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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ab6c6f9a-cf00-4d91-8c59-41dd18e60c8c | 2025-03-11T12:04:05 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 32.95.44.30 to 199.106.144.29 MITRE Technique: T1053.005 noise=live|job|heavy | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "9b0f75cbbfd40be5386ed2ca51ebf2dd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/5.1)",
"session_id": "28e13116-c216-4c82-af92-23725013209f",
"risk_score": 33.17,
"confidence": 0.77
} | 32.95.44.30 | 199.106.144.29 | null | null | null | MITRE Technique: T1053.005 | Network covert_channel from 32.95.44.30 to 199.106.144.29 MITRE Technique: T1053.005 | covert_channel | 512,398 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eaa98a5f-1040-4945-84e4-f05931a8d434 | 2028-09-23T23:27:52 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in Azure by davidkoch No additional info noise=politics|world|real | {
"geo_location": "Iraq",
"device_hash": "c5429fb2603efcc93134da58cabcc345",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; si-LK) AppleWebKit/531.9.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.9.3",
"session_id": "9b3eee33-b997-4329-86ff-b0ee482fb045",
"risk_score": 54.48,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Cloud instance_creation in Azure by davidkoch No additional info | instance_creation | null | null | davidkoch | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-552f279c |
3cafa6af-0502-4a4b-ad38-3dcef69d051f | 2025-01-17T05:37:03 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth challenge for qturner via OAuth from 221.47.194.98 No additional info | {
"geo_location": "Paraguay",
"device_hash": "c4ce13d8d30278d0620077cac035ffcda2c315d44694f0a600d7a9c4daf4e064",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9; rv:1.9.2.20) Gecko/8642-05-30 07:45:02 Firefox/14.0",
"session_id": "fbdb84a7-a310-48ad-bedd-74c27c59030b",
"risk_score": 61.93,
"confidence": 0.6
} | 221.47.194.98 | null | null | null | null | No additional info | Auth challenge for qturner via OAuth from 221.47.194.98 No additional info | challenge | null | null | qturner | null | null | null | {
"baseline_deviation": 2.36,
"entropy": 4.81,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | OAuth | a4:5b:73:46:df:d6 | null | null | null | null | null |
946019f0-8fd1-49c2-aab1-f6ea1284b3a2 | 2025-03-17T10:03:26 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for joneslisa via passwordless from 211.234.189.3 No additional info | {
"geo_location": "Qatar",
"device_hash": "de77bf81ea8ce5235762eafaeba6a64d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_3) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/53.0.863.0 Safari/531.0",
"session_id": "05f2687d-3946-4416-86ce-386b4f9c210c",
"risk_score": 26.61,
"confidence": 0.69
} | 211.234.189.3 | null | null | null | null | No additional info | Auth bypass for joneslisa via passwordless from 211.234.189.3 No additional info | bypass | null | null | joneslisa | null | null | null | null | null | null | null | null | null | null | passwordless | af:81:37:7d:a6:77 | null | null | null | null | null |
1b5d568b-2431-42b4-8b03-04e401fa471c | 2025-04-20T05:38:46 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /policy/pay.wav by hgomez Associated Threat Actor: APT34 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "41ad1c921ae434cef61732e7cf706deca399ec4455a799b4eaffc6bf71967500",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/14.2s4733.0 Mobile/54D536 Safari/533.1",
"session_id": "c49fb01d-d04e-4219-9b91-0bd26855e801",
"risk_score": 66.87,
"confidence": 0.61
} | null | null | null | null | null | Associated Threat Actor: APT34 | Endpoint wmi_exec /policy/pay.wav by hgomez Associated Threat Actor: APT34 | wmi_exec | null | null | hgomez | /policy/pay.wav | 3,423 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d1b240b9-afb7-4ff7-8aa4-4849775ba1bc | 2025-05-29T10:59:51 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 192.36.190.191 to 10.31.236.63 Associated Threat Actor: Leafminer | {
"geo_location": "Guernsey",
"device_hash": "a5e308366fb7e3841841c2bfc327ea2e",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/14.0.857.0 Safari/534.1",
"session_id": "5583edbe-16d6-470f-ae16-d92add71f9a5",
"risk_score": 43.56,
"confidence": 0.31
} | 192.36.190.191 | 10.31.236.63 | null | null | null | Associated Threat Actor: Leafminer | Network data_exfiltration from 192.36.190.191 to 10.31.236.63 Associated Threat Actor: Leafminer | data_exfiltration | 566,730 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38974663-8dc9-482d-b208-932ef81aa3a5 | 2025-04-09T03:04:19 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Kenya",
"device_hash": "7161dd2a209205ccc229cac92a00db51466883477847425d5d9f5748e3021224",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.0)",
"session_id": "59ea0e7c-a1c3-44b6-97aa-48e923c5a0fb",
"risk_score": 58.13,
"confidence": 0.99
} | null | null | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-e1a8350b | 1.8 | null | null | null | null | null | null | null | null | null | null |
c429016c-1ede-48ba-bfd1-2685c8ae3a2d | 2025-03-29T08:52:28 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny NTP traffic from 121.195.0.93:334 to 181.180.208.154:487 MITRE Technique: T1059.001 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "41b70e36445a1a635a7c0496fc6a10ed50ea6aff",
"user_agent": "Opera/9.97.(X11; Linux x86_64; kn-IN) Presto/2.9.165 Version/11.00",
"session_id": "9044495b-b5a6-4182-9133-a1f4fb729063",
"risk_score": 69.92,
"confidence": 0.43
} | 121.195.0.93 | 181.180.208.154 | null | null | null | MITRE Technique: T1059.001 | Firewall deny NTP traffic from 121.195.0.93:334 to 181.180.208.154:487 MITRE Technique: T1059.001 | deny | 134,957 | NTP | null | null | null | null | {
"baseline_deviation": 2.93,
"entropy": 3.22,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 334 | 487 | 795 | null | null | null | null | null | null | null |
0983d0a1-2f22-4705-9fbf-1c9a227cfe54 | 2025-05-07T14:50:41 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by joshua43 No additional info | {
"geo_location": "Macao",
"device_hash": "e4f021193dd470dfda23ee18dedbe4b14678f5a5",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; yo-NG; rv:1.9.2.20) Gecko/9437-03-27 17:28:02 Firefox/3.8",
"session_id": "ae1d81e4-2fc6-4442-a0b6-ea0c164bad59",
"risk_score": 20.4,
"confidence": 0.1
} | null | null | null | null | null | No additional info | AI system fine_tuning by joshua43 No additional info | fine_tuning | null | null | joshua43 | null | null | null | null | null | null | null | null | null | null | null | null | model-f18f1245 | 0d6f5a1607a78d4c23af7d55a7c26576 | ac4fa3d4eaca08be38f04cecb47a001ee4c62b55608897bddd0292fb2131861b | null | null |
22deb221-6c19-484a-896d-fb7d0c2410d0 | 2025-05-21T01:35:55 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny HTTP traffic from 61.102.192.163:20108 to 189.201.151.66:862 Associated Threat Actor: APT37 | {
"geo_location": "Morocco",
"device_hash": "1ca0fe1b856640b479adc73ed0944eaa7a7dd573",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; cs-CZ) AppleWebKit/533.12.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.12.5",
"session_id": "0bf0e7c1-2892-4147-9dc1-b73696f5c2c1",
"risk_score": 68.71,
"confidence": 0.76
} | 61.102.192.163 | 189.201.151.66 | null | null | null | Associated Threat Actor: APT37 | Firewall deny HTTP traffic from 61.102.192.163:20108 to 189.201.151.66:862 Associated Threat Actor: APT37 | deny | 606,018 | HTTP | null | null | null | null | {
"baseline_deviation": 0.66,
"entropy": 5.28,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 20,108 | 862 | 1,148 | null | null | null | null | null | null | null |
feb124aa-d2c0-4a28-9074-f2ae017e8cac | 2025-05-12T14:12:43 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTPS traffic from 204.54.79.239:780 to 17.105.73.205:107 MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Comoros",
"device_hash": "e6774cc5ec87ea0c1779db9d85ef3b8a1791ea5c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.1)",
"session_id": "7f76e683-c4d4-4a2f-8005-518a74ab7c41",
"risk_score": 54.1,
"confidence": 0.58
} | 204.54.79.239 | 17.105.73.205 | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | Firewall quarantine HTTPS traffic from 204.54.79.239:780 to 17.105.73.205:107 MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | quarantine | 453,750 | HTTPS | null | null | null | null | null | null | null | null | 780 | 107 | 368 | null | null | null | null | null | null | null |
3d8a605c-79a5-42e6-bcad-ef6ae9bb4745 | 2025-03-24T01:33:17 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load foot by briannamcdonald No additional info | {
"geo_location": "Philippines",
"device_hash": "8385a91bb0f951d77d30a8452f7d68dbe9210596",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "eeae66e3-b256-406a-b64e-66f7835de7da",
"risk_score": 85.03,
"confidence": 0.15
} | null | null | null | null | null | No additional info | Endpoint driver_load foot by briannamcdonald No additional info | driver_load | null | null | briannamcdonald | foot | 6,941 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7f237c80-bb85-440a-b01f-f95f7ba30f55 | 2025-05-30T11:05:42 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /all/soon.wav by roystephen No additional info | {
"geo_location": "Maldives",
"device_hash": "a3d452708e14b3414177110eae04ddcf6ba50b771ec0a62c40cfba7803d49f02",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/17.7t7975.0 Mobile/68P715 Safari/536.0",
"session_id": "4292bad2-38ec-49d5-a7b8-929fbcdf4dd7",
"risk_score": 71.14,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /all/soon.wav by roystephen No additional info | scheduled_task | null | null | roystephen | /all/soon.wav | 3,015 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c3aa42d-8a96-405d-bd35-e17e6e76810f | 2025-05-30T17:39:56 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth success for jenny90 via password from 222.93.3.22 No additional info | {
"geo_location": "Guernsey",
"device_hash": "4eb10b1f580091640cc402c71fdce776849ac72d3c052328bcab10554395e696",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_3; rv:1.9.2.20) Gecko/5774-05-02 07:28:37 Firefox/13.0",
"session_id": "b9059f66-0c9f-4f32-be2f-43c0e53313aa",
"risk_score": 46.75,
"confidence": 0.68
} | 222.93.3.22 | null | null | null | null | No additional info | Auth success for jenny90 via password from 222.93.3.22 No additional info | success | null | null | jenny90 | null | null | null | null | null | null | null | null | null | null | password | b2:bc:c8:30:a4:e5 | null | null | null | null | null |
a6d3279a-1af3-4f43-a105-3517a3a9af33 | 2025-05-21T06:26:24 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Port Scan detected from 141.58.254.201 targeting 87.87.41.108 MITRE Technique: T1059.005 | {
"geo_location": "Tajikistan",
"device_hash": "2e1a61febe63e519e13b4bb01aecef9512c5618848fd1bc2dbe0846e9518e2e7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.0)",
"session_id": "4f43f81a-98d2-4b6f-938c-b472c6efe52d",
"risk_score": 62.57,
"confidence": 0.67
} | 141.58.254.201 | 87.87.41.108 | Port Scan | SIG-8426 | Evasion | MITRE Technique: T1059.005 | Zeek Alert: Port Scan detected from 141.58.254.201 targeting 87.87.41.108 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0b4c845e-3606-46f7-9b11-39c2e5165f0d | 2025-04-15T10:27:42 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel MITRE Technique: T1059.001 noise=important|no|skin | {
"geo_location": "Antigua and Barbuda",
"device_hash": "e01678def65e23132afccb2eab2c9e58faf5bdb9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.1)",
"session_id": "529104d3-5a41-4709-b99a-bf43fa05e73b",
"risk_score": 100,
"confidence": 0.33
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat side_channel MITRE Technique: T1059.001 | side_channel | null | null | null | null | null | null | null | Thermostat | iot-32355284 | 4.7 | null | null | null | null | null | null | null | null | null | null |
d91498a5-2467-46e4-824f-f99a44e05246 | 2025-03-12T04:45:28 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 56.58.66.140 to 213.104.208.112 No additional info | {
"geo_location": "Finland",
"device_hash": "512c6fa0beea3d516270d0d25c47c17d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.0)",
"session_id": "f9813eeb-c452-47c1-8f9c-54fbecf1f5e3",
"risk_score": 48.85,
"confidence": 0.92
} | 56.58.66.140 | 213.104.208.112 | null | null | null | No additional info | Network disconnection from 56.58.66.140 to 213.104.208.112 No additional info | disconnection | 571,627 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5c9f2f4d-e35a-4a08-8fad-06b302277bd5 | 2025-06-24T10:13:53 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change score by rodriguezjoseph No additional info | {
"geo_location": "New Zealand",
"device_hash": "8184d73765c52be4359052ff714ed834",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.1)",
"session_id": "47e4074a-06a1-4163-a161-67bc48f54ea8",
"risk_score": 27.13,
"confidence": 0.19
} | null | null | null | null | null | No additional info | Endpoint registry_change score by rodriguezjoseph No additional info | registry_change | null | null | rodriguezjoseph | score | 2,158 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34e88118-5cf9-44f0-a311-8b3221bdf6df | 2025-03-03T05:57:38 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only UDP traffic from 33.233.85.221:769 to 10.20.190.167:71 MITRE Technique: T1566.001 | {
"geo_location": "Paraguay",
"device_hash": "e69e9ae038d1efb67109f91d43605773ae569d8b301b60dcb154503a6973ef4e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/7309-06-25 17:03:13 Firefox/3.8",
"session_id": "a7a8fa39-0696-47bf-922e-c97ec2c65c24",
"risk_score": 64.39,
"confidence": 0.28
} | 33.233.85.221 | 10.20.190.167 | null | null | null | MITRE Technique: T1566.001 | Firewall log-only UDP traffic from 33.233.85.221:769 to 10.20.190.167:71 MITRE Technique: T1566.001 | log-only | 154,267 | UDP | null | null | null | null | null | null | null | null | 769 | 71 | 2,624 | null | null | null | null | null | null | null |
1ad8924c-dda6-484e-8287-eb9b4893ef47 | 2025-02-06T05:58:55 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow NTP traffic from 157.185.20.54:246 to 92.190.176.218:45345 Associated Threat Actor: REvil noise=app | {
"geo_location": "Kiribati",
"device_hash": "6989bb326c9100a80acc3fc005de60f686f7ca23f7200ae46a278527885f13a5",
"user_agent": "Opera/9.47.(Windows NT 10.0; tn-ZA) Presto/2.9.171 Version/12.00",
"session_id": "1d00a3a4-a22e-4a1d-a005-01527dc6dcef",
"risk_score": 11.69,
"confidence": 0.66
} | 157.185.20.54 | 92.190.176.218 | null | null | null | Associated Threat Actor: REvil | Firewall allow NTP traffic from 157.185.20.54:246 to 92.190.176.218:45345 Associated Threat Actor: REvil | allow | 555,640 | NTP | null | null | null | null | null | null | null | null | 246 | 45,345 | 2,624 | null | null | null | null | null | null | null |
a7927cb3-1b3c-4189-9073-5660fde22662 | 2025-06-10T05:14:10 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network beaconing from 105.239.144.106 to 172.254.42.173 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "1b8970c82ed61166c7a38062fd72b943ad77e18f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; quz-PE) AppleWebKit/532.23.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.23.5",
"session_id": "2fea709a-0100-4622-8676-37f3463f4ba4",
"risk_score": 85.13,
"confidence": 0.12
} | 105.239.144.106 | 172.254.42.173 | null | null | null | No additional info | Network beaconing from 105.239.144.106 to 172.254.42.173 No additional info | beaconing | 479,187 | UDP | null | null | null | null | {
"baseline_deviation": 2.08,
"entropy": 6,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
c58b30ef-9167-4136-8aa1-18b1f0282cab | 2025-02-04T03:52:56 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine UDP traffic from 208.163.125.58:743 to 138.225.29.212:497 MITRE Technique: T1053.005 | {
"geo_location": "Gambia",
"device_hash": "66555b56665674ed595d59a2d606c1be",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; ug-CN; rv:1.9.2.20) Gecko/3709-12-24 15:40:33 Firefox/3.6.13",
"session_id": "61666a27-c191-414d-a949-6719bae17db1",
"risk_score": 22.88,
"confidence": 0.32
} | 208.163.125.58 | 138.225.29.212 | null | null | null | MITRE Technique: T1053.005 | Firewall quarantine UDP traffic from 208.163.125.58:743 to 138.225.29.212:497 MITRE Technique: T1053.005 | quarantine | 506,281 | UDP | null | null | null | null | null | null | null | null | 743 | 497 | 1,537 | null | null | null | null | null | null | null |
ed56132b-7ac9-4c90-9e8c-14f7ef8dd67c | 2025-03-10T15:35:21 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for antonio42 via OAuth from 55.225.252.178 MITRE Technique: T1218.011 noise=6F6A385D | {
"geo_location": "Yemen",
"device_hash": "d49ec73fd7dcd1924fc72474352f0fa34ae39c87aa4bb8c100e64ebe3f2ea676",
"user_agent": "Opera/8.74.(Windows NT 4.0; sv-FI) Presto/2.9.184 Version/12.00",
"session_id": "8c3bb699-54bc-4c5e-ad76-9b98a1ffe331",
"risk_score": 34.99,
"confidence": 0.14
} | 55.225.252.178 | null | null | null | null | MITRE Technique: T1218.011 | Auth challenge for antonio42 via OAuth from 55.225.252.178 MITRE Technique: T1218.011 | challenge | null | null | antonio42 | null | null | null | null | null | null | null | null | null | null | OAuth | 6f:ef:f1:4b:bd:4e | null | null | null | null | null |
f1e9a1c4-8183-4378-acc2-07aee9b33f18 | 2025-03-17T19:59:52 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: Supply Chain Compromise detected from 147.195.56.118 targeting 128.148.22.3 No additional info | {
"geo_location": "North Korea",
"device_hash": "d9bdc054d7c9b727a01916c5f2241131",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 15_8_2 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/13.0.829.0 Mobile/67Q125 Safari/536.0",
"session_id": "4ea75ebe-712e-4ce5-ad8f-ebdc6be25d23",
"risk_score": 66.11,
"confidence": 0.13
} | 147.195.56.118 | 128.148.22.3 | Supply Chain Compromise | SIG-7825 | Policy | No additional info | Trellix Alert: Supply Chain Compromise detected from 147.195.56.118 targeting 128.148.22.3 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b1e83ed3-63c6-460b-9e5c-d35810228027 | 2025-07-05T14:42:03 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 59.123.208.71 to 67.187.174.21 No additional info | {
"geo_location": "Oman",
"device_hash": "e24f7e731e0f3e31feb7c3a25a883748",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_3; rv:1.9.2.20) Gecko/2109-08-03 22:20:53 Firefox/3.8",
"session_id": "5f2f2073-102d-4f60-aed1-a18a16144f58",
"risk_score": 35.38,
"confidence": 0.54
} | 59.123.208.71 | 67.187.174.21 | null | null | null | No additional info | Network data_exfiltration from 59.123.208.71 to 67.187.174.21 No additional info | data_exfiltration | 849,089 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d212f33c-4002-4edd-a576-486001471a92 | 2025-05-17T21:32:47 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 74.190.213.20 to 220.196.246.182 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "cf9708bb135d68da06d8ec8aaf0f1649c0187f2c09d8c2a3277c86f3a7c46d35",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_5; rv:1.9.4.20) Gecko/6992-07-27 08:49:37 Firefox/7.0",
"session_id": "aa94b5fc-61d2-4b01-beb3-dc0542de707f",
"risk_score": 28.87,
"confidence": 0.88
} | 74.190.213.20 | 220.196.246.182 | null | null | null | No additional info | Network latency_spike from 74.190.213.20 to 220.196.246.182 No additional info | latency_spike | 174,343 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de4f2f9e-d3c6-4528-b9ec-6ab81925f77a | 2025-06-09T21:16:19 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 144.66.218.123 to 115.80.251.171 MITRE Technique: T1134.001 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "e230ac156c16f9546322a57d3b4dad4c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/29.0.842.0 Mobile/65K089 Safari/536.1",
"session_id": "f69f3ae5-76cc-4e99-8407-30d9de55ffa2",
"risk_score": 27.14,
"confidence": 0.39
} | 144.66.218.123 | 115.80.251.171 | null | null | null | MITRE Technique: T1134.001 | Network connection from 144.66.218.123 to 115.80.251.171 MITRE Technique: T1134.001 | connection | 360,734 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4e2d59ef-3786-44d1-8a3b-4d00abfdb9f3 | 2025-05-17T07:02:39 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load we by adamcooley No additional info | {
"geo_location": "Iraq",
"device_hash": "7d89cef48b87d02384a3d88f42f8d92b30ff3661",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.0)",
"session_id": "a31bca6a-b478-4c4d-9611-78d2a25a9e71",
"risk_score": 19,
"confidence": 0.76
} | null | null | null | null | null | No additional info | Endpoint driver_load we by adamcooley No additional info | driver_load | null | null | adamcooley | we | 4,171 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49be03c8-ef57-4b0f-8adc-3ae4639d66cf | 2025-02-25T08:24:49 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: AI Model Poisoning detected from 9.153.129.83 targeting 141.249.4.204 MITRE Technique: T1486 | {
"geo_location": "Tuvalu",
"device_hash": "618f04791e0e98ab0d360b8eb71a258954c671d1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0; rv:1.9.3.20) Gecko/5857-02-02 17:20:15 Firefox/3.6.19",
"session_id": "4120c6a3-6fbf-4cec-9907-a582bb88205b",
"risk_score": 47.53,
"confidence": 0.31
} | 9.153.129.83 | 141.249.4.204 | AI Model Poisoning | SIG-6173 | Exploit | MITRE Technique: T1486 | Snort Alert: AI Model Poisoning detected from 9.153.129.83 targeting 141.249.4.204 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b01593f6-f1c4-48a8-9910-00ef7ccd6358 | 2025-07-04T11:58:23 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: XSS detected from 10.135.105.36 targeting 16.213.168.122 No additional info | {
"geo_location": "Cyprus",
"device_hash": "d51d6eb1dcac52b1dd8e04d26db7c7f78b9c3d61",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.7) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/29.0.801.0 Safari/536.2",
"session_id": "36292be4-9088-496b-b48b-76f6f4f7c745",
"risk_score": 37.91,
"confidence": 0.29
} | 10.135.105.36 | 16.213.168.122 | XSS | SIG-7436 | Policy | No additional info | Elastic SIEM Alert: XSS detected from 10.135.105.36 targeting 16.213.168.122 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8a1230e9-051f-48da-b7a6-0f5b98ed013e | 2025-06-07T20:42:49 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection that by lucassusan Unconventional IOC: UEFI variable tampering | {
"geo_location": "Bulgaria",
"device_hash": "d2fa6269333002ca9670659cb8f017ec797146225c7cf78cb01eac7e6663fdfc",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4; rv:1.9.2.20) Gecko/7139-07-09 15:23:30 Firefox/9.0",
"session_id": "8a88b260-d5ac-4213-8bec-6829e882a348",
"risk_score": 63.25,
"confidence": 0.78
} | null | null | null | null | null | Unconventional IOC: UEFI variable tampering | Endpoint memory_injection that by lucassusan Unconventional IOC: UEFI variable tampering | memory_injection | null | null | lucassusan | that | 7,458 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6096a44-afe9-48f6-9e2e-083c4c3a400f | 2025-06-10T03:24:55 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system model_access by rita25 No additional info | {
"geo_location": "Kenya",
"device_hash": "c316e1608ef854d1603cb342ece1f29b7ca7a96b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/35.0.857.0 Mobile/95B255 Safari/533.0",
"session_id": "551e777a-1b3f-4def-9bcc-27d68c7c5ad4",
"risk_score": 56.39,
"confidence": 0.98
} | null | null | null | null | null | No additional info | AI system model_access by rita25 No additional info | model_access | null | null | rita25 | null | null | null | null | null | null | null | null | null | null | null | null | model-f92c2f62 | 9f0fb1725fee82112fde7724df4219b0ff797e372d7f70d13ab683a1f59febd4 | 4de14329504ff5d315d9800fca223a93bbe6c053 | null | null |
7eb048ef-0cc3-4e98-a42e-4c5c84e5563f | 2025-02-27T05:45:14 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system model_access by andersonlauren MITRE Technique: T1543.003 | {
"geo_location": "North Macedonia",
"device_hash": "b1e0588360e870efb8e5da851d66631410869367",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/54.0.844.0 Safari/532.0",
"session_id": "9e6a52aa-c4d6-4e8c-860f-9614b102fd1b",
"risk_score": 51.36,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system model_access by andersonlauren MITRE Technique: T1543.003 | model_access | null | null | andersonlauren | null | null | null | null | null | null | null | null | null | null | null | null | model-483fe09f | e9170e28f83dfec3acbd6cb144e8ddfe72dfcec0df5ed391122c50f4cc304983 | 6f4aaf8fb1a0644150d3f8b17c2ae93ecd3a5c90b680c341b66f785575df3d88 | null | null |
4114bbfd-3d07-4507-8de9-79159b96c285 | 2025-05-13T21:40:50 | 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: MFA Bypass detected from 138.113.47.99 targeting 169.232.188.198 No additional info | {
"geo_location": "Mayotte",
"device_hash": "f85745fb3d050569a0a1bec8d0fba65d4345518f",
"user_agent": "Opera/9.87.(Windows NT 5.01; aa-ET) Presto/2.9.175 Version/11.00",
"session_id": "ccbd4db4-22bd-48ce-af0f-44f1210de85c",
"risk_score": 41.23,
"confidence": 0.91
} | 138.113.47.99 | 169.232.188.198 | MFA Bypass | SIG-1555 | Exploit | No additional info | Palo Alto Cortex Alert: MFA Bypass detected from 138.113.47.99 targeting 169.232.188.198 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
472613e2-30fe-4f4e-9707-c8fb6de12b85 | 2025-06-25T11:33:28 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by schmidtjessica MITRE Technique: T1543.003 | {
"geo_location": "Malaysia",
"device_hash": "72354962515286d304b01ff72d17fb88",
"user_agent": "Opera/9.17.(X11; Linux i686; nr-ZA) Presto/2.9.187 Version/12.00",
"session_id": "0ca2c3c4-01b4-4dbf-9fc9-3535096cf9c7",
"risk_score": 49.37,
"confidence": 0.56
} | null | null | null | null | null | MITRE Technique: T1543.003 | Cloud api_abuse in OCI by schmidtjessica MITRE Technique: T1543.003 | api_abuse | null | null | schmidtjessica | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-1942a7b2 |
13ae7f22-0d7b-4966-8b2b-8973ab713bd9 | 2025-06-20T16:17:36 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Tanzania",
"device_hash": "7857fc1b3f678d36369e033d3956a4f67521414f",
"user_agent": "Opera/9.15.(Windows 98; Win 9x 4.90; unm-US) Presto/2.9.190 Version/12.00",
"session_id": "ef8d1f83-11ae-496a-93a5-5b7bc80c12c3",
"risk_score": 55.47,
"confidence": 0.74
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-a0fa8688 | 2.3 | null | null | null | null | null | null | null | null | null | null |
51062f59-bcc0-4246-a27d-29172d3e0fe4 | 2025-05-11T11:20:43 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: Port Scan detected from 10.125.227.35 targeting N/A Associated Threat Actor: TA505 | {
"geo_location": "Uzbekistan",
"device_hash": "c636f39cf25e495d4a3f6db202b6e67bbd2822e0",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/21.0.891.0 Safari/532.2",
"session_id": "8f65f41e-672a-45f3-8c86-f54072ba5e21",
"risk_score": 62.9,
"confidence": 0.23
} | 10.125.227.35 | N/A | Port Scan | SIG-6493 | Exploit | Associated Threat Actor: TA505 | AlienVault Alert: Port Scan detected from 10.125.227.35 targeting N/A Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b18d84cd-10c6-4a9e-8bba-18532a0adf36 | 2028-07-30T15:45:21 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SMB traffic from 10.48.127.48:57 to 196.29.89.167:568 No additional info | {
"geo_location": "Niger",
"device_hash": "cea08e3bebb44f4fa9f3ae1c1763c10856eafce2382cd50bd426bf7141fd54bc",
"user_agent": "Opera/9.78.(X11; Linux x86_64; bg-BG) Presto/2.9.186 Version/10.00",
"session_id": "a8c1647d-dd80-4c97-95f1-4cdd26485549",
"risk_score": 8.76,
"confidence": 0.34
} | 10.48.127.48 | 196.29.89.167 | null | null | null | No additional info | Firewall log-only SMB traffic from 10.48.127.48:57 to 196.29.89.167:568 No additional info | log-only | 945,247 | SMB | null | null | null | null | null | null | null | null | 57 | 568 | 3,019 | null | null | null | null | null | null | null |
7b857732-5a6f-4f2a-a562-ec308ab67537 | 2025-05-08T08:22:50 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth failed for kayla91 via OAuth from 50.122.170.88 MITRE Technique: T1134.001 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "be366990c3366a1ad39816506aa091b092965fb396e174dad28a853e3aa95d35",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_9) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/52.0.823.0 Safari/532.1",
"session_id": "eb81ca81-81f0-4404-9bd1-87da3f516974",
"risk_score": 68.11,
"confidence": 0.99
} | 50.122.170.88 | null | null | null | null | MITRE Technique: T1134.001 | Auth failed for kayla91 via OAuth from 50.122.170.88 MITRE Technique: T1134.001 | failed | null | null | kayla91 | null | null | null | null | null | null | null | null | null | null | OAuth | 23:1a:e9:34:f3:e1 | null | null | null | null | null |
32f3605a-b814-47b0-9faf-a8d9a869d7dc | 2025-04-27T11:09:06 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in AWS by yhaynes MITRE Technique: T1218.011 | {
"geo_location": "Anguilla",
"device_hash": "405826ea9de99a123962b04a63222573eb14f316806ad4c9f7037cec782427c0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.37.1 (KHTML, like Gecko) Version/4.0.4 Safari/532.37.1",
"session_id": "10e9fc4b-f77c-4f80-9e8b-08d70f4117ea",
"risk_score": 50.84,
"confidence": 0.75
} | null | null | null | null | null | MITRE Technique: T1218.011 | Cloud config_change in AWS by yhaynes MITRE Technique: T1218.011 | config_change | null | null | yhaynes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-0d5dd5ea |
04948fcb-53bc-4d18-ad46-d5983ed03b82 | 2025-03-18T17:38:20 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Bahamas",
"device_hash": "e0cce1df5225c60bd4891cbdde1eb430",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/58.0.809.0 Mobile/39I281 Safari/532.0",
"session_id": "86ff9741-6a64-45d5-ab22-45384b498731",
"risk_score": 58.13,
"confidence": 0.12
} | 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-630e034f | 2.3 | null | null | null | null | null | null | null | null | null | null |
a10b0c93-0d5f-4faa-b874-f4178f71ab22 | 2025-04-08T20:57:29 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in OCI by marissabarnes Cross-tenant access detected | {
"geo_location": "Finland",
"device_hash": "bd33fc212b4b2f31a4c3cc9643cd98533e3b42cb",
"user_agent": "Opera/9.11.(X11; Linux x86_64; kw-GB) Presto/2.9.164 Version/11.00",
"session_id": "11d80ead-26ad-4d18-ba6b-3176ca43622d",
"risk_score": 53.89,
"confidence": 0.82
} | null | null | null | null | null | Cross-tenant access detected | Cloud permission_escalation in OCI by marissabarnes Cross-tenant access detected | permission_escalation | null | null | marissabarnes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-c8545d18 |
56976a48-68d8-4c8c-a2b0-b90e9a55d1cd | 2025-05-19T13:38:07 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network beaconing from 120.157.213.36 to 10.90.188.246 MITRE Technique: T1078.004 | {
"geo_location": "Lithuania",
"device_hash": "da997cf54b9a0b84e00b1e411ad91fb4",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/22.0.880.0 Safari/533.0",
"session_id": "1b47b5f4-4cfb-4685-a529-7ae4636a325b",
"risk_score": 78.33,
"confidence": 0.08
} | 120.157.213.36 | 10.90.188.246 | null | null | null | MITRE Technique: T1078.004 | Network beaconing from 120.157.213.36 to 10.90.188.246 MITRE Technique: T1078.004 | beaconing | 638,846 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9735ca38-5256-4dee-a91b-dad3177cbf42 | 2025-05-16T09:27:27 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network connection from 119.203.205.148 to 82.74.68.47 No additional info | {
"geo_location": "Jordan",
"device_hash": "8abf5aaed7d285c3c6c9228e77ca52159a2f2d39",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_9; rv:1.9.5.20) Gecko/9420-06-18 00:20:49 Firefox/13.0",
"session_id": "86365ac8-4975-4cf9-9bb3-dc43b1445ee6",
"risk_score": 31.02,
"confidence": 0.11
} | 119.203.205.148 | 82.74.68.47 | null | null | null | No additional info | Network connection from 119.203.205.148 to 82.74.68.47 No additional info | connection | 509,581 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2cbecade-96a3-40a0-a7fb-7e800487cbc6 | 2025-06-03T00:16:01 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine RDP traffic from 133.36.222.239:401 to 91.136.176.52:599 No additional info | {
"geo_location": "Cyprus",
"device_hash": "0fec2a58337e3fac4f337b3691054af2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/28.0.864.0 Mobile/26L665 Safari/535.0",
"session_id": "7e27dbdd-f891-4f35-8094-547c17113811",
"risk_score": 32.09,
"confidence": 0.63
} | 133.36.222.239 | 91.136.176.52 | null | null | null | No additional info | Firewall quarantine RDP traffic from 133.36.222.239:401 to 91.136.176.52:599 No additional info | quarantine | 759,426 | RDP | null | null | null | null | null | null | null | null | 401 | 599 | 1,719 | null | null | null | null | null | null | null |
0e106f45-cfa9-4375-a36d-729fd1bba427 | 2025-04-28T21:03:41 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by alexandra16 No additional info | {
"geo_location": "China",
"device_hash": "651c51cdb38e11a42e0da2ea25ccd99c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.1)",
"session_id": "112bf14d-6c4b-4590-bf97-2c3be1ac4dd9",
"risk_score": 15.79,
"confidence": 0.09
} | null | null | null | null | null | No additional info | AI system adversarial_input by alexandra16 No additional info | adversarial_input | null | null | alexandra16 | null | null | null | null | null | null | null | null | null | null | null | null | model-587e51ea | 847add8b2f3a2c54a6b1c8c4c3dc443e | 16784363905ae898d425b79216261dd64213ef58d7d2303ea9bc52c477864b0f | null | null |
2f91a0cc-2e0e-4c55-ba28-5d3ebe07e06a | 2025-06-17T11:28:40 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera physical_tamper MITRE Technique: T1190 | Associated Threat Actor: Equation Group | {
"geo_location": "Antigua and Barbuda",
"device_hash": "59a4fb39ece098a51eb6c2b25b3150aded9292c7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "af1bcb50-5e56-4878-a812-95622ecf83f2",
"risk_score": 86.59,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: Equation Group | IoT device Camera physical_tamper MITRE Technique: T1190 | Associated Threat Actor: Equation Group | physical_tamper | null | null | null | null | null | null | null | Camera | iot-d9b86d65 | 6.2 | null | null | null | null | null | null | null | null | null | null |
16df9f9c-004b-49b0-b97d-cb7a1038f681 | 2025-01-27T04:45:13 | cloud | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by william76 No additional info noise=QWN0dWFsbHku | {
"geo_location": "American Samoa",
"device_hash": "59f73a193f9a50bdc5710cf685e85169",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:36.0) Gecko/36.0 Firefox/36.0",
"session_id": "3381adcf-dccb-4848-8fa1-cb8a45678dec",
"risk_score": 37.46,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Cloud shadow_it in AWS by william76 No additional info | shadow_it | null | null | william76 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-154abcd8 |
1a07b57c-03a3-4b39-bef0-c3b3debab6e0 | 2025-05-22T18:34:41 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth success for davidknox via SAML from 86.20.38.69 Associated Threat Actor: Equation Group | {
"geo_location": "Dominican Republic",
"device_hash": "bbe58c5af1de552438a7d76f59ca93d92aa3aa0b",
"user_agent": "Mozilla/5.0 (Android 4.1.1; Mobile; rv:67.0) Gecko/67.0 Firefox/67.0",
"session_id": "5e648a62-b8c1-4045-b2b9-98e7dd3ab39b",
"risk_score": 68.37,
"confidence": 0.89
} | 86.20.38.69 | null | null | null | null | Associated Threat Actor: Equation Group | Auth success for davidknox via SAML from 86.20.38.69 Associated Threat Actor: Equation Group | success | null | null | davidknox | null | null | null | null | null | null | null | null | null | null | SAML | b7:38:15:74:8e:dd | null | null | null | null | null |
f06a7311-4b14-407c-9756-917d008217c2 | 2025-06-10T08:53:36 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in AWS by nmyers No additional info | {
"geo_location": "Italy",
"device_hash": "6657ad151ee9ccb65ee0cc417571d0d2",
"user_agent": "Opera/8.88.(X11; Linux i686; ca-ES) Presto/2.9.179 Version/12.00",
"session_id": "90429383-9e1f-4c38-b656-11009740fe8b",
"risk_score": 52.42,
"confidence": 0.15
} | null | null | null | null | null | No additional info | Cloud crypto_mining in AWS by nmyers No additional info | crypto_mining | null | null | nmyers | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-c5c07e1d |
52cdf94d-6792-4b4a-9c96-0dd0246777d6 | 2025-04-30T02:00:13 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Georgia",
"device_hash": "db169c7a7706d9f2637a8e0cfd10a718200fe01e3faabeec8f2ca6e7f517196c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.31.1 (KHTML, like Gecko) Version/5.0.2 Safari/531.31.1",
"session_id": "2f723fea-c88c-4c07-9ffd-a1417bf90844",
"risk_score": 23.88,
"confidence": 0.92
} | null | null | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Sensor | iot-ff33dd9b | 3.6 | null | null | null | null | null | null | null | null | null | null |
5d26afb7-a0a7-4ff1-b58f-8dc60c4b83e6 | 2025-02-24T21:23:31 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: MFA Bypass detected from 51.202.217.2 targeting N/A No additional info | {
"geo_location": "Algeria",
"device_hash": "47faf7f8471fbb05def7f1fd7b4ec456b22c0304",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/28.0.864.0 Safari/534.1",
"session_id": "0b9c47ab-74e6-4dc1-8163-d43074ad93ff",
"risk_score": 42.41,
"confidence": 0.64
} | 51.202.217.2 | N/A | MFA Bypass | SIG-9726 | Malware | No additional info | ArcSight Alert: MFA Bypass detected from 51.202.217.2 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 |
50a797c4-eee3-4b68-b38c-2e7d2d2f14fd | 2025-01-21T19:30:53 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Zero-Day Exploit detected from 140.81.19.45 targeting 197.195.169.223 Associated Threat Actor: APT38 | {
"geo_location": "Saint Martin",
"device_hash": "5b294a6302d09ad7b333148b2fbb6afe047f281e1bdb812f2f90fc6b14d87131",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/63.0.887.0 Safari/531.2",
"session_id": "7bdd6989-33e6-42a6-bea8-90935461ad41",
"risk_score": 52.2,
"confidence": 0.09
} | 140.81.19.45 | 197.195.169.223 | Zero-Day Exploit | SIG-5487 | Recon | Associated Threat Actor: APT38 | CrowdStrike Alert: Zero-Day Exploit detected from 140.81.19.45 targeting 197.195.169.223 Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb53b19f-0778-4459-b04f-55d8569ebecf | 2025-02-25T22:59:26 | 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: XSS detected from 75.84.218.90 targeting 33.44.119.223 No additional info noise=wp-content/app/list | {
"geo_location": "Uganda",
"device_hash": "003abf909bbc845734d6ea941bc96636774cb3a72d878cdcc983f3b1b56be646",
"user_agent": "Opera/8.96.(Windows NT 5.0; ja-JP) Presto/2.9.170 Version/10.00",
"session_id": "c148a9ad-070e-453e-baf6-6f52d19c9bfe",
"risk_score": 60.16,
"confidence": 0.11
} | 75.84.218.90 | 33.44.119.223 | XSS | SIG-7351 | Evasion | No additional info | Carbon Black Alert: XSS detected from 75.84.218.90 targeting 33.44.119.223 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cf7c0878-ee91-453c-8486-564179dc85d1 | 2025-01-20T18:01:16 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for sryan via passwordless from 10.170.164.127 MITRE Technique: T1486 | {
"geo_location": "Dominican Republic",
"device_hash": "9cc11a56eba466dd0844558f6b0ec59e055219ad",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/41.0.885.0 Safari/536.2",
"session_id": "330e4212-18ee-400d-8cae-73eea4f7232f",
"risk_score": 39.23,
"confidence": 0.93
} | 10.170.164.127 | null | null | null | null | MITRE Technique: T1486 | Auth timeout for sryan via passwordless from 10.170.164.127 MITRE Technique: T1486 | timeout | null | null | sryan | null | null | null | null | null | null | null | null | null | null | passwordless | c9:cc:ac:35:74:32 | null | null | null | null | null |
b6a3bca3-d871-4a4c-8c15-4fd26a93b15d | 2025-03-18T14:19:29 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in AWS by harrisseth MITRE Technique: T1204.002 | {
"geo_location": "Christmas Island",
"device_hash": "95ebfd4b40b7bcc4db145206e53f99fb627d79e5",
"user_agent": "Opera/9.12.(Windows NT 6.0; or-IN) Presto/2.9.162 Version/10.00",
"session_id": "983b441e-ee1f-40e3-8773-633bdd9ba20c",
"risk_score": 33.99,
"confidence": 0.32
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud lambda_execution in AWS by harrisseth MITRE Technique: T1204.002 | lambda_execution | null | null | harrisseth | null | null | null | {
"baseline_deviation": 1.38,
"entropy": 6.32,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-0b8e0fca |
9ce8f21f-9317-49a6-97d1-437a5f36dc6c | 2025-02-19T21:14:23 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by elliottjeffery MITRE Technique: T1053.005 | {
"geo_location": "Czech Republic",
"device_hash": "63961899e41222406dd6889da62c806d63e3de1c067c33903b7ef63f0aa649a5",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9415-03-24 20:38:42 Firefox/14.0",
"session_id": "7638b3e8-6f72-4ede-844e-9908b1534c2b",
"risk_score": 13.79,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1053.005 | AI system prompt_injection by elliottjeffery MITRE Technique: T1053.005 | prompt_injection | null | null | elliottjeffery | null | null | null | null | null | null | null | null | null | null | null | null | model-06780ee1 | b71196716b3e77133972021d6d18a8db | 1cd0967ff0b4ab64310ac9069b3ab964 | null | null |
664313f2-f5e9-4bd4-94d9-86446c3824d3 | 2025-03-01T17:16:22 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect TCP traffic from 10.196.158.179:739 to 197.51.11.207:61184 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "da6bdc3a09507277f950fa762bc5a7ef5fbac8f7",
"user_agent": "Mozilla/5.0 (Windows CE; ak-GH; rv:1.9.0.20) Gecko/8132-06-23 22:30:42 Firefox/9.0",
"session_id": "1c21f74d-10a5-4a77-92bd-7e7bed5886b6",
"risk_score": 21.37,
"confidence": 0.77
} | 10.196.158.179 | 197.51.11.207 | null | null | null | No additional info | Firewall inspect TCP traffic from 10.196.158.179:739 to 197.51.11.207:61184 No additional info | inspect | 980,763 | TCP | null | null | null | null | null | null | null | null | 739 | 61,184 | 3,454 | null | null | null | null | null | null | null |
bedad03b-6414-46a9-836e-e6103ce86a2f | 2025-03-01T17:59:21 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network connection from 93.60.17.175 to 49.79.88.230 No additional info | {
"geo_location": "Belgium",
"device_hash": "8ba52655553570029b3bd6f0b41f0498f050248c",
"user_agent": "Mozilla/5.0 (Linux; Android 7.0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/40.0.896.0 Safari/534.1",
"session_id": "74377d3e-147a-40fd-bce9-f834405f7089",
"risk_score": 64.73,
"confidence": 0.78
} | 93.60.17.175 | 49.79.88.230 | null | null | null | No additional info | Network connection from 93.60.17.175 to 49.79.88.230 No additional info | connection | 85,963 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
878eb1bf-1844-4068-a208-6b939c05a296 | 2025-02-16T11:23:49 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network connection from 207.223.226.145 to 103.15.13.151 Associated Threat Actor: APT38 | {
"geo_location": "China",
"device_hash": "a1fb34fc170ff385b817ac448de0bad0",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/23.0.847.0 Safari/532.2",
"session_id": "1d0530b4-8218-453b-b255-078979441fb9",
"risk_score": 47.18,
"confidence": 0.73
} | 207.223.226.145 | 103.15.13.151 | null | null | null | Associated Threat Actor: APT38 | Network connection from 207.223.226.145 to 103.15.13.151 Associated Threat Actor: APT38 | connection | 863,347 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6740f163-fc00-4811-8183-de1d33fcb38f | 2025-06-28T01:27:53 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /thing/resource.pages by sandra42 Unconventional IOC: GPU memory artifacts | Fileless execution detected | {
"geo_location": "Palestinian Territory",
"device_hash": "b43f2305a5c5e77e72219dd39fdc0ff6",
"user_agent": "Mozilla/5.0 (Android 4.4.4; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "cbb35590-f10a-47d9-b236-36a4b79e0872",
"risk_score": 47.46,
"confidence": 0.28
} | null | null | null | null | null | Unconventional IOC: GPU memory artifacts | Fileless execution detected | Endpoint wmi_exec /thing/resource.pages by sandra42 Unconventional IOC: GPU memory artifacts | Fileless execution detected | wmi_exec | null | null | sandra42 | /thing/resource.pages | 306 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9098bd2d-e2fe-4291-87f6-3222a9c8d7b7 | 2025-05-11T13:43:33 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth success for rpena via password from 121.13.102.190 No additional info | {
"geo_location": "Uruguay",
"device_hash": "b75169dcb3f719e6bb8fd54cb349c336004b6741",
"user_agent": "Opera/9.20.(Windows 95; pt-PT) Presto/2.9.178 Version/10.00",
"session_id": "c0bf6230-26aa-4158-990d-346e3bb938c9",
"risk_score": 97.2,
"confidence": 0.28
} | 121.13.102.190 | null | null | null | null | No additional info | Auth success for rpena via password from 121.13.102.190 No additional info | success | null | null | rpena | null | null | null | null | null | null | null | null | null | null | password | c3:3e:da:82:4f:31 | null | null | null | null | null |
91681b0d-14d1-423e-9dc6-125ff053e869 | 2025-05-16T05:35:52 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for sean11 via key from 83.156.26.110 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "05972be7558ae78fe59ce7e52b7df27fd97671a3",
"user_agent": "Mozilla/5.0 (Android 7.1.1; Mobile; rv:66.0) Gecko/66.0 Firefox/66.0",
"session_id": "7b3ddf9e-17b3-4808-93a5-504a360a87ab",
"risk_score": 75.84,
"confidence": 0.99
} | 83.156.26.110 | null | null | null | null | No additional info | Auth bypass for sean11 via key from 83.156.26.110 No additional info | bypass | null | null | sean11 | null | null | null | null | null | null | null | null | null | null | key | b0:f6:79:98:3e:f8 | null | null | null | null | null |
64ebe320-43dc-4182-a1c0-3472ff5dee4d | 2025-06-13T04:44:22 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start first by colin19 MITRE Technique: T1218.011 | {
"geo_location": "Ethiopia",
"device_hash": "7042b5c5005cd5a0bba8f314b8694af1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/48.0.865.0 Mobile/15W799 Safari/536.2",
"session_id": "f079dd95-cac4-473c-bb27-088741541d3b",
"risk_score": 36.58,
"confidence": 0.07
} | null | null | null | null | null | MITRE Technique: T1218.011 | Endpoint process_start first by colin19 MITRE Technique: T1218.011 | process_start | null | null | colin19 | first | 602 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ca259755-a863-405d-91af-73d0afde3c89 | 2025-06-02T09:34:41 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by kristinasingleton No additional info | {
"geo_location": "Chile",
"device_hash": "c200636227296893d45024b1c5dd9861",
"user_agent": "Opera/8.32.(Windows 98; lij-IT) Presto/2.9.188 Version/11.00",
"session_id": "71390683-576a-472a-b4c1-df0f2f3235d4",
"risk_score": 72.39,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by kristinasingleton No additional info | crypto_mining | null | null | kristinasingleton | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-3dd74f58 |
487458ec-01a8-4064-b644-f552c9582169 | 2025-05-15T03:04:40 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop about by christina85 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "f75533759359f037e9a4e719cd4921a79d4c67cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.0)",
"session_id": "825b1055-f267-462b-860f-f970d6d21b87",
"risk_score": 33.93,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Endpoint process_stop about by christina85 No additional info | process_stop | null | null | christina85 | about | 7,379 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8d8a737e-968e-47a7-80c5-94159dc97def | 2025-03-27T06:40:22 | ids_alert | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Vectra AI Alert: DNS Tunneling detected from 147.211.192.5 targeting 222.94.201.208 No additional info | {
"geo_location": "Albania",
"device_hash": "8359b806fcfb0e6ede833105b7bcb615e48a05107f03c35c067ec7d5c2c56b1e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; fur-IT) AppleWebKit/534.30.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.30.2",
"session_id": "bd7a086d-e9a5-466e-9448-625fa269d1e1",
"risk_score": 29.8,
"confidence": 0.69
} | 147.211.192.5 | 222.94.201.208 | DNS Tunneling | SIG-4428 | Policy | No additional info | Vectra AI Alert: DNS Tunneling detected from 147.211.192.5 targeting 222.94.201.208 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
76ef2def-d156-444a-b524-7c6550b9f99a | 2025-01-26T10:30:43 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical side_channel No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "0a5e578fc3fd7ba3201b34b0e9fb57b798deeb10",
"user_agent": "Mozilla/5.0 (Android 6.0; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "225e55cd-9220-4079-a235-503f68a3b28d",
"risk_score": 41.94,
"confidence": 0.76
} | null | null | null | null | null | No additional info | IoT device Medical side_channel No additional info | side_channel | null | null | null | null | null | null | null | Medical | iot-bf4ec8d4 | 2.6 | null | null | null | null | null | null | null | null | null | null |
99756f10-49f1-44b7-99c2-2a0bcd756fdb | 2025-07-03T07:36:32 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec include by rogerquinn MITRE Technique: T1574.002 | {
"geo_location": "Timor-Leste",
"device_hash": "ea329d176b30728a0d730f6422cd0b6b5110ddc2",
"user_agent": "Opera/8.42.(X11; Linux i686; am-ET) Presto/2.9.181 Version/11.00",
"session_id": "401dcc85-3a01-4857-9bd5-dbb80be7b8db",
"risk_score": 68.2,
"confidence": 0.53
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint powershell_exec include by rogerquinn MITRE Technique: T1574.002 | powershell_exec | null | null | rogerquinn | include | 580 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cac1e734-5b8f-4ecf-af53-eb3f860e8f31 | 2025-05-08T05:00:15 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: SQL Injection detected from 33.78.50.153 targeting N/A No additional info | {
"geo_location": "Lesotho",
"device_hash": "ac0c67e989eac01625fbb8c3fdfac381b72604ef6accac45e370ad900769494e",
"user_agent": "Opera/9.62.(Windows NT 10.0; ik-CA) Presto/2.9.177 Version/11.00",
"session_id": "3f103591-ee5f-4e5c-98b3-2b2bd98793e7",
"risk_score": 68.12,
"confidence": 0.34
} | 33.78.50.153 | N/A | SQL Injection | SIG-3640 | Evasion | No additional info | Tanium Alert: SQL Injection detected from 33.78.50.153 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 |
56e09744-6e51-4526-9ab5-edd82f02e90c | 2025-03-22T01:16:38 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: Port Scan detected from 10.190.214.197 targeting 10.75.7.23 Associated Threat Actor: Cobalt Group noise=Tm90aWNlLg== | {
"geo_location": "Wallis and Futuna",
"device_hash": "a7a1851ab7300553d11358877255df94c41ff433bad1ae1ede150c2391ff632c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_3; rv:1.9.6.20) Gecko/4729-06-06 22:57:14 Firefox/15.0",
"session_id": "caadc80f-3aee-43a8-85ee-00d93bc1a4cc",
"risk_score": 42.74,
"confidence": 0.16
} | 10.190.214.197 | 10.75.7.23 | Port Scan | SIG-1388 | Evasion | Associated Threat Actor: Cobalt Group | ArcSight Alert: Port Scan detected from 10.190.214.197 targeting 10.75.7.23 Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dd764cb8-d400-4657-82bf-5adde1f12392 | 2025-01-28T05:44:16 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /have/matter.jpg by christopher93 MITRE Technique: T1071.001 | Unconventional IOC: GPU memory artifacts noise=app/categories/category | {
"geo_location": "Mauritius",
"device_hash": "69c08d0f4445b1c2ebc39c2b6d8a24fc941e8c5c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.0)",
"session_id": "03ae8844-50da-4b22-9eb7-35ca293b57c5",
"risk_score": 66.06,
"confidence": 0.52
} | null | null | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: GPU memory artifacts | Endpoint service_install /have/matter.jpg by christopher93 MITRE Technique: T1071.001 | Unconventional IOC: GPU memory artifacts | service_install | null | null | christopher93 | /have/matter.jpg | 8,634 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
716c08e5-3598-4c56-bf9d-715a898d021f | 2025-04-02T14:44:08 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTPS traffic from 107.237.190.190:499 to 136.42.137.175:620 No additional info noise=TGlzdGVuLg== | {
"geo_location": "Luxembourg",
"device_hash": "0cfdeec0b2a49b9eee934095cba0637aa223d988",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/3.1)",
"session_id": "9e638a8b-bbf1-4810-919f-6a49ef84de9e",
"risk_score": 43.04,
"confidence": 0.05
} | 107.237.190.190 | 136.42.137.175 | null | null | null | No additional info | Firewall log-only HTTPS traffic from 107.237.190.190:499 to 136.42.137.175:620 No additional info | log-only | 743,195 | HTTPS | null | null | null | null | null | null | null | null | 499 | 620 | 1,006 | null | null | null | null | null | null | null |
06e938c4-aaac-4f65-a285-1d51e88657b5 | 2025-01-25T01:34:13 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: DNS Tunneling detected from 201.180.230.140 targeting 151.231.180.28 No additional info | {
"geo_location": "Saint Martin",
"device_hash": "98bb2edab573d5ffe85d291f21cfe9d4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.23.1 (KHTML, like Gecko) Version/5.0 Safari/534.23.1",
"session_id": "3d78f2a4-d0f4-4598-9958-a4e810bf5522",
"risk_score": 43.48,
"confidence": 0.13
} | 201.180.230.140 | 151.231.180.28 | DNS Tunneling | SIG-8997 | Policy | No additional info | Carbon Black Alert: DNS Tunneling detected from 201.180.230.140 targeting 151.231.180.28 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f8f6bbe1-278a-42c8-bce0-521de2a94310 | 2025-06-13T16:47:22 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by kmartin MITRE Technique: T1059.001 noise=TW9tZW50Lg== | {
"geo_location": "Gambia",
"device_hash": "66b0b1a277a251d5437dae9a10e98c6035e617bac053add8aee329b252444611",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.41.7 (KHTML, like Gecko) Version/4.0.3 Safari/534.41.7",
"session_id": "338d0fe1-264e-4e6b-b97e-ac7fa628c104",
"risk_score": 11.4,
"confidence": 0.03
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system api_abuse by kmartin MITRE Technique: T1059.001 | api_abuse | null | null | kmartin | null | null | null | null | null | null | null | null | null | null | null | null | model-e62fbf47 | c7c5c01eb95f5444fa1b3836393e3ba0bb7c78e88404fbd2db6b4849aea6dddd | 6216cd404594c16c9a70537f8ae970cd | null | null |
e134cd54-b6a8-400a-94bb-61d2d4ad8cfc | 2025-03-04T20:49:20 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth locked for zluna via SAML from 144.15.228.20 MITRE Technique: T1053.005 | {
"geo_location": "Seychelles",
"device_hash": "dfbabe5b3f9e9833350ba3daff14b1b720effac1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.49.7 (KHTML, like Gecko) Version/4.0.5 Safari/534.49.7",
"session_id": "da11fc9a-5035-4ff9-9303-3435f0d9d722",
"risk_score": 58.35,
"confidence": 0.6
} | 144.15.228.20 | null | null | null | null | MITRE Technique: T1053.005 | Auth locked for zluna via SAML from 144.15.228.20 MITRE Technique: T1053.005 | locked | null | null | zluna | null | null | null | {
"baseline_deviation": 2.79,
"entropy": 5.31,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | SAML | 99:21:f7:b5:f3:38 | null | null | null | null | null |
4073534e-d508-4214-81d7-be1321f9ef3b | 2025-04-15T16:29:32 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 96.153.63.139 to 185.243.64.142 Unconventional IOC: Power consumption spikes | {
"geo_location": "El Salvador",
"device_hash": "0067c5c48a39cdcb18ecc8f53e3f9dd1245284b6beec3f82c61ccde2a44dc0ec",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/5.0)",
"session_id": "14a3ea60-e5b4-463b-9438-7355c919ee0b",
"risk_score": 56.91,
"confidence": 0.21
} | 96.153.63.139 | 185.243.64.142 | null | null | null | Unconventional IOC: Power consumption spikes | Network latency_spike from 96.153.63.139 to 185.243.64.142 Unconventional IOC: Power consumption spikes | latency_spike | 10,926 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cdcb53d-15eb-4b65-8238-8b5eb4aee208 | 2025-03-19T00:09:30 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 57.233.14.106 to 82.126.128.173 MITRE Technique: T1204.002 | {
"geo_location": "Comoros",
"device_hash": "6f33a2e4bff9ea6bc8cd4144adce00196db3cfbd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; lo-LA) AppleWebKit/531.45.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.45.4",
"session_id": "4d0c180e-62a3-470b-aa87-09316c59c97a",
"risk_score": 48.51,
"confidence": 0.81
} | 57.233.14.106 | 82.126.128.173 | null | null | null | MITRE Technique: T1204.002 | Network protocol_anomaly from 57.233.14.106 to 82.126.128.173 MITRE Technique: T1204.002 | protocol_anomaly | 520,056 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.06,
"entropy": 2.32,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
84b4ae08-698e-4740-aa26-621a372c055a | 2025-01-14T08:30:52 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 165.133.188.39 to 167.17.193.168 MITRE Technique: T1134.001 | {
"geo_location": "Chad",
"device_hash": "a061494263ff6388acf725964130a488020fbcab63a8d4961cc372f5363ff2a8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "1d2b6dda-d782-4472-a99d-30ea92c320f2",
"risk_score": 88.55,
"confidence": 0.33
} | 165.133.188.39 | 167.17.193.168 | null | null | null | MITRE Technique: T1134.001 | Network beaconing from 165.133.188.39 to 167.17.193.168 MITRE Technique: T1134.001 | beaconing | 378,327 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d227a09c-834e-40e2-aaa3-069164478b73 | 2025-02-15T09:35:51 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth success for sharongonzalez via key from 153.93.242.206 No additional info | {
"geo_location": "Panama",
"device_hash": "21458c775252c6c58096599d33fff2d069dadabc",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/51.0.868.0 Safari/536.0",
"session_id": "fac8f5ce-38a7-4081-a55c-0fe08295352e",
"risk_score": 51.71,
"confidence": 0.48
} | 153.93.242.206 | null | null | null | null | No additional info | Auth success for sharongonzalez via key from 153.93.242.206 No additional info | success | null | null | sharongonzalez | null | null | null | null | null | null | null | null | null | null | key | ff:75:71:04:e6:be | null | null | null | null | null |
f744140a-b2c2-464e-9b31-2e4c43204aeb | 2025-05-14T09:22:08 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Azure by andrewgreen MITRE Technique: T1110.003 | {
"geo_location": "China",
"device_hash": "8d0bcb3d3bfca5452fba53ef42f36fa0f5c2a89f",
"user_agent": "Opera/8.37.(X11; Linux i686; tl-PH) Presto/2.9.169 Version/11.00",
"session_id": "ad0c4bbe-6a9e-45f8-a6b9-8643ff163be1",
"risk_score": 70.78,
"confidence": 0.94
} | null | null | null | null | null | MITRE Technique: T1110.003 | Cloud storage_access in Azure by andrewgreen MITRE Technique: T1110.003 | storage_access | null | null | andrewgreen | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-c99dfcd3 |
0fae7f73-2d48-47a6-a2c1-e850dc7900bf | 2025-03-13T06:03:56 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for arnoldalexandra via MFA from 74.21.14.137 MITRE Technique: T1071.001 | Associated Threat Actor: Inception Framework | {
"geo_location": "Palau",
"device_hash": "4821ade4f77ce7de58b2f2ce79223baa",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; be-BY; rv:1.9.1.20) Gecko/8843-05-22 00:30:32 Firefox/3.6.7",
"session_id": "7cd383c3-60d7-4565-b6b9-62258d6de2c0",
"risk_score": 53.32,
"confidence": 0.8
} | 74.21.14.137 | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Inception Framework | Auth failed for arnoldalexandra via MFA from 74.21.14.137 MITRE Technique: T1071.001 | Associated Threat Actor: Inception Framework | failed | null | null | arnoldalexandra | null | null | null | null | null | null | null | null | null | null | MFA | b6:d5:5d:2c:91:de | null | null | null | null | null |
98d497ee-13fe-4bba-905e-6b9348d1f103 | 2030-03-23T15:56:13 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth timeout for chad53 via key from 194.198.152.72 MITRE Technique: T1071.001 | {
"geo_location": "Oman",
"device_hash": "b57c7e93ec71f4b70f710b5732de5c14bddd7163cfb711e3ac7de544bfcb593b",
"user_agent": "Mozilla/5.0 (Android 1.5; Mobile; rv:64.0) Gecko/64.0 Firefox/64.0",
"session_id": "a20e690c-905e-4e6f-aec2-c953c5b74cbb",
"risk_score": 60.14,
"confidence": 0.31
} | 194.198.152.72 | null | null | null | null | MITRE Technique: T1071.001 | Auth timeout for chad53 via key from 194.198.152.72 MITRE Technique: T1071.001 | timeout | null | null | chad53 | null | null | null | null | null | null | null | null | null | null | key | b4:5d:86:ae:1b:1e | null | null | null | null | null |
8ac923c3-8f15-490a-9020-05736f5b2ad6 | 2025-06-22T02:39:13 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper Associated Threat Actor: APT38 | {
"geo_location": "Saint Barthelemy",
"device_hash": "b319de85e0d1254b240f868d520fbbfd2596703b",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:6.0) Gecko/6.0 Firefox/6.0",
"session_id": "6d341108-7457-45e5-80eb-19467c14cc2f",
"risk_score": 35.27,
"confidence": 0.7
} | null | null | null | null | null | Associated Threat Actor: APT38 | IoT device Thermostat physical_tamper Associated Threat Actor: APT38 | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-d997b679 | 8.6 | null | null | null | null | null | null | null | null | null | null |
c3bb460a-c5c8-4f58-9c2e-67fab5096d95 | 2025-06-07T11:39:23 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network disconnection from 97.198.35.94 to 208.228.204.17 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "a011c4c30deacad8f947fa9166919468fc9cefa0575090c8084902246fe4b010",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_7 rv:5.0; lg-UG) AppleWebKit/535.34.7 (KHTML, like Gecko) Version/4.1 Safari/535.34.7",
"session_id": "3e7b7bfb-c7b3-4c71-ba3d-f2a99b38d5e0",
"risk_score": 63.01,
"confidence": 0.91
} | 97.198.35.94 | 208.228.204.17 | null | null | null | No additional info | Network disconnection from 97.198.35.94 to 208.228.204.17 No additional info | disconnection | 72,895 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
91a6dfb1-1a83-452c-9ffe-501712d8e40c | 2025-05-24T05:01:11 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine NTP traffic from 91.192.232.79:839 to 220.47.64.44:105 No additional info | {
"geo_location": "Madagascar",
"device_hash": "82ca7cef030a4735ff92870793736df0a401d9d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/4.0)",
"session_id": "ee4431d6-3b1c-4fbc-8636-77677c3124d3",
"risk_score": 76.35,
"confidence": 0.6
} | 91.192.232.79 | 220.47.64.44 | null | null | null | No additional info | Firewall quarantine NTP traffic from 91.192.232.79:839 to 220.47.64.44:105 No additional info | quarantine | 143,164 | NTP | null | null | null | null | null | null | null | null | 839 | 105 | 726 | null | null | null | null | null | null | null |
5a5579f4-3096-463e-a912-c47572e1493d | 2025-05-13T00:10:53 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by fishermarissa No additional info | {
"geo_location": "Belize",
"device_hash": "4228b86779cac4f04978bdb21c9ff3c08c21b533",
"user_agent": "Opera/8.32.(X11; Linux x86_64; tt-RU) Presto/2.9.189 Version/11.00",
"session_id": "baa80668-69f1-4ddd-922d-29153d5601c6",
"risk_score": 41.55,
"confidence": 0.37
} | null | null | null | null | null | No additional info | AI system prompt_injection by fishermarissa No additional info | prompt_injection | null | null | fishermarissa | null | null | null | null | null | null | null | null | null | null | null | null | model-c43d2eab | 5d3adedee2131ce6d7b5cb66e07f7b84f102b9c55062e9ab7b1353d10ff73888 | b00e22b8e03c369d605d0110f311249b91af1ac0 | null | null |
8be93938-0571-466c-bd0a-0f532d3a375f | 2025-01-29T21:54:10 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network connection from 44.136.100.159 to 143.196.6.116 MITRE Technique: T1574.002 | {
"geo_location": "Philippines",
"device_hash": "87a7455cc7f0e14dd2abd835e3804521d49d996599b0c89d780dbe0430401bb8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "8a93b200-cb28-4833-b998-4b925526e752",
"risk_score": 33.18,
"confidence": 0.27
} | 44.136.100.159 | 143.196.6.116 | null | null | null | MITRE Technique: T1574.002 | Network connection from 44.136.100.159 to 143.196.6.116 MITRE Technique: T1574.002 | connection | 465,067 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
48e2ca20-360b-40ed-8c44-4a40e88dc5ac | 2025-05-02T03:16:06 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Cuba",
"device_hash": "f21034d67506610148e6005d8974a986328db0747ab67574a5e8461b76f68d55",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5718-09-07 09:03:57 Firefox/9.0",
"session_id": "9abb8a22-9a07-41bd-89af-a4116420cb00",
"risk_score": 51.8,
"confidence": 0.68
} | null | null | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Sensor | iot-bd558316 | 2.5 | null | null | null | null | null | null | null | null | null | null |
b8872d6f-a42d-4a65-93cd-5523d8bcacaa | 2025-07-01T05:26:49 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by jeffreygutierrez No additional info | {
"geo_location": "Canada",
"device_hash": "0ac749d31edf6f46429d2b7611659626bac48f2b234eddd1965699b9db44fa92",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/17.2w1486.0 Mobile/27B991 Safari/534.1",
"session_id": "8ea6f9c9-49c1-469c-aaeb-ab293563282e",
"risk_score": 32.23,
"confidence": 0.82
} | null | null | null | null | null | No additional info | AI system model_access by jeffreygutierrez No additional info | model_access | null | null | jeffreygutierrez | null | null | null | null | null | null | null | null | null | null | null | null | model-ca6bc040 | 0ff26909bee4454060e137834046aae4fc6a4edb29950f386e365b2755c9adb9 | 71e26070e7c51e101ede440e359e912d915e4ed0 | null | null |
d9d55460-6e0a-430e-aa65-cdae0fc94e32 | 2025-07-09T01:47:44 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 152.237.57.171 to 10.53.163.208 No additional info | {
"geo_location": "Jordan",
"device_hash": "1ee91a03639bd3b32f1a4bce0fa781e52cc22e1b31a8050501de51f0b50405c2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; unm-US) AppleWebKit/532.41.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6532.41.1",
"session_id": "283e937a-bf96-449e-897d-641c58e768b1",
"risk_score": 44.02,
"confidence": 0.12
} | 152.237.57.171 | 10.53.163.208 | null | null | null | No additional info | Network disconnection from 152.237.57.171 to 10.53.163.208 No additional info | disconnection | 267,095 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c037005-7e17-48d6-b6db-2d982e85fddd | 2025-06-03T04:33:33 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network connection from 10.14.242.134 to 74.69.167.81 MITRE Technique: T1071.001 | {
"geo_location": "Jamaica",
"device_hash": "1d008235ebeb3a5f9b920981733af05d0c3b4cae5464992783bb01821b3b86ad",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9711-08-29 16:51:00 Firefox/15.0",
"session_id": "9bea6cf7-6f9d-48f5-8515-748b14b5dd39",
"risk_score": 10.28,
"confidence": 0.09
} | 10.14.242.134 | 74.69.167.81 | null | null | null | MITRE Technique: T1071.001 | Network connection from 10.14.242.134 to 74.69.167.81 MITRE Technique: T1071.001 | connection | 680,524 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ef0e5706-81e5-4d27-b7e6-8909033b8dd9 | 2025-06-08T13:22:58 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for thomas57 via key from 97.136.54.112 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "c714c7f772e9ecebe10a54aef33965ff",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/6288-05-20 00:48:13 Firefox/3.6.7",
"session_id": "f2ed4d8c-5176-4358-89df-289976f8a792",
"risk_score": 51.52,
"confidence": 0.41
} | 97.136.54.112 | null | null | null | null | No additional info | Auth bypass for thomas57 via key from 97.136.54.112 No additional info | bypass | null | null | thomas57 | null | null | null | null | null | null | null | null | null | null | key | df:db:58:f4:a6:0d | null | null | null | null | null |
640b2316-0fa0-4815-b35f-33ff6dfa9a6b | 2025-05-12T07:33:18 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for clarkdorothy via SAML from 113.247.13.18 No additional info noise=category/main | {
"geo_location": "Congo",
"device_hash": "9d8bdf6c12b3d56acde83ec1242641a3e4314473",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/30.0.824.0 Safari/535.2",
"session_id": "0729f52e-15ff-44d3-b8cd-8b720a1ff2aa",
"risk_score": 41.92,
"confidence": 0.64
} | 113.247.13.18 | null | null | null | null | No additional info | Auth challenge for clarkdorothy via SAML from 113.247.13.18 No additional info | challenge | null | null | clarkdorothy | null | null | null | {
"baseline_deviation": 2.45,
"entropy": 6.7,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | SAML | 48:71:68:78:7b:db | null | null | null | null | null |
4429b063-d3b2-44d2-a54f-7cd4043bc33d | 2025-05-13T00:35:31 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by bennettsandra MITRE Technique: T1059.001 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "deeb6cccf9b430cde330f3b7c49e725526a5575e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.30.1 (KHTML, like Gecko) Version/4.0 Safari/532.30.1",
"session_id": "efaa7fa6-2db1-4d18-ab7f-6d9fd841b73f",
"risk_score": 53.24,
"confidence": 1
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system model_inversion by bennettsandra MITRE Technique: T1059.001 | model_inversion | null | null | bennettsandra | null | null | null | null | null | null | null | null | null | null | null | null | model-b75a9cfb | 2c4ac0d9c57898affdbd536ca403290389cff2bf | 4da14fffa2eb7d0731b9dac7a4ce29d054381c5de68c0019709a7e1870fdb3e7 | null | null |
0d0b2a17-a806-40cf-9770-d5a71880b8d4 | 2025-04-14T15:48:06 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Singapore",
"device_hash": "804daefd56e77149020cc41945170f03",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/52.0.842.0 Safari/536.1",
"session_id": "581fe0a2-cfa5-4d54-80a8-24f45e8c6207",
"risk_score": 48.34,
"confidence": 0.65
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-337c04d7 | 4.3 | null | null | null | null | null | null | null | null | null | null |
5803da5a-97c6-4866-a855-a580b12e53e3 | 2025-07-08T10:58:14 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by stephencunningham No additional info | {
"geo_location": "Bhutan",
"device_hash": "3bbc9cce78291b426f7ba350290d055d",
"user_agent": "Opera/8.89.(X11; Linux x86_64; sat-IN) Presto/2.9.188 Version/11.00",
"session_id": "2ab8e91b-ac77-45d1-a09b-9a04e8e9d780",
"risk_score": 37.9,
"confidence": 0.69
} | null | null | null | null | null | No additional info | Cloud storage_access in OCI by stephencunningham No additional info | storage_access | null | null | stephencunningham | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-208082ea |
48ff1d63-7cc7-426e-91d8-3dd23eab9098 | 2025-01-23T19:42:49 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by lewiskaren No additional info | {
"geo_location": "Kiribati",
"device_hash": "2952c10b58f71f1c20aa07096210d729",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.45.2 (KHTML, like Gecko) Version/5.0.1 Safari/532.45.2",
"session_id": "90373417-86c6-410d-ac51-e04f4482f8c3",
"risk_score": 28.85,
"confidence": 0.18
} | null | null | null | null | null | No additional info | AI system api_abuse by lewiskaren No additional info | api_abuse | null | null | lewiskaren | null | null | null | null | null | null | null | null | null | null | null | null | model-80d8d70e | f94333c4badce281db51cdac6e19a76f | 5f17e50b0afdf479e4d1332e3f484515 | null | null |
598dd826-843f-41be-8689-21f2414602fb | 2025-02-03T12:53:26 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network disconnection from 33.67.87.130 to 200.190.17.249 No additional info noise=set|simply|travel | {
"geo_location": "Belgium",
"device_hash": "366905314beed535b67d79bfabeba780c173e5b1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/9914-10-25 08:26:34 Firefox/10.0",
"session_id": "ae8ed038-7838-489d-aafd-f48bff9da796",
"risk_score": 41.58,
"confidence": 0.7
} | 33.67.87.130 | 200.190.17.249 | null | null | null | No additional info | Network disconnection from 33.67.87.130 to 200.190.17.249 No additional info | disconnection | 805,604 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9500bb73-cebc-4332-b3bb-42b5f3c0b02a | 2022-09-24T01:09:51 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor protocol_violation MITRE Technique: T1078.004 noise=F2B383EB | {
"geo_location": "Saudi Arabia",
"device_hash": "301e570392fbc0869f070cd8f476efbb",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/10.0c9696.0 Mobile/62A177 Safari/533.1",
"session_id": "863d6554-702c-4496-bc1a-9f132c5129bb",
"risk_score": 62.83,
"confidence": 0.98
} | null | null | null | null | null | MITRE Technique: T1078.004 | IoT device Sensor protocol_violation MITRE Technique: T1078.004 | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-c88cb1a1 | 7.1 | null | null | null | null | null | null | null | null | null | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.