland",
"device_hash": "7ec5e3dbe1af1566677c3e3d7bc3afd8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/3360-10-13 19:58:46 Firefox/7.0",
"session_id": "9fd5ce58-0c65-4718-8fd9-83e063c43896",
"risk_score": 63.65,
"confidence": 0.41
} | null | null | null | null | null | No additional info | Endpoint registry_change physical by lisa96 No additional info | registry_change | null | null | lisa96 | physical | 8,192 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
05df8163-9667-425b-a067-e1542cbaa393 | 2025-04-06T02:45:57 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth success for tthompson via SAML from 222.201.73.97 MITRE Technique: T1218.011 | {
"geo_location": "Sudan",
"device_hash": "f0a478b3adb788a6303c47c65f6cba4e489a147d",
"user_agent": "Opera/8.94.(Windows NT 6.0; ia-FR) Presto/2.9.173 Version/10.00",
"session_id": "3edc40dc-ba88-4a54-9474-beb9a9a95542",
"risk_score": 96.03,
"confidence": 0.74
} | 222.201.73.97 | null | null | null | null | MITRE Technique: T1218.011 | Auth success for tthompson via SAML from 222.201.73.97 MITRE Technique: T1218.011 | success | null | null | tthompson | null | null | null | null | null | null | null | null | null | null | SAML | 9a:ff:31:ad:b9:4d | null | null | null | null | null |
865767d9-e669-4c84-b3e2-b7f41b2d76e4 | 2025-05-29T11:34:14 | network | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|high| desc=Network disconnection from 10.172.237.34 to 115.98.131.147 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Kenya",
"device_hash": "385446369cce96a5d4299b8189ff5cb5c61b876c8892f57ef716f7dc8dc7e79f",
"user_agent": "Opera/8.48.(X11; Linux i686; yue-HK) Presto/2.9.169 Version/10.00",
"session_id": "49a57509-9e02-4ed5-b953-f28febef64a4",
"risk_score": 91.43,
"confidence": 0.57
} | 10.172.237.34 | 115.98.131.147 | null | null | null | Unconventional IOC: Unusual DNS TXT records | Network disconnection from 10.172.237.34 to 115.98.131.147 Unconventional IOC: Unusual DNS TXT records | disconnection | 901,059 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
93d3c031-60d0-4c3a-96e6-58b88ceef186 | 2025-04-25T06:31:23 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in AWS by chasecody Unconventional IOC: Quantum random number deviations | {
"geo_location": "Italy",
"device_hash": "87123d1ea9c1089d2c2df906e4f43716b37751ef",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/533.7.5 (KHTML, like Gecko) Version/5.0.4 Safari/533.7.5",
"session_id": "cdeb060a-2ed9-41c8-98ab-6de4a615c78d",
"risk_score": 65.88,
"confidence": 0.6
} | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | Cloud api_abuse in AWS by chasecody Unconventional IOC: Quantum random number deviations | api_abuse | null | null | chasecody | null | null | null | {
"baseline_deviation": 1.7,
"entropy": 5.77,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-32a3295e |
a83fdf9d-3a35-443d-bc79-725e8a7372e8 | 2025-05-21T03:12:01 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by travis54 MITRE Technique: T1110.003 | {
"geo_location": "Tanzania",
"device_hash": "42ba01b33ba824671ee39e13a17d872a11870d5a5ea293703193b83b50b5acac",
"user_agent": "Opera/8.46.(X11; Linux i686; cy-GB) Presto/2.9.170 Version/11.00",
"session_id": "2afeabac-0fd8-4aa6-88c8-41b9dc822053",
"risk_score": 25,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1110.003 | Cloud shadow_it in AWS by travis54 MITRE Technique: T1110.003 | shadow_it | null | null | travis54 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-ee1986a7 |
031aeebc-7b8e-450d-a547-b648b1bb759d | 2025-01-29T03:59:58 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 213.93.5.30 to 89.142.63.158 Associated Threat Actor: APT41 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "a9adcbe843d27159df2a8ec9620be03eee6240da",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_1 rv:5.0; sat-IN) AppleWebKit/534.3.7 (KHTML, like Gecko) Version/4.0 Safari/534.3.7",
"session_id": "4eff3233-f917-425d-b19a-98feee2ae26d",
"risk_score": 46.56,
"confidence": 0.47
} | 213.93.5.30 | 89.142.63.158 | null | null | null | Associated Threat Actor: APT41 | Unconventional IOC: Power consumption spikes | Network disconnection from 213.93.5.30 to 89.142.63.158 Associated Threat Actor: APT41 | Unconventional IOC: Power consumption spikes | disconnection | 44,841 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c46e6908-e87b-4c9e-b489-5618ab072541 | 2025-04-26T01:36:07 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Alibaba by mariakline No additional info noise=posts | {
"geo_location": "Lebanon",
"device_hash": "76eff6d2ac8fb71422962e9251fbcf85",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6636-04-30 13:19:30 Firefox/5.0",
"session_id": "59e398e9-fae5-4607-961c-032f5bc65524",
"risk_score": 21.22,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by mariakline No additional info | config_change | null | null | mariakline | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-3aa4367e |
1e7a3432-44a0-432a-b081-d419d58bc913 | 2025-04-19T00:14:00 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: Port Scan detected from 120.68.93.18 targeting 45.142.246.157 Unconventional IOC: TPM attestation failures | {
"geo_location": "Marshall Islands",
"device_hash": "3c1473f824e76eede8843e70d975c68f",
"user_agent": "Opera/8.37.(X11; Linux x86_64; sa-IN) Presto/2.9.190 Version/10.00",
"session_id": "89e47c9e-f079-45fd-8580-3545e9420178",
"risk_score": 53.63,
"confidence": 0.76
} | 120.68.93.18 | 45.142.246.157 | Port Scan | SIG-9363 | Malware | Unconventional IOC: TPM attestation failures | Elastic SIEM Alert: Port Scan detected from 120.68.93.18 targeting 45.142.246.157 Unconventional IOC: TPM attestation failures | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
01218fd5-f550-4f5d-b423-1813a49899bf | 2025-01-16T05:48:34 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /defense/prevent.flac by jasmine35 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "2654fa4b4057d1586a35c1bf3e9565e7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ff-SN) AppleWebKit/531.2.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.2.1",
"session_id": "45190832-e598-4afd-a8ed-3cad3b5444a4",
"risk_score": 85.73,
"confidence": 0.32
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /defense/prevent.flac by jasmine35 No additional info | persistence_mechanism | null | null | jasmine35 | /defense/prevent.flac | 1,142 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e88c9062-63a4-42f7-87bc-dd01bc3fc807 | 2025-05-06T19:32:08 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by romerojoseph MITRE Technique: T1071.001 noise=work|since|gas | {
"geo_location": "North Korea",
"device_hash": "787069c7fe759f64a3ddcee30c961e71",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_8 rv:3.0; ka-GE) AppleWebKit/531.12.6 (KHTML, like Gecko) Version/5.0.2 Safari/531.12.6",
"session_id": "a382ead7-3a24-4a6f-9307-6a7da094cade",
"risk_score": 39.36,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system adversarial_input by romerojoseph MITRE Technique: T1071.001 | adversarial_input | null | null | romerojoseph | null | null | null | null | null | null | null | null | null | null | null | null | model-831ed9af | d3a88d4a396e29950f12ab8e5bb9798603621db094625620f4c65d9530747e61 | fffb27aa69c23108304e48297bcdff53e7eb9292 | null | null |
ef8ac980-230b-455f-a0b5-adaaf27572ef | 2025-04-20T22:20:39 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel MITRE Technique: T1543.003 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "4c18fe1da202fe1dcca19ccde341eafe5e5e86f819a31fa7734bef1200c61de2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.28.3 (KHTML, like Gecko) Version/5.0 Safari/533.28.3",
"session_id": "12ed395d-3701-4085-9860-1a061de457f6",
"risk_score": 4.63,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1543.003 | IoT device Thermostat side_channel MITRE Technique: T1543.003 | side_channel | null | null | null | null | null | null | null | Thermostat | iot-6ce83978 | 9.8 | null | null | null | null | null | null | null | null | null | null |
818e7df3-db30-4d24-aa0b-e5f9a1b21f0d | 2025-03-21T19:31:46 | network | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 157.34.144.163 to 38.60.81.51 MITRE Technique: T1053.005 | {
"geo_location": "Norfolk Island",
"device_hash": "ad2a897ca326bf50313dd8e575fec4b2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/5.0)",
"session_id": "a88e1718-3d30-411a-aa23-6517234ed6eb",
"risk_score": 38.83,
"confidence": 0.56
} | 157.34.144.163 | 38.60.81.51 | null | null | null | MITRE Technique: T1053.005 | Network latency_spike from 157.34.144.163 to 38.60.81.51 MITRE Technique: T1053.005 | latency_spike | 235,373 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f08e1c7-7539-464c-b1ba-ba44d446fbee | 2025-05-16T15:16:20 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for awalter via passwordless from 200.112.237.130 No additional info noise=508D7119 | {
"geo_location": "Russia",
"device_hash": "c3409318b6458db8ef6ef0eae4d1e732152ed7b25287861d2861979bce565586",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:65.0) Gecko/65.0 Firefox/65.0",
"session_id": "c84342ef-d387-48be-b590-ff40ba2256a9",
"risk_score": 25.77,
"confidence": 0.55
} | 200.112.237.130 | null | null | null | null | No additional info | Auth locked for awalter via passwordless from 200.112.237.130 No additional info | locked | null | null | awalter | null | null | null | null | null | null | null | null | null | null | passwordless | 99:96:a3:09:31:78 | null | null | null | null | null |
81a6b960-ce88-439b-831b-882435449fb4 | 2025-01-15T11:03:55 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network beaconing from 187.189.164.102 to 152.35.159.41 No additional info | {
"geo_location": "Iceland",
"device_hash": "fe112dc51f19b57d8ac3383fa8f0a9a91817ca2fd44b5acdd98ab7163162db87",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.0)",
"session_id": "73f1345c-c7ed-40f3-8fc2-c51976457a0f",
"risk_score": 27.31,
"confidence": 0.3
} | 187.189.164.102 | 152.35.159.41 | null | null | null | No additional info | Network beaconing from 187.189.164.102 to 152.35.159.41 No additional info | beaconing | 703,860 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f011e45-51ab-4157-b707-2668a3c9ac79 | 2025-07-02T03:04:15 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: DDoS detected from 26.177.236.194 targeting N/A No additional info | {
"geo_location": "Korea",
"device_hash": "8aec9da00d10b3aed3b6d6db30b45d8b20faf189",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; tk-TM; rv:1.9.1.20) Gecko/5142-09-05 12:28:08 Firefox/14.0",
"session_id": "0be33548-9e5a-4de4-8348-fee70d628e36",
"risk_score": 28.2,
"confidence": 0.11
} | 26.177.236.194 | N/A | DDoS | SIG-6532 | Recon | No additional info | Splunk Alert: DDoS detected from 26.177.236.194 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 |
330e6b19-d9b6-41cb-80ea-8ba859a60837 | 2025-02-01T04:46:43 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by karenlynch No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "df0d3971aa370f099335b066e0670084649c8039",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "0ea6ca99-5eee-4a48-a649-cec8bf85ebdb",
"risk_score": 31.41,
"confidence": 0.84
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by karenlynch No additional info | training_data_poisoning | null | null | karenlynch | null | null | null | null | null | null | null | null | null | null | null | null | model-ff95b5aa | 1a6bc3f92b09d7968d52acf5aa22b9bf765c1940 | aa4fea3426e4846b26786b11bd3cdd89 | null | null |
f21084e4-7816-48b0-a1dc-623b7f661c95 | 2025-07-10T15:10:25 | ids_alert | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|high| desc=Wazuh Alert: XSS detected from 10.237.104.36 targeting 88.142.118.81 MITRE Technique: T1547.001 | Associated Threat Actor: BlueNoroff noise=C2851562 | {
"geo_location": "Korea",
"device_hash": "3d0739dff1d6991eda96e8cbde02f8bf8e327b151c611a7ecd9f65eda5b5ba7f",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/2472-11-13 13:12:37 Firefox/3.8",
"session_id": "ce62ca17-daed-4fde-bddc-5f02f34e3c95",
"risk_score": 43.91,
"confidence": 0.42
} | 10.237.104.36 | 88.142.118.81 | XSS | SIG-7299 | Malware | MITRE Technique: T1547.001 | Associated Threat Actor: BlueNoroff | Wazuh Alert: XSS detected from 10.237.104.36 targeting 88.142.118.81 MITRE Technique: T1547.001 | Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | {
"baseline_deviation": 1.68,
"entropy": 2.36,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4b518a8-6be3-49ba-9b75-4bf80e6c30ae | 2025-04-24T21:42:15 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "France",
"device_hash": "81207a3dbd8c027b11ac7145b697038e",
"user_agent": "Mozilla/5.0 (Linux; Android 11) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/42.0.867.0 Safari/533.0",
"session_id": "75d6d946-5353-441d-8d5c-33b21cb6d2e0",
"risk_score": 85.29,
"confidence": 0.36
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-9ce6ad38 | 4.8 | null | null | null | null | null | null | null | null | null | null |
c55dba2b-8093-4830-bfa2-2002c9c1a982 | 2025-06-02T07:58:00 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Alibaba by kathrynmiller Associated Threat Actor: BlueNoroff | {
"geo_location": "Namibia",
"device_hash": "db8c5c4a9bf8c48dfc9774267ba506b304ec47299afc420d8b4bba6c22c89fe1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.0)",
"session_id": "93c3e9da-a322-4b2f-9446-a6e5ea68e268",
"risk_score": 45.6,
"confidence": 0.6
} | null | null | null | null | null | Associated Threat Actor: BlueNoroff | Cloud config_change in Alibaba by kathrynmiller Associated Threat Actor: BlueNoroff | config_change | null | null | kathrynmiller | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-3684c367 |
4ed0d5ab-c1f0-400f-ba1d-4e18ba6e2fb5 | 2025-03-21T12:26:26 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /keep/nothing.jpg by clin No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "251bc1662ee5bb87de33764840603856767e70670c554ae0c83e1e5e80228614",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.15.5 (KHTML, like Gecko) Version/4.0.2 Safari/534.15.5",
"session_id": "f7bd4d5e-83d1-4b45-b15a-4205f6f0b59c",
"risk_score": 82.9,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Endpoint driver_load /keep/nothing.jpg by clin No additional info | driver_load | null | null | clin | /keep/nothing.jpg | 5,394 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ffb1867-f3cf-484e-88d1-b879367e700e | 2025-06-13T19:14:11 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Canada",
"device_hash": "862d5b7b727e95c6e3e48180c07ae97d83140cf0a62b9908a730cdb70758411d",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/19.0.842.0 Safari/534.1",
"session_id": "42dcff2d-d3b2-4482-801a-b3a9cbca4787",
"risk_score": 29.24,
"confidence": 0.04
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-da0e2662 | 2.7 | null | null | null | null | null | null | null | null | null | null |
415702af-6b9e-428f-89b8-5286bfae2e26 | 2025-01-30T12:28:45 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in OCI by ilee MITRE Technique: T1218.011 | {
"geo_location": "Tajikistan",
"device_hash": "8f22bfa81090f97ab10050070ed1242da89251df9a8ccbd122aa81694e1da99b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/4.0)",
"session_id": "9dda7585-e1a2-4ce3-9693-6d4261cf9db7",
"risk_score": 69.98,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1218.011 | Cloud permission_escalation in OCI by ilee MITRE Technique: T1218.011 | permission_escalation | null | null | ilee | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-5d8df684 |
a3d01b70-a683-4445-986c-3ef99ca9a79b | 2025-01-15T22:51:58 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect ICMP traffic from 66.141.130.181:51046 to 41.178.35.23:382 Associated Threat Actor: Mustang Panda | {
"geo_location": "Tuvalu",
"device_hash": "cb4becd528cf8cd428f6876b020b3576",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; sid-ET) AppleWebKit/534.35.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6534.35.1",
"session_id": "dcd78cd7-270b-4014-9aff-978d66148157",
"risk_score": 71.16,
"confidence": 0.22
} | 66.141.130.181 | 41.178.35.23 | null | null | null | Associated Threat Actor: Mustang Panda | Firewall inspect ICMP traffic from 66.141.130.181:51046 to 41.178.35.23:382 Associated Threat Actor: Mustang Panda | inspect | 566,068 | ICMP | null | null | null | null | null | null | null | null | 51,046 | 382 | 1,579 | null | null | null | null | null | null | null |
0aa23d1b-7dba-4b30-b133-846b3d94ccd9 | 2025-02-22T08:05:22 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by jennifer28 No additional info noise=04170699 | {
"geo_location": "Iran",
"device_hash": "295255cf1c2d1454808de0fad6d833667bb3faa5",
"user_agent": "Opera/9.99.(Windows NT 4.0; zu-ZA) Presto/2.9.189 Version/11.00",
"session_id": "e5b835fd-97da-423d-8b76-91ef5d202030",
"risk_score": 56.74,
"confidence": 0.35
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by jennifer28 No additional info | training_data_poisoning | null | null | jennifer28 | null | null | null | null | null | null | null | null | null | null | null | null | model-a26b6834 | 1709e7e389b386fb5df7ce912db9f725 | 7954b9c69ca77b8da95856110073865706fbb62c0a1d7b8d3ad053b7d19de499 | null | null |
d7bdc413-2288-4cab-b941-ae10f4ff7991 | 2024-02-22T01:36:41 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by jeffreyjackson MITRE Technique: T1059.001 | Associated Threat Actor: APT38 | {
"geo_location": "Liberia",
"device_hash": "cd08dba8c5c706385a40946dee142e40",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/22.0.804.0 Safari/532.1",
"session_id": "1ea46d14-d3f6-4ce5-beb8-bd9ff12cc0e8",
"risk_score": 94.48,
"confidence": 0.19
} | null | null | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: APT38 | AI system api_abuse by jeffreyjackson MITRE Technique: T1059.001 | Associated Threat Actor: APT38 | api_abuse | null | null | jeffreyjackson | null | null | null | null | null | null | null | null | null | null | null | null | model-b0772111 | 5e7f3d972caaff63a5818606e300e8e397b9e459 | 71a29fa24e1e4dce1cfb6c7e1e235a8dea7087fc | null | null |
3fd82b45-6c1c-4450-b6c3-e208945f1e31 | 2025-04-10T00:42:17 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "b7fa42e7a4ba044b5ef6d1daf2840052556b56f197850e13d5bd46fb25a0d024",
"user_agent": "Mozilla/5.0 (Linux; Android 7.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/32.0.873.0 Safari/535.1",
"session_id": "5277b856-3b73-42a5-9683-538c2e8a70e8",
"risk_score": 40.82,
"confidence": 0.32
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-ef49f028 | 6.2 | null | null | null | null | null | null | null | null | null | null |
18c81c15-7540-4224-b3d2-b9e384a77d1a | 2025-06-28T01:34:27 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 29.21.235.112 to 71.222.10.136 No additional info noise=UmVhbGx5Lg== | {
"geo_location": "Tonga",
"device_hash": "0ab2ceb380a82be20862c9f074e5603f5776661a46d7b752c72500aade652cf4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/50.0.852.0 Safari/532.1",
"session_id": "a583a5a1-86b8-4cba-af23-bd1a39d3bc10",
"risk_score": 24.01,
"confidence": 0.9
} | 29.21.235.112 | 71.222.10.136 | null | null | null | No additional info | Network bandwidth_usage from 29.21.235.112 to 71.222.10.136 No additional info | bandwidth_usage | 475,286 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4854b08-2a52-4df7-a482-7916cf2c094e | 2025-06-17T13:28:55 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth timeout for cameronwoods via SAML from 45.143.234.179 MITRE Technique: T1218.011 noise=9C37C760 | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "07d740b1ba8d42020759f6bc41ffc026",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; xh-ZA) AppleWebKit/532.46.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6532.46.3",
"session_id": "99205368-3954-44bb-9b42-02615be5208d",
"risk_score": 45.56,
"confidence": 0.77
} | 45.143.234.179 | null | null | null | null | MITRE Technique: T1218.011 | Auth timeout for cameronwoods via SAML from 45.143.234.179 MITRE Technique: T1218.011 | timeout | null | null | cameronwoods | null | null | null | null | null | null | null | null | null | null | SAML | 17:9f:12:c7:60:6a | null | null | null | null | null |
82d9f703-6429-4943-95d8-6c1081e6fa74 | 2025-03-15T17:24:25 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 13.178.212.212 to 52.196.219.144 MITRE Technique: T1059.005 | {
"geo_location": "Pakistan",
"device_hash": "bbee97eaded0b9e8b27b38a4c02b40e009e0ebde4f0e663c70a497d06883cae7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.9.6 (KHTML, like Gecko) Version/4.0 Safari/535.9.6",
"session_id": "1ac48cfe-fca2-4749-a34b-75e28d3b7807",
"risk_score": 34.35,
"confidence": 0.25
} | 13.178.212.212 | 52.196.219.144 | null | null | null | MITRE Technique: T1059.005 | Network protocol_anomaly from 13.178.212.212 to 52.196.219.144 MITRE Technique: T1059.005 | protocol_anomaly | 370,686 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
75973abb-d49d-4fc7-8fea-120bf5cc6848 | 2025-02-25T09:06:46 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in GCP by bishopgregory No additional info | {
"geo_location": "Argentina",
"device_hash": "eb1d322ea84a6274d2747323cabd65a3716ce9b6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_1 rv:4.0; kok-IN) AppleWebKit/534.50.1 (KHTML, like Gecko) Version/5.0 Safari/534.50.1",
"session_id": "a549f5bf-9e94-4b89-8291-1ba3fb4fdaa2",
"risk_score": 51.81,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Cloud instance_creation in GCP by bishopgregory No additional info | instance_creation | null | null | bishopgregory | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-733e715d |
861dcccc-c8b8-4420-809c-bfffc51f5f04 | 2025-06-13T11:28:36 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection No additional info noise=3E7E1414 | {
"geo_location": "Suriname",
"device_hash": "e95ac3bfb4b2f5dab0a11ffee88e27a0d878e7ce37cbf9661acea624d2918e15",
"user_agent": "Opera/8.48.(Windows 95; ku-TR) Presto/2.9.185 Version/10.00",
"session_id": "90ed304a-fa01-4191-bdf2-8a4070fb77d4",
"risk_score": 14.32,
"confidence": 0.92
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-836d564a | 4.0 | null | null | null | null | null | null | null | null | null | null |
7026ae3a-1ba0-456c-ba6d-d2a199a1186d | 2025-03-07T12:49:38 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 142.115.15.97 to 110.199.190.136 MITRE Technique: T1218.011 noise=TGVzcy4= | {
"geo_location": "Dominican Republic",
"device_hash": "335cb113c7588d9df8397890c6bc4eec",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "4d7e350f-2c64-4ca9-a778-db705848b172",
"risk_score": 59.17,
"confidence": 0.16
} | 142.115.15.97 | 110.199.190.136 | null | null | null | MITRE Technique: T1218.011 | Network latency_spike from 142.115.15.97 to 110.199.190.136 MITRE Technique: T1218.011 | latency_spike | 10,540 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5f5cdb44-4c73-4af7-9320-b5901ed378da | 2025-05-07T18:52:29 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for lyoung via SAML from 96.102.50.246 MITRE Technique: T1543.003 noise=RGFyay4= | {
"geo_location": "Aruba",
"device_hash": "38df4d9cc70c2f425c6309b66c6c11f9",
"user_agent": "Opera/8.59.(X11; Linux i686; yue-HK) Presto/2.9.170 Version/10.00",
"session_id": "41ac72b8-8356-4e72-b095-6968b676bc66",
"risk_score": 63.64,
"confidence": 0.61
} | 96.102.50.246 | null | null | null | null | MITRE Technique: T1543.003 | Auth challenge for lyoung via SAML from 96.102.50.246 MITRE Technique: T1543.003 | challenge | null | null | lyoung | null | null | null | null | null | null | null | null | null | null | SAML | 01:a7:08:10:e6:d9 | null | null | null | null | null |
c97675e8-f718-4ea6-826c-43a61b49eba7 | 2025-06-17T13:41:43 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: Port Scan detected from 52.74.204.86 targeting 25.59.241.26 No additional info | {
"geo_location": "Uruguay",
"device_hash": "b7fe3bf7495c89b3efb0e1732ff341f8",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; fil-PH; rv:1.9.1.20) Gecko/3140-10-14 13:23:40 Firefox/10.0",
"session_id": "2b5dfa3e-cd99-4ebe-a3f1-9fa308f124da",
"risk_score": 71.38,
"confidence": 0.26
} | 52.74.204.86 | 25.59.241.26 | Port Scan | SIG-9760 | Recon | No additional info | LogRhythm Alert: Port Scan detected from 52.74.204.86 targeting 25.59.241.26 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
75e8cb39-69eb-4f61-a87f-0e5aab4bdee7 | 2025-07-05T05:06:28 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 196.96.162.230 to 169.155.241.241 MITRE Technique: T1110.003 noise=pretty|must|long | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "e9f35c284ef06867e211b0ed66d9e136",
"user_agent": "Opera/8.55.(X11; Linux i686; ff-SN) Presto/2.9.187 Version/12.00",
"session_id": "6e5720bc-0f19-469e-aa2f-be69d726283c",
"risk_score": 74.74,
"confidence": 0.81
} | 196.96.162.230 | 169.155.241.241 | null | null | null | MITRE Technique: T1110.003 | Network latency_spike from 196.96.162.230 to 169.155.241.241 MITRE Technique: T1110.003 | latency_spike | 334,220 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0535b0f0-9bcd-4bba-984e-e0a88dbd517d | 2025-05-20T06:36:55 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for michele16 via MFA from 86.117.246.190 MITRE Technique: T1486 noise=reveal|what|sure | {
"geo_location": "Mayotte",
"device_hash": "136564a632656d02dd749d6291be665d95e16e0800466b87102cc12c00aef48f",
"user_agent": "Opera/8.84.(Windows NT 5.01; brx-IN) Presto/2.9.174 Version/10.00",
"session_id": "a1c8bd9d-9f11-4f32-93e5-78835e78e5ac",
"risk_score": 56.73,
"confidence": 0.92
} | 86.117.246.190 | null | null | null | null | MITRE Technique: T1486 | Auth failed for michele16 via MFA from 86.117.246.190 MITRE Technique: T1486 | failed | null | null | michele16 | null | null | null | {
"baseline_deviation": 1.79,
"entropy": 4.29,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | MFA | 96:07:7a:b4:7a:4d | null | null | null | null | null |
adedaf7e-c1a2-4053-bbda-86597a748014 | 2025-06-23T20:07:46 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 118.194.149.19 to 118.70.124.17 MITRE Technique: T1218.011 | {
"geo_location": "Russian Federation",
"device_hash": "33412d3e855846abfad521e811b6bcd7",
"user_agent": "Opera/9.84.(X11; Linux x86_64; mai-IN) Presto/2.9.176 Version/11.00",
"session_id": "6e8b4c7d-4811-4cda-9b0f-c11247f95e11",
"risk_score": 40.48,
"confidence": 0.38
} | 118.194.149.19 | 118.70.124.17 | null | null | null | MITRE Technique: T1218.011 | Network data_exfiltration from 118.194.149.19 to 118.70.124.17 MITRE Technique: T1218.011 | data_exfiltration | 131,569 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1cbc919e-862c-479b-bee1-aead0f3aafa1 | 2025-06-07T12:40:32 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network disconnection from 93.27.14.9 to 4.239.250.97 No additional info | {
"geo_location": "Maldives",
"device_hash": "a816ab96a32c1e032652c0db6dd194b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.0)",
"session_id": "656e2e65-a7f7-43e6-9023-e48b9e56c22e",
"risk_score": 44.68,
"confidence": 0.16
} | 93.27.14.9 | 4.239.250.97 | null | null | null | No additional info | Network disconnection from 93.27.14.9 to 4.239.250.97 No additional info | disconnection | 57,750 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eebf8478-0a86-4a40-8aab-c37f716a6b2a | 2025-04-08T01:53:32 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by everettjennifer No additional info | {
"geo_location": "Chile",
"device_hash": "3e5dea41fd8430706dcd8e56467a14d8",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/24.0.813.0 Safari/533.2",
"session_id": "b7101477-1714-4cfb-b7be-1163e93defc9",
"risk_score": 75.29,
"confidence": 0.71
} | null | null | null | null | null | No additional info | AI system model_inversion by everettjennifer No additional info | model_inversion | null | null | everettjennifer | null | null | null | null | null | null | null | null | null | null | null | null | model-1e22a329 | 6fd0c8912dc47768b3f3348f3e04f8df00812161dca03e39d7fc07368fbe29f4 | db2e3a0203f08916e51da93d7f05188845854c35 | null | null |
aac32b29-6998-4560-8c14-0e65722c0f8a | 2025-05-15T03:11:26 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: Fileless Attack detected from 20.136.186.84 targeting 2.67.63.66 No additional info | {
"geo_location": "Egypt",
"device_hash": "7eb31e034e0f3a1e62bed07d862fe676ba58acb1c66777a59afe96b927d4ea56",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.0)",
"session_id": "24ebdfbf-1b5c-4990-853f-59c9036183ef",
"risk_score": 60.12,
"confidence": 0.08
} | 20.136.186.84 | 2.67.63.66 | Fileless Attack | SIG-6430 | Policy | No additional info | Wazuh Alert: Fileless Attack detected from 20.136.186.84 targeting 2.67.63.66 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d094b2c4-7edf-48f6-ae40-cc2040769e1a | 2025-03-17T03:52:40 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in GCP by brianna90 Associated Threat Actor: DarkSide | {
"geo_location": "Norfolk Island",
"device_hash": "1ee3ee2c50a5a5fd65f3b24fa4e01468",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_7; rv:1.9.4.20) Gecko/4209-08-08 20:00:37 Firefox/6.0",
"session_id": "2aedc74b-d784-4212-903b-e6dcb12a680b",
"risk_score": 40.03,
"confidence": 0.82
} | null | null | null | null | null | Associated Threat Actor: DarkSide | Cloud config_change in GCP by brianna90 Associated Threat Actor: DarkSide | config_change | null | null | brianna90 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-a38978b4 |
cba4493c-aa03-4277-9af4-8efb950e693f | 2025-06-16T22:02:54 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny ICMP traffic from 35.95.12.142:35871 to 180.17.0.177:25961 MITRE Technique: T1190 noise=RnJvbS4= | {
"geo_location": "United Kingdom",
"device_hash": "49fd914be1e8cede2bbea7e904e4cca2458542cc00bba25dca41c0095ba0d0a8",
"user_agent": "Opera/8.35.(X11; Linux x86_64; tn-ZA) Presto/2.9.178 Version/11.00",
"session_id": "32de60a4-d3c0-41dc-8de5-68f0e6dcd7f4",
"risk_score": 54.2,
"confidence": 0.01
} | 35.95.12.142 | 180.17.0.177 | null | null | null | MITRE Technique: T1190 | Firewall deny ICMP traffic from 35.95.12.142:35871 to 180.17.0.177:25961 MITRE Technique: T1190 | deny | 693,668 | ICMP | null | null | null | null | null | null | null | null | 35,871 | 25,961 | 2,784 | null | null | null | null | null | null | null |
cd1a47be-3385-42c3-ae5f-bfbbd54c756a | 2025-02-26T03:28:09 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat battery_drain MITRE Technique: T1059.001 | {
"geo_location": "Isle of Man",
"device_hash": "64f4aab9fe4f35e16104ebc48aa597e75622eb77",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.28.4 (KHTML, like Gecko) Version/5.1 Safari/532.28.4",
"session_id": "38e43332-a268-4c77-a777-786e8788e651",
"risk_score": 50.12,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat battery_drain MITRE Technique: T1059.001 | battery_drain | null | null | null | null | null | null | {
"baseline_deviation": 1.41,
"entropy": 3.67,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Thermostat | iot-fe75103d | 1.1 | null | null | null | null | null | null | null | null | null | null |
10981eb9-e890-412b-922e-39a4311bf7fd | 2025-06-06T08:38:25 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /network/nor.js by randallclark MITRE Technique: T1486 | {
"geo_location": "China",
"device_hash": "b74579dc3e9f1ef353140e4bc3edca6a81d46a80",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; id-ID) AppleWebKit/531.11.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.11.4",
"session_id": "ed25e8d1-2473-483a-aa6d-5257ca78a946",
"risk_score": 72.54,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint file_access /network/nor.js by randallclark MITRE Technique: T1486 | file_access | null | null | randallclark | /network/nor.js | 7,349 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d9cbe4d7-3c9b-4ca1-84cc-e079589522a9 | 2025-01-16T15:57:40 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /medical/necessary.json by lclarke No additional info | {
"geo_location": "Slovenia",
"device_hash": "56cd2f3a2650ccf8341c5bc186fcb78c700946a5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/5.0)",
"session_id": "f9ece352-f91b-4d52-94b5-a7593e93ae81",
"risk_score": 0.24,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Endpoint registry_change /medical/necessary.json by lclarke No additional info | registry_change | null | null | lclarke | /medical/necessary.json | 3,925 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
794c7bec-790a-4d71-826a-39330e602edc | 2025-05-13T10:17:24 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth failed for dyoung via biometric from 143.126.253.119 MITRE Technique: T1059.005 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "ac84229b21675eb0ef0a07c80868ae2b92fa4d19",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_6) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/43.0.896.0 Safari/536.0",
"session_id": "0b1cab52-cd08-4dbe-a24c-47bb858a31d7",
"risk_score": 19.76,
"confidence": 0.42
} | 143.126.253.119 | null | null | null | null | MITRE Technique: T1059.005 | Auth failed for dyoung via biometric from 143.126.253.119 MITRE Technique: T1059.005 | failed | null | null | dyoung | null | null | null | null | null | null | null | null | null | null | biometric | bf:6a:19:ae:8a:28 | null | null | null | null | null |
b9776ed7-434f-4fa3-b7eb-11534b48b2c8 | 2025-04-17T13:54:08 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for hmays via MFA from 115.194.89.74 MITRE Technique: T1566.001 | {
"geo_location": "Samoa",
"device_hash": "514fa3fcabc0c1f811b748dcb640da95",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; kw-GB) AppleWebKit/534.47.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6534.47.7",
"session_id": "5305e265-a550-4c44-8ac1-8fca58886f12",
"risk_score": 43.36,
"confidence": 0.09
} | 115.194.89.74 | null | null | null | null | MITRE Technique: T1566.001 | Auth locked for hmays via MFA from 115.194.89.74 MITRE Technique: T1566.001 | locked | null | null | hmays | null | null | null | null | null | null | null | null | null | null | MFA | 0d:90:22:25:4f:1d | null | null | null | null | null |
2776e640-88c2-4adb-a602-849759fcc602 | 2025-05-05T20:19:32 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network connection from 195.102.188.248 to 82.113.84.113 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "d58726591dc2ac43a9736b12dd62e4322ef7aea1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.1)",
"session_id": "b17610dd-493d-4eb0-951f-05b7020958d1",
"risk_score": 59.73,
"confidence": 0.77
} | 195.102.188.248 | 82.113.84.113 | null | null | null | No additional info | Network connection from 195.102.188.248 to 82.113.84.113 No additional info | connection | 571,683 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4295e252-579d-4428-8fdd-f849fd56a78a | 2025-02-06T18:43:18 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for judyhart via SAML from 22.9.119.235 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "408ae3bad8ce7a983f04154af2ce28818387cd6c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "fe4b254b-58fe-4828-8b84-0b36ff8b945b",
"risk_score": 62.84,
"confidence": 0.93
} | 22.9.119.235 | null | null | null | null | No additional info | Auth bypass for judyhart via SAML from 22.9.119.235 No additional info | bypass | null | null | judyhart | null | null | null | {
"baseline_deviation": 1.87,
"entropy": 6.15,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | SAML | bd:2e:1b:0e:ef:71 | null | null | null | null | null |
bb411700-471d-4ba3-a2ee-cff08d1cc068 | 2025-05-13T06:04:26 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network connection from 90.235.84.194 to 42.236.129.54 MITRE Technique: T1547.001 | {
"geo_location": "Bulgaria",
"device_hash": "256bb76ddc98a951abe1c57903ea7af904b990a3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.0)",
"session_id": "728588e0-4c78-429c-bb3d-503c53ac55ee",
"risk_score": 82.53,
"confidence": 0.82
} | 90.235.84.194 | 42.236.129.54 | null | null | null | MITRE Technique: T1547.001 | Network connection from 90.235.84.194 to 42.236.129.54 MITRE Technique: T1547.001 | connection | 527,324 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2821f513-1cbb-447d-8072-639faacc1f92 | 2025-05-27T23:41:07 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation MITRE Technique: T1053.005 | Associated Threat Actor: APT34 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Iran",
"device_hash": "b8f176b4f4dd6e35dd608bc08517e189479748d7218139f2a683d54951a9e25a",
"user_agent": "Opera/8.22.(Windows NT 5.2; as-IN) Presto/2.9.181 Version/11.00",
"session_id": "0788eb9e-62d8-4532-aad5-4ea837988275",
"risk_score": 62.89,
"confidence": 0.07
} | null | null | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: APT34 | Unconventional IOC: Unusual DNS TXT records | IoT device Camera protocol_violation MITRE Technique: T1053.005 | Associated Threat Actor: APT34 | Unconventional IOC: Unusual DNS TXT records | protocol_violation | null | null | null | null | null | null | null | Camera | iot-dee8f56f | 9.6 | null | null | null | null | null | null | null | null | null | null |
4b47ce49-ce15-461b-8262-c468a52c2695 | 2025-06-29T11:54:38 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth failed for raymondharris via OAuth from 10.179.88.196 No additional info | {
"geo_location": "Peru",
"device_hash": "d55d7e6e9157ecff4368eefbe014fb47d36ebfa346645b92f759335c140bc4d4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ug-CN) AppleWebKit/535.6.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6535.6.4",
"session_id": "2f78c13d-55b3-46f6-ae8a-e8e74cd7d776",
"risk_score": 67.37,
"confidence": 0.43
} | 10.179.88.196 | null | null | null | null | No additional info | Auth failed for raymondharris via OAuth from 10.179.88.196 No additional info | failed | null | null | raymondharris | null | null | null | null | null | null | null | null | null | null | OAuth | 7f:81:7e:5b:1a:70 | null | null | null | null | null |
beeffbc8-942a-4890-801e-937767380bd5 | 2025-02-15T08:11:14 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by shellywilliams No additional info | {
"geo_location": "Montenegro",
"device_hash": "6725acd74e6ee23b572171490226facf",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; kw-GB; rv:1.9.1.20) Gecko/2692-06-12 01:25:59 Firefox/3.8",
"session_id": "e6e6cef9-04fe-4f24-990e-a479c979123a",
"risk_score": 49.49,
"confidence": 0.21
} | null | null | null | null | null | No additional info | Cloud shadow_it in AWS by shellywilliams No additional info | shadow_it | null | null | shellywilliams | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-7914f00c |
9e066d4c-8d79-4522-9d99-bb9381513838 | 2025-03-23T15:41:05 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 49.150.126.56:37896 to 200.92.135.135:367 No additional info | {
"geo_location": "Eritrea",
"device_hash": "d1eee78e05582261e07ce667a5ed945e8fbdf848371c54bd7c927060610caa5c",
"user_agent": "Mozilla/5.0 (Android 2.3.6; Mobile; rv:57.0) Gecko/57.0 Firefox/57.0",
"session_id": "a73b2177-0e70-4758-aaea-c12a81f48ec5",
"risk_score": 60.69,
"confidence": 0.11
} | 49.150.126.56 | 200.92.135.135 | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 49.150.126.56:37896 to 200.92.135.135:367 No additional info | quarantine | 257,034 | HTTPS | null | null | null | null | null | null | null | null | 37,896 | 367 | 1,061 | null | null | null | null | null | null | null |
5c26089d-9af6-4e1a-8116-6a16effdce2d | 2025-01-16T01:24:18 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism actually by frederickwells No additional info | {
"geo_location": "Andorra",
"device_hash": "cd0b49e8ca71a5bff6b164d660d26d4552e946a853872e26a95b78bbbd4d312e",
"user_agent": "Mozilla/5.0 (Linux; Android 8.0.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/43.0.897.0 Safari/533.0",
"session_id": "18943f62-1481-4783-bde6-a127211db27b",
"risk_score": 40.36,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism actually by frederickwells No additional info | persistence_mechanism | null | null | frederickwells | actually | 5,756 | svchost.exe | {
"baseline_deviation": 1.69,
"entropy": 5.66,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
41e013be-adc0-4bac-8fe4-24774fa3fc81 | 2025-01-23T15:47:50 | ai | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by khaynes No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "c5e6540f9d6ebba0f60a921b50623d67",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.0)",
"session_id": "e0ab5bed-30be-4437-853f-0fa2c500e870",
"risk_score": 66.57,
"confidence": 0.15
} | null | null | null | null | null | No additional info | AI system membership_inference by khaynes No additional info | membership_inference | null | null | khaynes | null | null | null | null | null | null | null | null | null | null | null | null | model-0117c7df | 7326c6a16c78ccbf5843198b4b043bdb | 2f62f5a80dc01145f06818997a6a4b8967f4cb79 | null | null |
596eb2bd-9c6f-40b1-8a18-1df0e4cc20e4 | 2025-06-05T18:18:50 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: DDoS detected from 52.214.192.202 targeting 10.255.175.133 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Isle of Man",
"device_hash": "916a70d1bd2d5d6b0dd46276240701b3",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/28.0.816.0 Safari/531.0",
"session_id": "96a75beb-1e18-459d-8c7b-359abc4940a9",
"risk_score": 34.47,
"confidence": 0.84
} | 52.214.192.202 | 10.255.175.133 | DDoS | SIG-1396 | Policy | Unconventional IOC: Quantum random number deviations | LogRhythm Alert: DDoS detected from 52.214.192.202 targeting 10.255.175.133 Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | {
"baseline_deviation": 2.26,
"entropy": 2.51,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7b37241-fa7a-4c9e-be59-568cd7a231ee | 2025-06-08T14:51:14 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by aguirrejoshua MITRE Technique: T1059.001 | {
"geo_location": "Argentina",
"device_hash": "41bd766430c8587a81bdd4b16151dfe3",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/40.0.856.0 Safari/536.1",
"session_id": "98e50f8e-4761-44a3-8b1e-5d696e89e93d",
"risk_score": 62.74,
"confidence": 0.78
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system adversarial_input by aguirrejoshua MITRE Technique: T1059.001 | adversarial_input | null | null | aguirrejoshua | null | null | null | null | null | null | null | null | null | null | null | null | model-87801741 | 743b9be22a976e9b1bf16bae2056c429 | a93a7a7774f10bccb7cfb15cb6110a27e1616ac27f128ac0dad59ff3c7f6dc6e | null | null |
e52efd6d-24d9-4153-bcc7-d64be930b5a6 | 2024-04-19T02:04:17 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow RDP traffic from 109.164.140.53:957 to 10.195.234.121:212 MITRE Technique: T1218.011 | {
"geo_location": "Croatia",
"device_hash": "e33a6da077000a5462175d51d535d75c4b9af943",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_9 rv:3.0; ml-IN) AppleWebKit/534.43.6 (KHTML, like Gecko) Version/5.0.3 Safari/534.43.6",
"session_id": "c5003bfc-066d-432e-8cd0-a49ff37117d5",
"risk_score": 39.3,
"confidence": 0.8
} | 109.164.140.53 | 10.195.234.121 | null | null | null | MITRE Technique: T1218.011 | Firewall allow RDP traffic from 109.164.140.53:957 to 10.195.234.121:212 MITRE Technique: T1218.011 | allow | 784,451 | RDP | null | null | null | null | null | null | null | null | 957 | 212 | 3,230 | null | null | null | null | null | null | null |
449cf568-b272-4414-9b7d-9df35c599fe4 | 2025-05-10T04:32:07 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device HVAC command_injection MITRE Technique: T1059.005 | {
"geo_location": "Congo",
"device_hash": "f2f971c3424bfbd989c22e7ac36951a08a13d0ee",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_3 rv:3.0; bn-IN) AppleWebKit/532.40.2 (KHTML, like Gecko) Version/4.0.5 Safari/532.40.2",
"session_id": "1c4cc0c6-0a28-4fbf-aec0-163dde747351",
"risk_score": 23.02,
"confidence": 0.52
} | null | null | null | null | null | MITRE Technique: T1059.005 | IoT device HVAC command_injection MITRE Technique: T1059.005 | command_injection | null | null | null | null | null | null | {
"baseline_deviation": 2.26,
"entropy": 2.43,
"frequency_anomaly": true,
"sequence_anomaly": false
} | HVAC | iot-c8abded0 | 3.0 | null | null | null | null | null | null | null | null | null | null |
5fa274ee-efde-43bc-8fdd-080a8d55a6ba | 2025-02-01T14:31:34 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by kristinaconley MITRE Technique: T1053.005 noise=summer|business|local | {
"geo_location": "Guatemala",
"device_hash": "e4d038c75b85d734d18a0b787feb495e",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/32.0.885.0 Safari/534.2",
"session_id": "c5b1930f-e6e9-43bb-be30-c8d8eccbdde3",
"risk_score": 54.16,
"confidence": 0.78
} | null | null | null | null | null | MITRE Technique: T1053.005 | AI system adversarial_input by kristinaconley MITRE Technique: T1053.005 | adversarial_input | null | null | kristinaconley | null | null | null | null | null | null | null | null | null | null | null | null | model-b8545854 | 2a17775c013ad4d1b92cfea0dba15a449b447dcf093ab6b00c23e728c8d4a712 | 7d8b5e9a1ce58cf5225f1e91172a730d95758d2c | null | null |
c975905e-f254-4684-902b-40d9c5b71f6e | 2025-03-19T05:31:57 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth bypass for johnsondavid via key from 130.150.201.236 No additional info noise=QW55dGhpbmcu | {
"geo_location": "Serbia",
"device_hash": "77e9c143bca2fda2c4e6fc20291994153b469044",
"user_agent": "Opera/8.57.(X11; Linux x86_64; wo-SN) Presto/2.9.163 Version/10.00",
"session_id": "8f61548c-d9aa-4bfe-a4a7-5a612b16c017",
"risk_score": 28.48,
"confidence": 0.62
} | 130.150.201.236 | null | null | null | null | No additional info | Auth bypass for johnsondavid via key from 130.150.201.236 No additional info | bypass | null | null | johnsondavid | null | null | null | null | null | null | null | null | null | null | key | 67:25:df:32:c9:2e | null | null | null | null | null |
d2714baf-2a04-4264-89be-c5b074da65d0 | 2025-06-22T22:52:57 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Burundi",
"device_hash": "7c52b956fe6688d5e8e22df06f201a9506bdeea7c929ab9e2d105f2c21f8261a",
"user_agent": "Opera/8.95.(Windows 98; Win 9x 4.90; gu-IN) Presto/2.9.175 Version/11.00",
"session_id": "53a02b7a-7b41-4240-9d82-74766f7bc332",
"risk_score": 77.48,
"confidence": 0.48
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-5c7adce8 | 10.9 | null | null | null | null | null | null | null | null | null | null |
b91808ea-5ad8-4417-b7e9-5fd4cd6a0842 | 2021-08-28T21:58:24 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for chelseaknight via SAML from 221.118.193.106 No additional info noise=analysis|attack|matter | {
"geo_location": "Cyprus",
"device_hash": "5d16ccc1fdbacb54db3d424e903bd689c422c46e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.24.2 (KHTML, like Gecko) Version/5.0.3 Safari/534.24.2",
"session_id": "213dc093-61b2-4b6b-a8c5-9db62e699b85",
"risk_score": 45.4,
"confidence": 0.92
} | 221.118.193.106 | null | null | null | null | No additional info | Auth locked for chelseaknight via SAML from 221.118.193.106 No additional info | locked | null | null | chelseaknight | null | null | null | null | null | null | null | null | null | null | SAML | 15:79:dd:b5:a0:b6 | null | null | null | null | null |
cf29d078-e587-471e-8ac9-22c21c1cd36d | 2025-02-12T20:23:08 | 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: ICS Attack detected from 10.128.158.165 targeting N/A No additional info | {
"geo_location": "Tunisia",
"device_hash": "7f326e4a985ba7ad75d6deb1bf7eac250d94afa4106f0a01d4b0113b4ff049ad",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/53.0.810.0 Safari/534.2",
"session_id": "7fb5640c-b6c1-4120-86ee-3e4e39edc498",
"risk_score": 58.49,
"confidence": 0.42
} | 10.128.158.165 | N/A | ICS Attack | SIG-5873 | Policy | No additional info | Palo Alto Cortex Alert: ICS Attack detected from 10.128.158.165 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 |
0c059b17-e42c-4e9d-bb90-073c7f821566 | 2025-05-11T04:08:46 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: DNS Tunneling detected from 192.219.62.224 targeting N/A No additional info | {
"geo_location": "Canada",
"device_hash": "8ee4882f931ff03712524a44a452101901c00a41",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sq-ML) AppleWebKit/533.16.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.16.7",
"session_id": "eb81a518-b7d3-4a87-bec3-159ee61a64ac",
"risk_score": 64.64,
"confidence": 0.67
} | 192.219.62.224 | N/A | DNS Tunneling | SIG-7767 | Exploit | No additional info | AlienVault Alert: DNS Tunneling detected from 192.219.62.224 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 |
b631832f-158a-4f04-8dfb-d62c07c57a68 | 2025-04-12T19:39:49 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SSH traffic from 132.168.210.45:46111 to 221.242.80.231:483 MITRE Technique: T1218.011 noise=posts | {
"geo_location": "Spain",
"device_hash": "769b81c2a3ca6b04e5b2d2d64c16a49fefab24ff",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ca-FR) AppleWebKit/533.49.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6533.49.6",
"session_id": "1f7eea11-2b39-467d-98b4-bd79c305132b",
"risk_score": 71.29,
"confidence": 0.76
} | 132.168.210.45 | 221.242.80.231 | null | null | null | MITRE Technique: T1218.011 | Firewall deny SSH traffic from 132.168.210.45:46111 to 221.242.80.231:483 MITRE Technique: T1218.011 | deny | 577,899 | SSH | null | null | null | null | {
"baseline_deviation": 0.63,
"entropy": 5.34,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 46,111 | 483 | 2,473 | null | null | null | null | null | null | null |
141c4922-4104-4296-aadc-e22baae84f58 | 2025-05-19T12:33:51 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for madison05 via OAuth from 136.136.45.84 No additional info | {
"geo_location": "Tunisia",
"device_hash": "9c10259498d20a401dbf65b0f7d6efcd67b15867",
"user_agent": "Mozilla/5.0 (Android 4.0.3; Mobile; rv:38.0) Gecko/38.0 Firefox/38.0",
"session_id": "4297f948-f0aa-418b-aac4-14962a15b0e7",
"risk_score": 64.89,
"confidence": 0.46
} | 136.136.45.84 | null | null | null | null | No additional info | Auth timeout for madison05 via OAuth from 136.136.45.84 No additional info | timeout | null | null | madison05 | null | null | null | null | null | null | null | null | null | null | OAuth | 8e:a0:71:c7:4a:dd | null | null | null | null | null |
d0fc4452-332b-4390-8900-33dbc5090dd7 | 2025-04-04T04:02:18 | ids_alert | Elastic SIEM v8.9.0 | emergency | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|emergency| desc=Elastic SIEM Alert: DNS Tunneling detected from 10.3.21.90 targeting 192.18.120.122 No additional info | {
"geo_location": "Greenland",
"device_hash": "84e3c843274c977d8d30d730711bb415",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_2 rv:3.0; mk-MK) AppleWebKit/533.45.1 (KHTML, like Gecko) Version/5.1 Safari/533.45.1",
"session_id": "52feac7d-d3bc-4870-9b68-baaffad6b5c6",
"risk_score": 91.04,
"confidence": 0.03
} | 10.3.21.90 | 192.18.120.122 | DNS Tunneling | SIG-5681 | Recon | No additional info | Elastic SIEM Alert: DNS Tunneling detected from 10.3.21.90 targeting 192.18.120.122 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e24b93d5-d5ac-46b9-9ab2-43dc07aeac6d | 2025-06-13T18:08:47 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for colejason via password from 145.216.74.163 No additional info | {
"geo_location": "Montserrat",
"device_hash": "0c7018ee43de04d59f6404e68d609a68ad854ace",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_0 rv:5.0; lzh-TW) AppleWebKit/532.32.6 (KHTML, like Gecko) Version/4.0.2 Safari/532.32.6",
"session_id": "19b971ed-2987-4ed4-98ea-ac8b8e36a947",
"risk_score": 37.63,
"confidence": 0.47
} | 145.216.74.163 | null | null | null | null | No additional info | Auth bypass for colejason via password from 145.216.74.163 No additional info | bypass | null | null | colejason | null | null | null | null | null | null | null | null | null | null | password | 26:18:34:bb:41:21 | null | null | null | null | null |
d9890016-596f-40e2-889f-f8995123a2c8 | 2025-04-25T22:50:50 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /no/owner.png by cartervanessa MITRE Technique: T1543.003 | Unconventional IOC: Quantum random number deviations | Fileless execution detected | {
"geo_location": "Mauritania",
"device_hash": "673f0c58f72ea0f825c63aac60fa6b64d9dd29a3f5ddbe6cbf53a9fd41faee39",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/49.0.863.0 Safari/531.0",
"session_id": "46a01eef-b307-4aae-89a2-724bc63899f3",
"risk_score": 86.4,
"confidence": 0.84
} | null | null | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Quantum random number deviations | Fileless execution detected | Endpoint driver_load /no/owner.png by cartervanessa MITRE Technique: T1543.003 | Unconventional IOC: Quantum random number deviations | Fileless execution detected | driver_load | null | null | cartervanessa | /no/owner.png | 2,716 | explorer.exe | {
"baseline_deviation": 0.61,
"entropy": 4.33,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
da79fdd2-9a9d-4c60-b5b2-d11d5ecb7fc6 | 2025-02-02T09:31:29 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth locked for tschmidt via key from 122.248.183.10 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "d3a88ced798be6a727659cc90d45f4974607cb686cfd025e97fde04ea9fbd254",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; gl-ES) AppleWebKit/531.30.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.30.2",
"session_id": "0fde49b6-ba5c-4521-8eed-00be8508c4d7",
"risk_score": 26.41,
"confidence": 0.97
} | 122.248.183.10 | null | null | null | null | No additional info | Auth locked for tschmidt via key from 122.248.183.10 No additional info | locked | null | null | tschmidt | null | null | null | null | null | null | null | null | null | null | key | 88:38:24:f4:33:18 | null | null | null | null | null |
8af42734-2fe7-48cc-b6eb-0e2b41cd9676 | 2025-05-29T07:37:27 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by robersonanthony Unconventional IOC: TPM attestation failures | {
"geo_location": "Colombia",
"device_hash": "1b0f83faef6c0b09bf56b2f6b13bcfe46133fd99",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/57.0.828.0 Safari/532.0",
"session_id": "7a00165f-72cc-4faf-9fc3-215d0d3a011a",
"risk_score": 39.31,
"confidence": 0.81
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | AI system fine_tuning by robersonanthony Unconventional IOC: TPM attestation failures | fine_tuning | null | null | robersonanthony | null | null | null | null | null | null | null | null | null | null | null | null | model-1fa652e4 | a760140c9ae4eb35034036dea8e2501a61f3d25b37c57c4ee073aa34ab4ef972 | 34580975191f98a0995a2307ddeef442 | null | null |
b1ef91f6-b823-4993-9ad9-d9074fa4be03 | 2025-02-25T09:47:38 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: Zero-Day Exploit detected from 202.220.103.172 targeting 162.111.57.252 No additional info | {
"geo_location": "Slovenia",
"device_hash": "1c2c55de06f3b6955968362247e0a836",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; cmn-TW) AppleWebKit/531.13.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.13.2",
"session_id": "606e6457-3e82-4cce-b73b-7df0de467c16",
"risk_score": 52.55,
"confidence": 0.06
} | 202.220.103.172 | 162.111.57.252 | Zero-Day Exploit | SIG-4868 | Evasion | No additional info | Trellix Alert: Zero-Day Exploit detected from 202.220.103.172 targeting 162.111.57.252 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.68,
"entropy": 7.51,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
31a44db7-c7cf-4c0c-9192-d32d7feefab9 | 2025-04-01T14:35:28 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Brazil",
"device_hash": "31971bef4dde587c40e3972368e57d2605ea99e05abcf0398f6e5884c4bf19d8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_0 rv:5.0; wa-BE) AppleWebKit/533.27.2 (KHTML, like Gecko) Version/5.0.4 Safari/533.27.2",
"session_id": "0d4fe5ef-4798-4846-8ba8-687373c706c7",
"risk_score": 50.02,
"confidence": 0.41
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-be21761f | 10.3 | null | null | null | null | null | null | null | null | null | null |
41afbb92-43cc-41ff-a2b6-a463d5926f8f | 2025-01-14T05:54:19 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load data by burnserika Living-off-the-land technique detected | {
"geo_location": "Estonia",
"device_hash": "ab3f1c659486cbc035f890c589a42c8b583375e5",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; nb-NO; rv:1.9.0.20) Gecko/9494-12-07 08:43:15 Firefox/3.8",
"session_id": "c35ac130-6ea4-448d-b71c-68e0e96c11a9",
"risk_score": 52.31,
"confidence": 0.21
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint driver_load data by burnserika Living-off-the-land technique detected | driver_load | null | null | burnserika | data | 3,404 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8aad5b1a-e077-4d11-b7a9-2bd3a895e1d4 | 2025-01-30T18:26:59 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 174.44.129.93 to 124.126.1.151 No additional info | {
"geo_location": "Grenada",
"device_hash": "89688a1918017d256f6bc141bb841ec578f0c884c364ce464a26ed3cac703a19",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/16.9v4784.0 Mobile/77S282 Safari/536.1",
"session_id": "7d74b927-ba5c-4469-80b4-4b6ece7a4ee7",
"risk_score": 93.83,
"confidence": 0.77
} | 174.44.129.93 | 124.126.1.151 | null | null | null | No additional info | Network disconnection from 174.44.129.93 to 124.126.1.151 No additional info | disconnection | 23,684 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec293582-5f7a-4fae-b2c6-d38a43db8c3b | 2025-04-15T14:26:10 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny TCP traffic from 107.133.189.129:699 to 10.78.5.96:394 No additional info | {
"geo_location": "Jersey",
"device_hash": "36d953074fff566657100abb99bea51a",
"user_agent": "Opera/8.31.(Windows 98; Win 9x 4.90; lv-LV) Presto/2.9.171 Version/10.00",
"session_id": "a9715c2b-d5bc-4ed8-98ea-9ed3938796df",
"risk_score": 50.85,
"confidence": 0.46
} | 107.133.189.129 | 10.78.5.96 | null | null | null | No additional info | Firewall deny TCP traffic from 107.133.189.129:699 to 10.78.5.96:394 No additional info | deny | 7,890 | TCP | null | null | null | null | null | null | null | null | 699 | 394 | 2,446 | null | null | null | null | null | null | null |
fc3f7a5f-d95c-4d17-a244-0fb4cc091d3a | 2025-05-11T01:53:51 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 69.237.214.173 to 161.57.8.158 No additional info | {
"geo_location": "Namibia",
"device_hash": "7de418e633d2af8358510b69c0367b668fd03db3",
"user_agent": "Mozilla/5.0 (Android 3.1; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "79739292-c694-4c9b-8c2b-f35864dabcf3",
"risk_score": 28.25,
"confidence": 0.71
} | 69.237.214.173 | 161.57.8.158 | null | null | null | No additional info | Network bandwidth_usage from 69.237.214.173 to 161.57.8.158 No additional info | bandwidth_usage | 311,954 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3adb6955-26a6-412d-a57f-960de21debf8 | 2025-04-09T21:38:58 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device HVAC physical_tamper MITRE Technique: T1566.001 | Associated Threat Actor: APT41 | {
"geo_location": "Lebanon",
"device_hash": "26fbf96881fbb9b9f9217297786d99f5726fc2be651300cb712445797cca2c26",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/35.0.864.0 Safari/535.1",
"session_id": "8f7e0aa1-4056-4297-ba70-9623a438ed72",
"risk_score": 38.39,
"confidence": 0.94
} | null | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: APT41 | IoT device HVAC physical_tamper MITRE Technique: T1566.001 | Associated Threat Actor: APT41 | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-9c12427f | 5.2 | null | null | null | null | null | null | null | null | null | null |
3811cbb0-30f7-45ba-931e-53e239148be0 | 2025-02-13T04:33:52 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 212.213.50.164 to 71.121.160.170 No additional info | {
"geo_location": "Mayotte",
"device_hash": "93a4a8637c280e357f9804d7cea20a4ae7cd58707acd632877ea746e10f72b53",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.0)",
"session_id": "9a352110-7c58-4eb5-beca-b274d2ad2096",
"risk_score": 39.18,
"confidence": 0.39
} | 212.213.50.164 | 71.121.160.170 | null | null | null | No additional info | Network data_exfiltration from 212.213.50.164 to 71.121.160.170 No additional info | data_exfiltration | 842,853 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
239fad95-0329-494f-89ae-2c668040ca52 | 2025-07-08T06:53:44 | cloud | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in GCP by justin36 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "c11feaa5d927e203fe20ef15d04a3fae238950dd7c245bc95a46c87f44408b94",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/535.2.7 (KHTML, like Gecko) Version/4.1 Safari/535.2.7",
"session_id": "ceaee594-a9bc-442b-9fdf-bedae78d882c",
"risk_score": 69.84,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Cloud storage_access in GCP by justin36 No additional info | storage_access | null | null | justin36 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-890d64d6 |
3eb53019-5dda-41a7-b7d4-5219915f812f | 2025-01-29T14:28:06 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection Associated Threat Actor: Mustang Panda | {
"geo_location": "Venezuela",
"device_hash": "7c612eea82945de1183bc6a4a921276b9dd1e18206374ce1b2b977dded57c2e4",
"user_agent": "Opera/9.54.(X11; Linux i686; nso-ZA) Presto/2.9.178 Version/12.00",
"session_id": "d0874073-2806-48ee-8ee7-11497f2652dc",
"risk_score": 54.13,
"confidence": 0.58
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | IoT device HVAC command_injection Associated Threat Actor: Mustang Panda | command_injection | null | null | null | null | null | null | null | HVAC | iot-43ba903a | 6.3 | null | null | null | null | null | null | null | null | null | null |
9c744a99-a49a-43bf-a362-4bc0e7f60d96 | 2025-03-22T04:07:56 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop RDP traffic from 92.255.154.27:859 to 195.61.255.92:185 No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "68d7e33580bed3fdedf0a5e149e9b97c0b5a32d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "164455cc-1986-4698-900c-d995b2fb2b6e",
"risk_score": 63.99,
"confidence": 0.77
} | 92.255.154.27 | 195.61.255.92 | null | null | null | No additional info | Firewall drop RDP traffic from 92.255.154.27:859 to 195.61.255.92:185 No additional info | drop | 829,295 | RDP | null | null | null | null | null | null | null | null | 859 | 185 | 2,435 | null | null | null | null | null | null | null |
7fcd1c36-1f83-4252-b543-ed8fe736e433 | 2025-05-08T17:23:03 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 147.209.2.237 to 58.29.223.31 MITRE Technique: T1059.005 noise=tags/blog/main | {
"geo_location": "Saint Lucia",
"device_hash": "2bbe04f1e7b3c85f39b50826f82335bbd2707907090ca30b7d76e49f02fd44b4",
"user_agent": "Opera/9.62.(X11; Linux i686; dv-MV) Presto/2.9.170 Version/11.00",
"session_id": "f5d62433-073a-427e-8641-a7be8635a351",
"risk_score": 70.8,
"confidence": 0.65
} | 147.209.2.237 | 58.29.223.31 | null | null | null | MITRE Technique: T1059.005 | Network data_exfiltration from 147.209.2.237 to 58.29.223.31 MITRE Technique: T1059.005 | data_exfiltration | 57,640 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7a3ee4ff-7db8-4a23-973c-50554e2f381c | 2025-04-13T16:27:39 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth timeout for craignewton via MFA from 111.144.18.8 No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "8acf5a4496596037a83568ee41f71e821c395914",
"user_agent": "Opera/8.56.(X11; Linux i686; wo-SN) Presto/2.9.181 Version/10.00",
"session_id": "f173007d-5ab1-4416-b37a-8dcda5fb53e7",
"risk_score": 56.2,
"confidence": 0.25
} | 111.144.18.8 | null | null | null | null | No additional info | Auth timeout for craignewton via MFA from 111.144.18.8 No additional info | timeout | null | null | craignewton | null | null | null | null | null | null | null | null | null | null | MFA | 8d:05:b3:15:cc:43 | null | null | null | null | null |
d341461b-446e-4046-bbc4-b2b9f7675c18 | 2025-05-28T14:03:48 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by alexanderhodges No additional info noise=QWxsb3cu | {
"geo_location": "Colombia",
"device_hash": "7ed1e48aab15cb0d6c0a4463b410a0d3e43ee633c220ef64041b109e13cad761",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; crh-UA; rv:1.9.1.20) Gecko/8044-09-12 09:00:31 Firefox/14.0",
"session_id": "5fab77d9-f863-4e19-b654-df5e51339a36",
"risk_score": 69.55,
"confidence": 0.23
} | null | null | null | null | null | No additional info | AI system membership_inference by alexanderhodges No additional info | membership_inference | null | null | alexanderhodges | null | null | null | null | null | null | null | null | null | null | null | null | model-48b7f9de | bb1ae7f80dbd9386f96b654258c82f94408a8f37d414b40be2a304f6da16c8ca | 7a32791875c0bc221992c488da6a721e20ee4b26 | null | null |
65c5b2e4-0db1-44d4-a81b-b6b74370dff3 | 2025-04-02T02:45:22 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only UDP traffic from 114.51.152.159:832 to 66.10.141.244:194 Geo anomaly: Impossible travel detected | {
"geo_location": "Kuwait",
"device_hash": "5bef55298c4a13d7e471ed8bd61fb1bd708e6ab6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_3 rv:5.0; fy-DE) AppleWebKit/534.47.2 (KHTML, like Gecko) Version/5.0.2 Safari/534.47.2",
"session_id": "553d82aa-3a4c-4404-9452-4557ce58c393",
"risk_score": 62.1,
"confidence": 0.23
} | 114.51.152.159 | 66.10.141.244 | null | null | null | Geo anomaly: Impossible travel detected | Firewall log-only UDP traffic from 114.51.152.159:832 to 66.10.141.244:194 Geo anomaly: Impossible travel detected | log-only | 222,163 | UDP | null | null | null | null | null | null | null | null | 832 | 194 | 1,274 | null | null | null | null | null | null | null |
78201808-0b17-42ff-b3d0-3bf0e32ce129 | 2025-02-07T23:36:48 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 8.39.97.42 to 211.85.68.46 Associated Threat Actor: REvil noise=explore/explore | {
"geo_location": "Samoa",
"device_hash": "033afe6d04cc70455273f66f6634949616356789c8ad713250126879d20e4e88",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.0)",
"session_id": "f97d09b5-c48e-4080-918f-09d073de87cd",
"risk_score": 30.43,
"confidence": 0.04
} | 8.39.97.42 | 211.85.68.46 | null | null | null | Associated Threat Actor: REvil | Network protocol_anomaly from 8.39.97.42 to 211.85.68.46 Associated Threat Actor: REvil | protocol_anomaly | 115,684 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2cecfe94-5d4e-463f-9792-b36182edc005 | 2025-04-06T14:04:47 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity MITRE Technique: T1134.001 | {
"geo_location": "Jersey",
"device_hash": "49faabf16deab0da0958dfffb7e6dcb9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.0)",
"session_id": "9d17da67-f7d2-4662-b104-778a8dd63e8d",
"risk_score": 64.44,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1134.001 | IoT device Thermostat unusual_activity MITRE Technique: T1134.001 | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-cafd4270 | 3.9 | null | null | null | null | null | null | null | null | null | null |
976e406a-8289-4293-858d-d6755c9715a5 | 2025-06-27T05:46:55 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Fileless Attack detected from 200.255.227.243 targeting N/A No additional info | {
"geo_location": "Uruguay",
"device_hash": "f598d66637896e4de4d6a5cdee388612",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/4330-09-16 20:03:01 Firefox/3.6.18",
"session_id": "a73dce33-8110-4087-a728-9d02579feda1",
"risk_score": 73.38,
"confidence": 0.43
} | 200.255.227.243 | N/A | Fileless Attack | SIG-4627 | Exploit | No additional info | Splunk Alert: Fileless Attack detected from 200.255.227.243 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 |
92c48de3-97e6-4592-a2b4-24a90f053a85 | 2025-06-03T19:19:24 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth failed for bryanyoung via key from 110.63.55.212 No additional info | {
"geo_location": "Guatemala",
"device_hash": "327e48820d834642aa44041458db5bf8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.46.2 (KHTML, like Gecko) Version/5.1 Safari/533.46.2",
"session_id": "fdfb65ca-4eac-4fc2-a4ed-948a1f5132c8",
"risk_score": 27.76,
"confidence": 0.37
} | 110.63.55.212 | null | null | null | null | No additional info | Auth failed for bryanyoung via key from 110.63.55.212 No additional info | failed | null | null | bryanyoung | null | null | null | null | null | null | null | null | null | null | key | 83:73:17:1d:b0:65 | null | null | null | null | null |
c48e625c-b1dc-4450-864c-1e114b4cf290 | 2025-02-11T09:35:27 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Azure by sherri67 No additional info | {
"geo_location": "Russia",
"device_hash": "3d5f81e79c97af2bf91013928d2007ba96bd6383aa0f198cdd8fd62c1de93856",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.0)",
"session_id": "67e44c41-c838-448a-a605-97253db4b63b",
"risk_score": 33.15,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Cloud container_escape in Azure by sherri67 No additional info | container_escape | null | null | sherri67 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-8bc78e9b |
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