event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9f794a48-fde7-42d6-9e41-c44550f59042 | 2025-03-20T23:46:05 | 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 johnsonmikayla MITRE Technique: T1078.004 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Azerbaijan",
"device_hash": "be112943c56f8d627536625e0e261c8a08dbcb3b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/21.0.828.0 Safari/536.0",
"session_id": "1af75796-a4b5-4ae4-900e-4f29ce740567",
"risk_score": 35.13,
"confi... | johnsonmikayla | api_abuse | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: Thermal sensor anomalies | AI system api_abuse by johnsonmikayla MITRE Technique: T1078.004 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | model-99aa5110 | 11310e7bf01a6f21449f2ff100433546 | e33b4d7ed90c05f577fae14b5871528cfb23285f | null | null | null | null | null | null | null |
a1214ee0-8583-4181-b1dd-e8edb5e851ae | 2025-01-16T05:24:22 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by ashepard No additional info noise=TXVjaC4= | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "c85b5f49380e40d83f3b781dc747cb6fa4a6cdf2f554c9b7c464f05e6524acab",
"user_agent": "Mozilla/5.0 (Linux; Android 8.0.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/53.0.862.0 Safari/535.2",
"session_id": "46e963ba-1143-47f6-bcf7-2521f92bf03... | ashepard | fine_tuning | null | null | null | No additional info | AI system fine_tuning by ashepard No additional info | {
"baseline_deviation": 2.45,
"entropy": 5.92,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-2b824caa | 85386f25877f2f615b3b4176d11509cbeb013c20 | 82a69edc33153afdd1a5a144b44616821776980ef93cbda25dad157368babbed | null | null | null | null | null | null | null |
a7d847b1-2faf-4249-bd7b-c8dfdb75b0a5 | 2025-02-14T20:22:00 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for smithmichael via SAML from 69.84.200.149 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "bcb6ed7d5ec95e6a03be0e2dd2ef2b63654dee0f",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/41.0.849.0 Safari/536.0",
"session_id": "65d1aa52-7a35-4b48-a2af-e96825da8f02",
"risk_score": 27.18,
"confidence": 0.56
} | smithmichael | challenge | null | null | null | No additional info | Auth challenge for smithmichael via SAML from 69.84.200.149 No additional info | null | null | null | null | 69.84.200.149 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | f4:51:8b:1f:03:7a |
b7ed2cbc-f101-40d7-94cc-117b79585a10 | 2025-04-28T06:35:30 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTP traffic from 53.179.221.164:27372 to 110.88.12.10:15047 No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "06a3150005e75c6566ab49cc6b18b326f65a57ee27f254d76f47f577d52c09b0",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8131-08-03 01:53:50 Firefox/3.8",
"session_id": "a095c3eb-35aa-428c-a331-f811d2fb8eb9",
"risk_score": 46.19,
"confidenc... | null | deny | null | null | null | No additional info | Firewall deny HTTP traffic from 53.179.221.164:27372 to 110.88.12.10:15047 No additional info | null | null | null | null | 53.179.221.164 | 110.88.12.10 | null | null | null | null | null | null | null | null | 27,372 | 15,047 | HTTP | 839,904 | 3,006 | null | null |
1d9e9fca-c322-46e6-a731-7640c58a04b9 | 2025-06-09T01:47:22 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by darmstrong No additional info | {
"geo_location": "Kuwait",
"device_hash": "3e493a3656b4a60522a372dd05d56b2d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "43c58698-2856-493c-b080-9e2522c5f2d0",
"risk_score": 39.34,
"confidence": 0.85
} | darmstrong | fine_tuning | null | null | null | No additional info | AI system fine_tuning by darmstrong No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c5d0aa29 | 785914e529916429311128ee61a2d3c007621a8cdc91364937c063ba0237e77d | 0518c20a8a2b9eca8d97e5fff82adf37 | null | null | null | null | null | null | null |
7a6d4373-24b3-4b4b-b898-580d946cb000 | 2029-05-29T16:45:38 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine NTP traffic from 84.24.127.237:916 to 122.66.195.64:693 Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | {
"geo_location": "Sao Tome and Principe",
"device_hash": "b6e3a3741bcea8c615b4329c01831c4f42c86d689d414bc6a4a2fda299367f8b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/532.3.2 (KHTML, like Gecko) Version/5.1 Safari/532.3.2",
"session_id": "9eec12dd-4ee0-4e1a-adcd-ea850914c3d5",
"risk... | null | quarantine | null | null | null | Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | Firewall quarantine NTP traffic from 84.24.127.237:916 to 122.66.195.64:693 Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | {
"baseline_deviation": 0.95,
"entropy": 7.59,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 84.24.127.237 | 122.66.195.64 | null | null | null | null | null | null | null | null | 916 | 693 | NTP | 784,140 | 2,069 | null | null |
5ac5cdec-7d5c-4f52-8d75-e6b7f81a61c2 | 2025-05-21T17:24:23 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only NTP traffic from 60.98.35.121:163 to 99.147.37.202:14 Associated Threat Actor: Leafminer | {
"geo_location": "Iraq",
"device_hash": "9b7fc2e36c73e3c75875b1216db9886c",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/30.0.852.0 Safari/532.1",
"session_id": "97da9bf0-8cfc-4daf-b35f-7f58133cb1c7",
"risk_score": 21.79,
"confidence": 0.74
} | null | log-only | null | null | null | Associated Threat Actor: Leafminer | Firewall log-only NTP traffic from 60.98.35.121:163 to 99.147.37.202:14 Associated Threat Actor: Leafminer | null | null | null | null | 60.98.35.121 | 99.147.37.202 | null | null | null | null | null | null | null | null | 163 | 14 | NTP | 442,135 | 3,025 | null | null |
befbe203-fe2e-4efa-8b08-ec5cffe4d99b | 2025-04-26T14:24:43 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow HTTPS traffic from 178.94.19.87:263 to 48.156.25.19:19 No additional info | {
"geo_location": "Japan",
"device_hash": "0433e3269f146772579adda8ca57d247b92d7704",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.32.3 (KHTML, like Gecko) Version/4.1 Safari/533.32.3",
"session_id": "f4b71186-a1b8-488a-800f-f61ed23d388b",
"risk_score": 45.93,
"confidence": 0.31
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 178.94.19.87:263 to 48.156.25.19:19 No additional info | null | null | null | null | 178.94.19.87 | 48.156.25.19 | null | null | null | null | null | null | null | null | 263 | 19 | HTTPS | 362,701 | 3,585 | null | null |
9161d46d-89b2-4e1b-bc6f-399b7fb3e235 | 2025-01-22T03:48:33 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for zsmith via password from 34.98.222.123 No additional info | {
"geo_location": "French Guiana",
"device_hash": "679cf4c4e55e168191c9b307642517dd67309b5e04e6823d9462d690a22b1032",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/3.1)",
"session_id": "d381553d-bcaf-42ba-8f33-0f64d79520e3",
"risk_score": 73.17,
"confidence": 0.7
} | zsmith | challenge | null | null | null | No additional info | Auth challenge for zsmith via password from 34.98.222.123 No additional info | null | null | null | null | 34.98.222.123 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 6b:c2:f4:da:04:6a |
2459c285-4f95-43bd-ba6d-8fddb2572e4b | 2025-06-30T17:17:07 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system api_abuse by miguelsantana MITRE Technique: T1547.001 | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "a9dcfb680c10559dc0d22e3254d4ec3ba1bea6000c5d5206b7bf76bde5142278",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/16.5g3567.0 Mobile/90M682 Safari/534.2",
"session_id": "6dfd46e6-7e16-4... | miguelsantana | api_abuse | null | null | null | MITRE Technique: T1547.001 | AI system api_abuse by miguelsantana MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-4e6e59c0 | 1ea44a43eab3a179c016d1d48a8e5d0266f02edcad475fe5133ea9b6b9d346ea | 3127564eb3decec583fe034062be0a007d0d9377 | null | null | null | null | null | null | null |
e1477e13-6d2c-4780-bc4f-fb484cca5e62 | 2025-03-29T00:36:41 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: DDoS detected from 39.155.150.245 targeting 104.132.73.222 MITRE Technique: T1218.011 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "78bf5efa143b2b7f0dea2e4b2fca2bce",
"user_agent": "Opera/8.64.(Windows NT 6.2; an-ES) Presto/2.9.180 Version/11.00",
"session_id": "087e601f-416a-4d25-ae96-3f871bd6159a",
"risk_score": 8.12,
"confidence": 0.92
} | null | null | null | null | null | MITRE Technique: T1218.011 | Tanium Alert: DDoS detected from 39.155.150.245 targeting 104.132.73.222 MITRE Technique: T1218.011 | {
"baseline_deviation": 2.87,
"entropy": 4.93,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 39.155.150.245 | 104.132.73.222 | DDoS | SIG-7969 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
b20b72ff-32ad-4d83-8356-e732ce2653fc | 2025-04-10T08:59:03 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by ebonykoch Associated Threat Actor: Kimsuky noise=explore | {
"geo_location": "Morocco",
"device_hash": "7f48557b98c470228ef7df48511240568d8e556bfb8411baac002549aae8c871",
"user_agent": "Opera/9.83.(Windows NT 5.1; bhb-IN) Presto/2.9.176 Version/11.00",
"session_id": "ddd87bc9-effd-4f67-a488-2f89f6c52432",
"risk_score": 75.17,
"confidence": 0.6
} | ebonykoch | membership_inference | null | null | null | Associated Threat Actor: Kimsuky | AI system membership_inference by ebonykoch Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | model-0c4d5c04 | 6cb6094cd9adb5dd2b536fdf131ebf77 | 04e7160b91f9d62f0de0f480205acd46ba479640 | null | null | null | null | null | null | null |
ed1288cc-676a-49e8-b6be-ea094b52954f | 2025-04-12T03:16:26 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by zerickson MITRE Technique: T1486 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "1d0ceecc6505e03c4d3559f3f5f46f97fcfc123128a0b65c2f3c1f932c399c09",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/36.0.816.0 Safari/531.2",
"session_id": "721d4794-2ed7-4a6b-a72e-067838414d14",
"risk_sco... | zerickson | shadow_it | null | null | null | MITRE Technique: T1486 | Cloud shadow_it in AWS by zerickson MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | AWS | res-2dbf4c0d | null | null | null | null | null | null | null | null | null | null |
4bc0ffab-150a-420b-849a-5e3a7b8e9c80 | 2025-07-07T13:00:33 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny UDP traffic from 19.201.90.128:1016 to 174.70.124.121:318 Associated Threat Actor: Scattered Spider | {
"geo_location": "Malawi",
"device_hash": "d68cbfdfeeed55c35f865f103900dae04efeddd3",
"user_agent": "Opera/8.50.(X11; Linux i686; pt-PT) Presto/2.9.171 Version/12.00",
"session_id": "f6705da2-952d-406b-a9ed-ebe5d7302bcb",
"risk_score": 48.23,
"confidence": 0.01
} | null | deny | null | null | null | Associated Threat Actor: Scattered Spider | Firewall deny UDP traffic from 19.201.90.128:1016 to 174.70.124.121:318 Associated Threat Actor: Scattered Spider | null | null | null | null | 19.201.90.128 | 174.70.124.121 | null | null | null | null | null | null | null | null | 1,016 | 318 | UDP | 565,927 | 2,934 | null | null |
ca0a10a3-49b7-459b-9393-93c0c45ff0da | 2025-02-21T14:02:05 | cloud | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in GCP by omata No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "be0258fd625ae07196df7b834fcc06c52cb7992f",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; iw-IL; rv:1.9.2.20) Gecko/6888-04-29 20:12:25 Firefox/3.6.11",
"session_id": "41ae9845-f39d-404a-8d17-4a8fdbe4df24",
"risk_score": 34.72,
"confidence": 0.69
} | omata | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by omata No additional info | null | null | null | null | null | null | null | null | null | GCP | res-6e1788f0 | null | null | null | null | null | null | null | null | null | null |
8c80934a-377c-43d2-a05f-7100395fdb8d | 2025-07-05T03:52:57 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Credential Stuffing detected from 62.99.80.154 targeting N/A No additional info | {
"geo_location": "Nauru",
"device_hash": "e2907be742e2ae3c4724721b2591553ad2e5d48e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.1)",
"session_id": "1cfb8508-5040-42f6-be81-96403742428c",
"risk_score": 62.16,
"confidence": 0.71
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Credential Stuffing detected from 62.99.80.154 targeting N/A No additional info | null | null | null | null | 62.99.80.154 | N/A | Credential Stuffing | SIG-7686 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d201ceed-97f1-4d21-9cdb-016809c3f7e0 | 2025-06-25T03:23:59 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat command_injection No additional info noise=U3BlYWsgaGltLg== | {
"geo_location": "Ethiopia",
"device_hash": "2afe8155d7be60ba13aad201b52aefca55ae21d2b0f3112a591385c1289b7d2e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.1)",
"session_id": "6a51a9a7-dff3-4bbb-bcd4-22fdd26d748d",
"risk_score": 66.01,
"confidence": 0.89
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-7dd82a3d | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4b36b74-e6aa-4d97-9fc6-b796dbda285b | 2025-03-05T07:55:17 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Thermostat protocol_violation No additional info noise=list | {
"geo_location": "Andorra",
"device_hash": "bc52f2a185db3998d5925113716461021641cbe1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_7) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/56.0.806.0 Safari/536.0",
"session_id": "ce2f416d-5422-481a-9bc5-4721f2d3753f",
"risk_score": 30.32,
"confidence"... | null | protocol_violation | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | {
"baseline_deviation": 2.94,
"entropy": 7.24,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Thermostat | iot-ecc17ff2 | 4.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b76c6984-d0cd-4fab-926d-f24738e0bf71 | 2025-06-02T19:47:02 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by bkemp No additional info | {
"geo_location": "Macao",
"device_hash": "01b3b542be7d23ceda31c155590b52677efbf98fb05d5f7a19827e611cbde7b9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; hne-IN) AppleWebKit/532.18.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6532.18.1",
"session_id": "73621de6-7e7e-452f-a77... | bkemp | config_change | null | null | null | No additional info | Cloud config_change in Azure by bkemp No additional info | null | null | null | null | null | null | null | null | null | Azure | res-c98ee18c | null | null | null | null | null | null | null | null | null | null |
10080ef6-c541-4f89-8acf-8be7078e30e1 | 2025-01-21T20:23:40 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /pattern/decision.wav by arogers Unconventional IOC: ACPI table modifications noise=tags/tag/list | {
"geo_location": "Guadeloupe",
"device_hash": "0d1c3470d121b44878bd0e8a21f5b1a7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.0)",
"session_id": "76a7762a-8597-4950-971f-09fa07de63d3",
"risk_score": 83.25,
"confidence": 0.74
} | arogers | file_access | /pattern/decision.wav | 3,997 | svchost.exe | Unconventional IOC: ACPI table modifications | Endpoint file_access /pattern/decision.wav by arogers Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f95601a2-bdcc-471d-a5fd-c86673a5465f | 2025-04-21T10:13:12 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only RDP traffic from 160.133.46.93:856 to 186.56.210.150:155 MITRE Technique: T1078.004 noise=7BDBDF65 | {
"geo_location": "Mayotte",
"device_hash": "859aef2233a16d9ae290b3877934e160ab6e0068",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/54.0.859.0 Safari/532.1",
"session_id": "78201ba3-8f73-4e1b-83d5-badecb70c476",
"risk_score": 58.28,
"confidence": 0.68
} | null | log-only | null | null | null | MITRE Technique: T1078.004 | Firewall log-only RDP traffic from 160.133.46.93:856 to 186.56.210.150:155 MITRE Technique: T1078.004 | null | null | null | null | 160.133.46.93 | 186.56.210.150 | null | null | null | null | null | null | null | null | 856 | 155 | RDP | 127,669 | 1,215 | null | null |
a2731e9b-4470-4fbc-83d6-6eb5d50da5fa | 2025-04-12T03:27:39 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /enough/manage.flac by michael80 No additional info | {
"geo_location": "Singapore",
"device_hash": "c62349c983f90e2fd93fbd42caaf8ec8686d9a0be0623e02a116fef0771ca170",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ja-JP; rv:1.9.2.20) Gecko/2129-12-26 21:40:37 Firefox/10.0",
"session_id": "66e0719c-a73f-4929-8845-602dc242cb82",
"risk_score": 40.59,
"confidence": ... | michael80 | wmi_exec | /enough/manage.flac | 6,160 | cmd.exe | No additional info | Endpoint wmi_exec /enough/manage.flac by michael80 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba74dd37-d103-41dd-b6de-b345342c9317 | 2025-01-29T22:28:11 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: DDoS detected from 221.207.251.148 targeting 171.152.134.82 Associated Threat Actor: APT34 | {
"geo_location": "Angola",
"device_hash": "a6812ea806174120cb819a9a97f316dc405f6e17e94ce2af2c565a66f1ce3a37",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.1)",
"session_id": "be1525cf-5ea9-4b82-ae05-5112ce8bd9ba",
"risk_score": 26.1,
"confidence": 0.34
} | null | null | null | null | null | Associated Threat Actor: APT34 | Tanium Alert: DDoS detected from 221.207.251.148 targeting 171.152.134.82 Associated Threat Actor: APT34 | null | null | null | null | 221.207.251.148 | 171.152.134.82 | DDoS | SIG-3703 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1a0c1cdd-2e09-4b8b-9f22-0cce676752ef | 2025-03-24T02:59:30 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Alibaba by michael58 No additional info | {
"geo_location": "Guyana",
"device_hash": "bff2d69f5cebb2536855afca09dd76ce4716be4f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; is-IS) AppleWebKit/535.20.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.20.2",
"session_id": "80f3d002-9610-4323-bf6b-e513b52b0ff0",
"risk... | michael58 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by michael58 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-5f96784b | null | null | null | null | null | null | null | null | null | null |
89896c81-7c5e-4e8e-a4c0-101cc6a63457 | 2022-12-02T17:01:06 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: MFA Bypass detected from 208.50.16.176 targeting 73.218.133.100 MITRE Technique: T1566.001 | {
"geo_location": "Myanmar",
"device_hash": "8a76695dd35a07b878cce7766d607c78e441da96",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.1)",
"session_id": "c04a334c-1cff-4c05-ac65-731638c9ed14",
"risk_score": 60.72,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1566.001 | QRadar Alert: MFA Bypass detected from 208.50.16.176 targeting 73.218.133.100 MITRE Technique: T1566.001 | null | null | null | null | 208.50.16.176 | 73.218.133.100 | MFA Bypass | SIG-5667 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
844a37bc-b90c-4caa-9a77-736842ab4937 | 2025-04-09T07:02:08 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by gsmith No additional info | {
"geo_location": "Oman",
"device_hash": "c20e918084cbd88b2a379dbdd3d805ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "cce2dd30-071a-47f2-9c67-c575d5dd939c",
"risk_score": 37.98,
"confidence": 0.25
} | gsmith | fine_tuning | null | null | null | No additional info | AI system fine_tuning by gsmith No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b025474b | b0e02cb0d744bfcfe4ca041861b53ab7 | af9efc76f75c68c951e09e9532b8c7f476a26bb734d66eeee20fcd7749f0069d | null | null | null | null | null | null | null |
01a582c0-5f8e-4edc-ac57-c26668adde1a | 2025-02-22T03:07:35 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth success for ykelly via MFA from 218.46.217.106 No additional info | {
"geo_location": "Anguilla",
"device_hash": "5faad0b7fb30a94c729a53a6f38cb2e3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.1)",
"session_id": "e8f5d503-12d1-4ac4-951b-b00d23d8f960",
"risk_score": 81.74,
"confidence": 0.49
} | ykelly | success | null | null | null | No additional info | Auth success for ykelly via MFA from 218.46.217.106 No additional info | null | null | null | null | 218.46.217.106 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 55:ff:30:46:a9:2f |
b54e4e33-9630-4b3e-abaf-3c2bafe647e9 | 2025-06-13T00:14:03 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 7.192.232.7 to 107.162.242.143 MITRE Technique: T1566.001 noise=UmVzdWx0Lg== | {
"geo_location": "Western Sahara",
"device_hash": "99c479b9f9f811f0427786dadbcc4fc2fc3a250f0d702aa3ae1a0551350e5aab",
"user_agent": "Opera/8.44.(X11; Linux i686; ta-LK) Presto/2.9.163 Version/12.00",
"session_id": "c2a655aa-4691-4f95-b711-3f42f36399d8",
"risk_score": 60.97,
"confidence": 0.7
} | null | disconnection | null | null | null | MITRE Technique: T1566.001 | Network disconnection from 7.192.232.7 to 107.162.242.143 MITRE Technique: T1566.001 | null | null | null | null | 7.192.232.7 | 107.162.242.143 | null | null | null | null | null | null | null | null | null | null | HTTP | 891,261 | null | null | null |
ceabc91c-8ebc-4480-9cc0-400b8d485894 | 2025-07-04T08:24:07 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by carlagarcia MITRE Technique: T1566.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Kenya",
"device_hash": "f2afa971723b4b1056873dd340d909b7dce68f65",
"user_agent": "Opera/8.56.(X11; Linux x86_64; nl-NL) Presto/2.9.171 Version/11.00",
"session_id": "f54de3d3-0f8f-4274-853d-a48b29413475",
"risk_score": 14.22,
"confidence": 0.51
} | carlagarcia | training_data_poisoning | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Mustang Panda | AI system training_data_poisoning by carlagarcia MITRE Technique: T1566.001 | Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | model-268f2fdc | 985b5e3b92a31fc3d6294f73e205c469 | bdae4233e663c40317315a59bdd0a6e27ca17930 | null | null | null | null | null | null | null |
124dd72c-e18a-4fa0-b2a7-73fcdf4476cb | 2025-04-17T04:04:47 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_access by woodmichael No additional info | {
"geo_location": "Switzerland",
"device_hash": "cd0ee46bb5107d7f6f020b53f51a599942a4c90a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.30.3 (KHTML, like Gecko) Version/4.0 Safari/534.30.3",
"session_id": "e92c5579-260a-4458-acd6-d56f24943fff",
"risk_score": 50.28,
"confidence": ... | woodmichael | model_access | null | null | null | No additional info | AI system model_access by woodmichael No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6599b914 | 387fdfbcff860410814c7b9693873d2e0c29b737 | c92ea00de0d8bf1a6f92f89c998089a3 | null | null | null | null | null | null | null |
753a5b78-9775-4efd-8574-2736186e5ced | 2024-06-04T20:18:59 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for zgates via password from 68.144.43.4 Associated Threat Actor: BlueNoroff | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "614b4d2937060840f750f16ea86dacc5",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_5; rv:1.9.5.20) Gecko/9703-03-20 18:11:33 Firefox/3.6.9",
"session_id": "52130406-231d-4862-a8b8-e13bd96bb410",
"risk_score": 4... | zgates | timeout | null | null | null | Associated Threat Actor: BlueNoroff | Auth timeout for zgates via password from 68.144.43.4 Associated Threat Actor: BlueNoroff | null | null | null | null | 68.144.43.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 0a:1f:41:5f:d9:67 |
4b3fd6e4-30b4-4f0e-a267-f897a21417dc | 2025-01-28T20:06:38 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop interest by michael10 No additional info | {
"geo_location": "Nigeria",
"device_hash": "97e60772e2eba8a8c20c0a416a457755",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/33.0.833.0 Safari/533.0",
"session_id": "0caa9b0d-0211-46d1-b92a-cb8eaf06edd2",
"risk_score": 72.42,
"confidence": 0.08
} | michael10 | process_stop | interest | 5,374 | cmd.exe | No additional info | Endpoint process_stop interest by michael10 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
45c93eca-6550-4b56-bce3-a0288041543c | 2025-06-25T09:27:50 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SMB traffic from 148.240.88.55:621 to 21.4.222.170:55367 No additional info | {
"geo_location": "Saint Martin",
"device_hash": "1bfb3e66d377e5edc5938a561c34d0980c90b90ad48b9ff099b312e42d2e0a94",
"user_agent": "Opera/8.81.(X11; Linux i686; mi-NZ) Presto/2.9.162 Version/10.00",
"session_id": "b3ad3670-b496-4a6d-99b1-c8cddbeba02e",
"risk_score": 68.52,
"confidence": 0.31
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SMB traffic from 148.240.88.55:621 to 21.4.222.170:55367 No additional info | null | null | null | null | 148.240.88.55 | 21.4.222.170 | null | null | null | null | null | null | null | null | 621 | 55,367 | SMB | 511,837 | 11 | null | null |
d234e084-e7ff-4678-95d8-cef9388ab7e9 | 2025-03-28T03:49:10 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in OCI by robert70 No additional info | {
"geo_location": "Liberia",
"device_hash": "b1aa380ccc6ae54a68d56df6b080ca22",
"user_agent": "Opera/9.80.(Windows NT 4.0; the-NP) Presto/2.9.164 Version/11.00",
"session_id": "084d0162-c8fd-4e7d-8546-efd2bd6dfaee",
"risk_score": 53.23,
"confidence": 0.57
} | robert70 | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by robert70 No additional info | {
"baseline_deviation": 1.45,
"entropy": 3.78,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | OCI | res-186a171c | null | null | null | null | null | null | null | null | null | null |
9a00e1ff-df2d-4940-8d44-a8ee93010355 | 2025-04-11T10:21:25 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by figueroastephen Associated Threat Actor: Inception Framework | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Eritrea",
"device_hash": "b5f2cc8489413aabdc25144dbf33e31a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_5 rv:5.0; si-LK) AppleWebKit/533.42.7 (KHTML, like Gecko) Version/5.1 Safari/533.42.7",
"session_id": "238a2acf-294d-4ce1-b35a-78a3d1f92c3b",
"risk_score": 48.02,
"confid... | figueroastephen | adversarial_input | null | null | null | Associated Threat Actor: Inception Framework | Unconventional IOC: Bios timestamp anomalies | AI system adversarial_input by figueroastephen Associated Threat Actor: Inception Framework | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | model-4ea5f70c | 4b979bc7664835df2941f12c937cc479ae7f921f | d7859bc7effebee83b18fa4de7bcc344fe00e937090fe3b9c63c5a9203613468 | null | null | null | null | null | null | null |
5b9b40b0-322e-40e6-8a4d-88f2c27905bb | 2025-03-10T12:17:40 | ids_alert | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|high| desc=Wazuh Alert: Zero-Day Exploit detected from 219.182.41.45 targeting 5.22.179.250 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "9a2b7917e7fe64d4d20a6ab3fb3531f0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.1)",
"session_id": "834f47ed-3459-4bf8-9b04-c8c5b852c931",
"risk_score": 78.6,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Wazuh Alert: Zero-Day Exploit detected from 219.182.41.45 targeting 5.22.179.250 No additional info | null | null | null | null | 219.182.41.45 | 5.22.179.250 | Zero-Day Exploit | SIG-2907 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
9b627fa1-28b6-45ad-aa11-e0b0d217e40e | 2025-03-10T02:11:49 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Ethiopia",
"device_hash": "23766beaf66753d1cbcf4711458660b6861d4c997ab31ae6e958737a4bc7b7cb",
"user_agent": "Opera/9.96.(X11; Linux i686; pl-PL) Presto/2.9.188 Version/12.00",
"session_id": "7468d501-aa2c-4c50-98ec-00345f67f187",
"risk_score": 63.21,
"confidence": 0.89
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-bddd6b0e | 10.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e77671e7-be53-4ff9-9a74-b75add42f2bb | 2025-01-25T05:04:16 | 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: DDoS detected from 53.13.221.241 targeting 73.119.124.122 MITRE Technique: T1204.002 noise=reason|stand|indicate | {
"geo_location": "Niger",
"device_hash": "737b846e4cbdda668c47c07e1a0c8660910186d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/5.1)",
"session_id": "cecbdc70-1cee-4c82-83f1-e1d49e251146",
"risk_score": 50.81,
"confidence": 0.13
} | null | null | null | null | null | MITRE Technique: T1204.002 | Elastic SIEM Alert: DDoS detected from 53.13.221.241 targeting 73.119.124.122 MITRE Technique: T1204.002 | null | null | null | null | 53.13.221.241 | 73.119.124.122 | DDoS | SIG-4994 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ce5a0168-aa6b-432c-a4d3-3639ec166717 | 2025-01-29T11:51:57 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /cultural/radio.mp3 by michaeldalton No additional info | {
"geo_location": "Luxembourg",
"device_hash": "a45d9fcc80257db0e7afed4fd2136b833e956156773849de5c5d86bab1a202dd",
"user_agent": "Opera/9.67.(Windows NT 6.2; iu-CA) Presto/2.9.170 Version/12.00",
"session_id": "a5f3a500-ba4c-40d2-bea0-449a3aa244b9",
"risk_score": 74.21,
"confidence": 0.06
} | michaeldalton | service_install | /cultural/radio.mp3 | 1,692 | cmd.exe | No additional info | Endpoint service_install /cultural/radio.mp3 by michaeldalton No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
96206f7e-b6e6-48dc-ba66-746d0a3b3523 | 2025-04-22T17:58:46 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update MITRE Technique: T1190 | {
"geo_location": "Norway",
"device_hash": "d93e687467eaebc8e52f64930242adf2ba0c5588e4654775d2f3f3d4c6072f4f",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/32.0.894.0 Safari/531.2",
"session_id": "eb679da6-b8a5-4650-9d61-2d6060a103bc",
"risk_score": 53.79,
"confidence... | null | firmware_update | null | null | null | MITRE Technique: T1190 | IoT device Medical firmware_update MITRE Technique: T1190 | {
"baseline_deviation": 1.97,
"entropy": 7.98,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Medical | iot-3c645173 | 1.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9263a674-1366-47bb-a02a-c9659ae848e5 | 2022-01-31T16:04:05 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for kwilliams via SAML from 10.121.135.162 MITRE Technique: T1071.001 | {
"geo_location": "Israel",
"device_hash": "f4c3393c77a4b519ddc91c5a5a118763",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "90de1a36-c265-4a51-9c67-1374c0e84d3a",
"risk_score": 63.02,
"confidence": 0.22
} | kwilliams | timeout | null | null | null | MITRE Technique: T1071.001 | Auth timeout for kwilliams via SAML from 10.121.135.162 MITRE Technique: T1071.001 | null | null | null | null | 10.121.135.162 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 3a:90:33:0c:94:71 |
8c0d36f4-e263-44db-a74a-41fff48807d0 | 2025-03-22T20:56:40 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in AWS by mejiatammy No additional info | {
"geo_location": "Bermuda",
"device_hash": "83490922b2d51091bb939875db8124553f0c739b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.40.7 (KHTML, like Gecko) Version/4.0.5 Safari/533.40.7",
"session_id": "af3ff77e-2bb7-4480-a23f-35a069a66dd9",
"risk_score": 47.61,
"confidence": 0.... | mejiatammy | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by mejiatammy No additional info | null | null | null | null | null | null | null | null | null | AWS | res-abd64d23 | null | null | null | null | null | null | null | null | null | null |
b3b01363-d5a1-4ee9-b2a5-e6bef6ec47ef | 2025-04-28T17:50:09 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by rsmith No additional info | {
"geo_location": "Switzerland",
"device_hash": "7879aaa7306300bcb918b50ab193fef7ae68f8ba",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "a9162dcd-91b3-4154-9a26-6d3cdbaeebcb",
"risk_score": 52.45,
"confidence": 0.43
} | rsmith | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by rsmith No additional info | null | null | null | null | null | null | null | null | null | null | null | model-be1f15ca | b706e5d9979d3bcc6d8149b74f6374f4bec48819273fdd6d36aba975681670fc | ce265e3ec68ee37b86362df71f3d75416954d837 | null | null | null | null | null | null | null |
963babfb-4327-478d-bbf5-012e22d9f6b3 | 2025-06-20T15:35:04 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: AI Model Poisoning detected from 190.146.187.176 targeting 155.145.206.242 No additional info | {
"geo_location": "American Samoa",
"device_hash": "5ab963645721d8c41145146e699d851ef0f00d21",
"user_agent": "Opera/9.42.(X11; Linux x86_64; ha-NG) Presto/2.9.160 Version/11.00",
"session_id": "131e3d18-9403-48c0-a289-eb0d960efeed",
"risk_score": 67.54,
"confidence": 0.58
} | null | null | null | null | null | No additional info | Carbon Black Alert: AI Model Poisoning detected from 190.146.187.176 targeting 155.145.206.242 No additional info | null | null | null | null | 190.146.187.176 | 155.145.206.242 | AI Model Poisoning | SIG-1405 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
575d9c69-54ae-42d0-9524-ab4204a61cdb | 2025-04-06T10:50:08 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Iran",
"device_hash": "835b44d6354a2be0a29772f318b1dab9",
"user_agent": "Opera/8.19.(Windows NT 11.0; ayc-PE) Presto/2.9.181 Version/11.00",
"session_id": "e00cf7c6-080c-4f1d-abee-7debe80c788f",
"risk_score": 42.49,
"confidence": 1
} | null | battery_drain | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | null | Sensor | iot-a326ff07 | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58ff98f5-fd8a-44c4-be85-13017d608503 | 2025-04-18T05:35:40 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for dianamaxwell via key from 108.246.230.79 No additional info | {
"geo_location": "Tunisia",
"device_hash": "b5f4cebe5649647c06c2a3cc498d73c882bd7acd866b399dcda453c5659fd530",
"user_agent": "Mozilla/5.0 (Android 4.2.1; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "f6de9a8e-6b45-4182-8f96-30e75aece996",
"risk_score": 48.38,
"confidence": 0.35
} | dianamaxwell | timeout | null | null | null | No additional info | Auth timeout for dianamaxwell via key from 108.246.230.79 No additional info | null | null | null | null | 108.246.230.79 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | e9:89:5a:53:56:cd |
0f7409b7-a78f-4916-a9dd-ef812a2a1230 | 2025-06-06T22:54:10 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /read/set.wav by johndavis No additional info | {
"geo_location": "Algeria",
"device_hash": "d9e9d0d855b8b535ccbb4999a4cedaeb703c4acc",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4148-01-14 02:32:19 Firefox/3.6.11",
"session_id": "0caa830c-9ed9-4686-a478-0fac350e39d2",
"risk_score": 39.25,
"confidence": 0.28
} | johndavis | process_start | /read/set.wav | 4,365 | explorer.exe | No additional info | Endpoint process_start /read/set.wav by johndavis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
23c72f38-5ebf-4c3e-b529-7e9460fcdad6 | 2025-02-27T08:46:29 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in GCP by latashacollins No additional info | {
"geo_location": "North Korea",
"device_hash": "ffef436516688dcd517216de38bbd3f2",
"user_agent": "Opera/8.61.(X11; Linux i686; lzh-TW) Presto/2.9.187 Version/12.00",
"session_id": "663a4fca-fca0-46c5-8b78-67076093e0cf",
"risk_score": 72.61,
"confidence": 0.01
} | latashacollins | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by latashacollins No additional info | null | null | null | null | null | null | null | null | null | GCP | res-754fa891 | null | null | null | null | null | null | null | null | null | null |
630b15fb-d36a-487d-8575-2c76b477557d | 2025-03-11T03:41:16 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec cultural by stephaniebyrd No additional info | {
"geo_location": "Bulgaria",
"device_hash": "e9ccb1ed085f49fe250a555aa4d6c4fb",
"user_agent": "Opera/8.14.(Windows NT 5.0; ku-TR) Presto/2.9.185 Version/10.00",
"session_id": "b1cb6732-6d32-4939-b9a7-99a66fd36fa7",
"risk_score": 41.79,
"confidence": 0.92
} | stephaniebyrd | wmi_exec | cultural | 9,934 | cmd.exe | No additional info | Endpoint wmi_exec cultural by stephaniebyrd No additional info | {
"baseline_deviation": 2.5,
"entropy": 6.77,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cfa585c0-0468-47bd-b028-a21184fd6925 | 2025-02-25T12:41:09 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 20.34.215.111 to 173.235.111.72 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "0e1afaf663727f031f82a107411bb92a7108bd89",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/13.6a4220.0 Mobile/59T375 Safari/533.2",
"session_id": "e618a455-5569-4797-858a-496eb13eed51",
"risk_... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 20.34.215.111 to 173.235.111.72 No additional info | null | null | null | null | 20.34.215.111 | 173.235.111.72 | null | null | null | null | null | null | null | null | null | null | HTTP | 559,858 | null | null | null |
637684a9-de72-44bc-98d7-9411499dd138 | 2025-07-09T11:33:39 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Fileless Attack detected from 17.161.234.36 targeting 104.10.143.81 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "b1ddd67504eac541a6361da6d4906da232fc6c20abc3011051798d632f0af144",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/5.1)",
"session_id": "97753fe9-b311-45a6-bd08-c98c0895a36e",
"risk_score": 41.5,
"confidence": 0.76
} | null | null | null | null | null | No additional info | Trellix Alert: Fileless Attack detected from 17.161.234.36 targeting 104.10.143.81 No additional info | null | null | null | null | 17.161.234.36 | 104.10.143.81 | Fileless Attack | SIG-1386 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
d524a8d5-56a0-4e39-9210-2ddfcb92faa9 | 2025-01-18T22:10:46 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in AWS by jeremy47 No additional info | {
"geo_location": "Moldova",
"device_hash": "c9647c367a5782e47197ad863b4cb108ba4dbe6f",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/52.0.868.0 Safari/534.1",
"session_id": "ee4255bc-1004-4c57-985a-afe508a58e85",
"risk_score": 75.08,
"confidence": 0.62
} | jeremy47 | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by jeremy47 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-1beac0ee | null | null | null | null | null | null | null | null | null | null |
de5a5f8d-6378-45a6-a546-1f701e6a6aa2 | 2025-05-08T18:44:55 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Supply Chain Compromise detected from 212.234.60.239 targeting 153.181.193.26 MITRE Technique: T1053.005 | {
"geo_location": "Dominica",
"device_hash": "2099d14e11979061aff7085c5fac86ca81a8b9d2",
"user_agent": "Mozilla/5.0 (Android 14; Mobile; rv:48.0) Gecko/48.0 Firefox/48.0",
"session_id": "cac2385d-f505-4f09-8c84-57f0a1e1be76",
"risk_score": 32.52,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1053.005 | Wazuh Alert: Supply Chain Compromise detected from 212.234.60.239 targeting 153.181.193.26 MITRE Technique: T1053.005 | null | null | null | null | 212.234.60.239 | 153.181.193.26 | Supply Chain Compromise | SIG-8230 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
8055050c-2ef6-4aad-a595-977f9909dc17 | 2025-06-20T19:41:50 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection hour by arnoldaaron No additional info | {
"geo_location": "Seychelles",
"device_hash": "b3708a1866a5df7437a2b8ef6412036023b03562e373f7fd75f70c399cd71502",
"user_agent": "Opera/8.56.(Windows NT 5.1; ur-IN) Presto/2.9.183 Version/10.00",
"session_id": "e8aa0b7d-4f63-4b1e-82f6-4d0933c64c39",
"risk_score": 32.88,
"confidence": 0.33
} | arnoldaaron | memory_injection | hour | 8,394 | powershell.exe | No additional info | Endpoint memory_injection hour by arnoldaaron No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e483a94e-c101-44d0-8320-ccd9723505a6 | 2025-05-02T19:04:08 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in OCI by sanchezadrian MITRE Technique: T1204.002 noise=UG9saWNlLg== | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "65047658ceea6d20592dfe6a468a6dce04e50de40d90d4834aebdeafac00b921",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.0)",
"session_id": "863344eb-cb30-4e6e-bc15-f52d93f5f339",
"risk_score": 51.8,
"confidence": 0.14
} | sanchezadrian | api_abuse | null | null | null | MITRE Technique: T1204.002 | Cloud api_abuse in OCI by sanchezadrian MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | OCI | res-287e6d57 | null | null | null | null | null | null | null | null | null | null |
59c5330d-0bc3-4972-ab4b-76965494a516 | 2025-02-16T09:51:44 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor battery_drain MITRE Technique: T1059.005 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Austria",
"device_hash": "670bb106dc640202b083688030510576",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/52.0.812.0 Safari/532.1",
"session_id": "8dac9f85-02a4-4e0b-9b0e-ae5e450e12dd",
"risk_score": 39.79,
"confidence": 0.13
} | null | battery_drain | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: Scattered Spider | IoT device Sensor battery_drain MITRE Technique: T1059.005 | Associated Threat Actor: Scattered Spider | null | Sensor | iot-0d6e8345 | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
570eca05-78c5-49f1-8ee7-e9be7f8f5c0c | 2029-01-07T06:43:58 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in OCI by danielbailey No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "b18b32271b0e7d26b44a09eaf2328e9dc098d63b9a90464cb0b5e94bd421319c",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/14.0.835.0 Safari/535.1",
"session_id": "292290cc-186a-4d1e-baae-f4bce1a1ec15",
"risk_score": 39.66... | danielbailey | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by danielbailey No additional info | null | null | null | null | null | null | null | null | null | OCI | res-7bb7502a | null | null | null | null | null | null | null | null | null | null |
b081042d-aa1a-4ace-824d-6a9d6cf0aead | 2025-02-04T10:11:15 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for denise36 via MFA from 185.242.104.2 No additional info noise=pattern|trouble|method | {
"geo_location": "China",
"device_hash": "599e509bac0b68561437ed86235d4140",
"user_agent": "Opera/9.29.(Windows CE; ca-AD) Presto/2.9.184 Version/12.00",
"session_id": "3d5b33f1-fb35-4949-95eb-4f2d78f7d28d",
"risk_score": 55.55,
"confidence": 0.28
} | denise36 | challenge | null | null | null | No additional info | Auth challenge for denise36 via MFA from 185.242.104.2 No additional info | null | null | null | null | 185.242.104.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 54:2f:d6:1b:a2:bd |
5406809f-3497-4822-97fb-39aa3534a61a | 2025-03-23T11:57:30 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in AWS by william85 No additional info | {
"geo_location": "Ecuador",
"device_hash": "4f5f418b9357ecf1e39e17d64429a4e88644f47d2d1ce9993b1b2beaf5f3c5f0",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_4) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/48.0.846.0 Safari/536.0",
"session_id": "820546a2-2b85-48c3-b05c-fb077a89a1bb",
"risk_score":... | william85 | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by william85 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-88a645f5 | null | null | null | null | null | null | null | null | null | null |
e1d17965-70c6-447d-a991-151ed2071b27 | 2025-03-27T09:35:09 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access those by michaelmorrison No additional info | {
"geo_location": "Barbados",
"device_hash": "edb95d1ff7807dafcb7e1a6a1796eb202a6b5681",
"user_agent": "Opera/9.42.(X11; Linux i686; cmn-TW) Presto/2.9.186 Version/11.00",
"session_id": "82ef7d1f-d711-4f68-920e-85cb0a74cec8",
"risk_score": 41,
"confidence": 0.21
} | michaelmorrison | file_access | those | 6,753 | explorer.exe | No additional info | Endpoint file_access those by michaelmorrison No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
23d25989-550e-4d98-a7d3-86cad4472384 | 2025-04-22T09:14:14 | iot | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Ukraine",
"device_hash": "5e2627a84e744e41569305e809f465cd1d24453e5ea52c786e15bad256699d55",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.1)",
"session_id": "d66ceb66-686a-4191-a5ab-39a7e43e27c4",
"risk_score": 38.28,
"confidence": 0.95
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-4b9c9476 | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38e1f1fd-612e-4044-af10-ea4e389dded8 | 2025-02-16T13:09:41 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network covert_channel from 144.101.36.223 to 126.17.255.10 Associated Threat Actor: Wizard Spider | {
"geo_location": "Jordan",
"device_hash": "b937d81f28b9218cf9094c235ebaf3dfb7aba184",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_5) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/47.0.887.0 Safari/535.2",
"session_id": "f5fd192e-dcea-4894-aaaa-3dcf86364a59",
"risk_score": 34.01,
"confiden... | null | covert_channel | null | null | null | Associated Threat Actor: Wizard Spider | Network covert_channel from 144.101.36.223 to 126.17.255.10 Associated Threat Actor: Wizard Spider | null | null | null | null | 144.101.36.223 | 126.17.255.10 | null | null | null | null | null | null | null | null | null | null | ICMP | 929,287 | null | null | null |
525207b4-cd2f-4aa6-8632-df2b7dad7eda | 2026-08-17T23:49:30 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in AWS by veronica84 Associated Threat Actor: APT37 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "f0b72597b914b875e885c0a7c3b4d53a14b1aeee",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; bem-ZM; rv:1.9.0.20) Gecko/2123-07-06 03:51:15 Firefox/15.0",
"session_id": "537719cd-be06-4b07-8f92-ca8c59ef1024",
"risk_score": 52.... | veronica84 | lambda_execution | null | null | null | Associated Threat Actor: APT37 | Cloud lambda_execution in AWS by veronica84 Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | AWS | res-294bb0a1 | null | null | null | null | null | null | null | null | null | null |
b0c97e50-e42c-4775-a4f5-1ddffd78540b | 2025-06-30T19:25:23 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC battery_drain MITRE Technique: T1059.001 | {
"geo_location": "Montenegro",
"device_hash": "34d89eea823f4a0eb0c412aa2686ed9cb1ae5c9fdabb06c66fc620661dd3b8a9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.0)",
"session_id": "f3884710-d93c-4b8e-afe6-3e81c8d2f33b",
"risk_score": 72.32,
"confidence": 0.38
} | null | battery_drain | null | null | null | MITRE Technique: T1059.001 | IoT device HVAC battery_drain MITRE Technique: T1059.001 | null | HVAC | iot-68359971 | 8.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
657860be-4bac-44a8-984d-84849b5c4815 | 2025-06-05T18:30:23 | ids_alert | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|medium| desc=Carbon Black Alert: MFA Bypass detected from 110.225.89.78 targeting 76.77.5.173 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "13762033bbd2d1e4a13d9ba5313063f315d40ff0fe8ab59eef54fc9c77f5066d",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9750-04-01 23:08:17 Firefox/3.6.17",
"session_id": "3092812f-8a01-4518-844d-e3353f9d6e4f",
"risk_score": 38.32,
"confidence":... | null | null | null | null | null | No additional info | Carbon Black Alert: MFA Bypass detected from 110.225.89.78 targeting 76.77.5.173 No additional info | null | null | null | null | 110.225.89.78 | 76.77.5.173 | MFA Bypass | SIG-4269 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c90752e8-c5f3-4618-83f4-6068ed316cec | 2025-02-28T06:22:02 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 91.3.170.71 to 128.81.159.40 MITRE Technique: T1110.003 | {
"geo_location": "Costa Rica",
"device_hash": "90ad3cc56b45f787ae967bce02b9dd1649c1ea0c24b7636f4688bd757665e1c6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.1)",
"session_id": "f4e523b2-557a-4db6-85bf-fc6521b3f285",
"risk_score": 30.88,
"confidence": 0.96
} | null | latency_spike | null | null | null | MITRE Technique: T1110.003 | Network latency_spike from 91.3.170.71 to 128.81.159.40 MITRE Technique: T1110.003 | {
"baseline_deviation": 2.9,
"entropy": 2.01,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 91.3.170.71 | 128.81.159.40 | null | null | null | null | null | null | null | null | null | null | ICMP | 775,732 | null | null | null |
380a8a03-ea5f-44cc-8744-6c61c92c7b63 | 2025-02-26T21:38:19 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system model_access by michelle14 No additional info noise=E40B597E | {
"geo_location": "Peru",
"device_hash": "4037bded6a66dd3cf6b33c6bdafeef958abd0a44",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.0)",
"session_id": "01cef16b-2a6a-4a5e-94d4-9d7c3da65332",
"risk_score": 48.13,
"confidence": 0.74
} | michelle14 | model_access | null | null | null | No additional info | AI system model_access by michelle14 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-881ae745 | 636c9b8e1caa93d737901089210774b8336c821e52a383a6fafa6d6ded87f2c0 | 066d43c1bce30801ded9c8da27e0b859768e30eb7e3bb582c920c5ba773b6ccf | null | null | null | null | null | null | null |
e7b56a82-f92c-476a-8c10-b2f3852c1841 | 2025-07-05T02:29:45 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 61.1.239.139 to 10.107.182.56 No additional info | {
"geo_location": "Chile",
"device_hash": "f29da5a30d80d1f98948b86b5d02ce0656d65a4f00660d4c61e82bfd7c17dc33",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/62.0.880.0 Safari/531.2",
"session_id": "e46c6171-2494-4c9b-8a89-7b2079782523",
"risk_sco... | null | connection | null | null | null | No additional info | Network connection from 61.1.239.139 to 10.107.182.56 No additional info | null | null | null | null | 61.1.239.139 | 10.107.182.56 | null | null | null | null | null | null | null | null | null | null | HTTPS | 210,976 | null | null | null |
d637d85d-04a5-47a5-9968-07bc216e691b | 2025-05-21T11:04:38 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 183.14.138.88 to 81.44.240.242 No additional info | {
"geo_location": "Togo",
"device_hash": "e0680e39e99618b096334b44bac383d64ca9cee7a8a610a4320e3caab65af5dc",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/26.0.838.0 Safari/531.2",
"session_id": "e01ec5fd-6ae4-44cf-9089-aa819157f7a5",
"risk_score... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 183.14.138.88 to 81.44.240.242 No additional info | null | null | null | null | 183.14.138.88 | 81.44.240.242 | null | null | null | null | null | null | null | null | null | null | TCP | 878,474 | null | null | null |
9cb02803-6b81-4c3f-95e1-74fc0046b348 | 2025-05-23T00:29:56 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by katrina06 No additional info | {
"geo_location": "San Marino",
"device_hash": "c71a7c5485e748811feae1871733822f06dfc581",
"user_agent": "Opera/9.70.(Windows NT 5.01; sd-PK) Presto/2.9.166 Version/10.00",
"session_id": "d36c234c-8247-4c18-b2cc-b7703e7030dc",
"risk_score": 52.71,
"confidence": 0.27
} | katrina06 | model_inversion | null | null | null | No additional info | AI system model_inversion by katrina06 No additional info | {
"baseline_deviation": 1.08,
"entropy": 6.29,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-e1e80a00 | e3b22c5e67a571daff96eccd8be5af79d44d8e24 | db2d1ffd944cdf5e43c507dadbdc4a60 | null | null | null | null | null | null | null |
0c4a6a03-649d-4ce4-8b34-a78bf7d21f6f | 2025-04-26T12:02:15 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 53.183.122.15 to 9.250.26.21 No additional info noise=TWlkZGxlLg== | {
"geo_location": "Burkina Faso",
"device_hash": "ab9c964bcdea8682b176ba842d0a0b92",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ts-ZA; rv:1.9.1.20) Gecko/6220-06-27 01:56:48 Firefox/15.0",
"session_id": "909b94ca-2553-44af-a435-52dd1f4bb11a",
"risk_score": 30.53,
"confidence": 0.07
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 53.183.122.15 to 9.250.26.21 No additional info | null | null | null | null | 53.183.122.15 | 9.250.26.21 | null | null | null | null | null | null | null | null | null | null | HTTP | 694,770 | null | null | null |
2302580a-5b9d-40d5-a51c-ab70fe6a87d8 | 2030-06-03T10:31:24 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only UDP traffic from 157.216.89.188:791 to 6.97.98.44:678 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "a65bc887547c6c6e3d8b4f7c553b771b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_4; rv:1.9.6.20) Gecko/8982-11-06 18:54:23 Firefox/9.0",
"session_id": "055cde4b-027f-4d39-b581-d1a3322c1da3",
"risk_score": 8.87,
"confidence": 0... | null | log-only | null | null | null | No additional info | Firewall log-only UDP traffic from 157.216.89.188:791 to 6.97.98.44:678 No additional info | null | null | null | null | 157.216.89.188 | 6.97.98.44 | null | null | null | null | null | null | null | null | 791 | 678 | UDP | 758,310 | 1,012 | null | null |
041bf50a-69c9-47fa-b45f-d4ef524c902e | 2025-05-23T12:42:20 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SMB traffic from 188.63.82.130:1023 to 58.156.169.234:599 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "868f4262d787c4e6fb957d134746bf46",
"user_agent": "Opera/8.36.(Windows NT 11.0; ja-JP) Presto/2.9.170 Version/10.00",
"session_id": "1b9125be-d1e1-47e6-baba-a0c810464c0f",
"risk_score": 71.4,
"confidence": 0.07
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SMB traffic from 188.63.82.130:1023 to 58.156.169.234:599 No additional info | null | null | null | null | 188.63.82.130 | 58.156.169.234 | null | null | null | null | null | null | null | null | 1,023 | 599 | SMB | 80,035 | 1,169 | null | null |
0d9eb4c2-8c75-45c0-b1f6-f6aa9280638d | 2025-01-25T04:22:46 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: ICS Attack detected from 166.203.105.165 targeting N/A Obfuscated payload detected | {
"geo_location": "Jordan",
"device_hash": "11b7ceff79a4ea7975f7e1bf90e1d40e7b1fbd8c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "0636677f-8f32-40d3-95b5-330069f344a4",
"risk_score": 3.66,
"confidence": 0.11
} | null | null | null | null | null | Obfuscated payload detected | QRadar Alert: ICS Attack detected from 166.203.105.165 targeting N/A Obfuscated payload detected | null | null | null | null | 166.203.105.165 | N/A | ICS Attack | SIG-8428 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
5e21f680-f75d-4e7b-98a4-24a896c51440 | 2025-05-21T17:58:29 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec control by kwilliamson Unconventional IOC: CPU microcode changes | {
"geo_location": "Madagascar",
"device_hash": "c046234c4573159e5920fc8007e7484efd3099bf",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.25.4 (KHTML, like Gecko) Version/5.1 Safari/531.25.4",
"session_id": "b77fd11c-cd25-4fe4-a0ef-4f4c01d07a21",
"risk_score": 41.89,
"confidence": 0... | kwilliamson | powershell_exec | control | 4,788 | powershell.exe | Unconventional IOC: CPU microcode changes | Endpoint powershell_exec control by kwilliamson Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bdbe0bb2-136b-43f9-9574-8f6bf85db625 | 2025-03-16T16:40:33 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by tonyamorris No additional info | {
"geo_location": "Niue",
"device_hash": "0e6b84445aa7f9185758b4b7b54a085bb295ee0c",
"user_agent": "Opera/9.64.(Windows NT 4.0; oc-FR) Presto/2.9.163 Version/10.00",
"session_id": "348439d5-fe6c-4cfb-9ff8-f0c9475c5e18",
"risk_score": 53.31,
"confidence": 0.32
} | tonyamorris | fine_tuning | null | null | null | No additional info | AI system fine_tuning by tonyamorris No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e2fe1812 | 181627ab2b3e1dd7ce09a93e9cd094c9bc3b7400139eff4b0d20f45d265156e6 | 3200d937b284997ce8f5911fd27d9a54 | null | null | null | null | null | null | null |
d3d7deee-6ef7-4000-abb9-1e5a98e42a04 | 2025-06-25T08:17:46 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by martinezwilliam No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "1602a6b2ec144fa3224af38d49284a92",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; bo-CN) AppleWebKit/531.28.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.28.6",
"session_id": "6a569316-a6c5-437f-b0a7-9c8788d0b3ad",
... | martinezwilliam | membership_inference | null | null | null | No additional info | AI system membership_inference by martinezwilliam No additional info | null | null | null | null | null | null | null | null | null | null | null | model-bfa48d2a | af2978588f16588479b5d02676aee89ba2ba427b | 7af094b33b0d4512e1a41159407421b2 | null | null | null | null | null | null | null |
eb4098b0-25f3-4a69-b5e8-e75394d36bc3 | 2025-01-17T11:35:19 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /natural/store.flac by johnsonsteven MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Croatia",
"device_hash": "3a33c2d56af7f6538d7a9abfd5d6e87f1b198214",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.0)",
"session_id": "d92d09cf-4476-4906-8162-5dc78c13af11",
"risk_score": 50.38,
"confidence": 0.19
} | johnsonsteven | registry_change | /natural/store.flac | 952 | powershell.exe | MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | Endpoint registry_change /natural/store.flac by johnsonsteven MITRE Technique: T1566.001 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c961842-5276-47fd-82d8-899cff61806e | 2025-03-05T17:40:38 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec /political/officer.css by garysmith MITRE Technique: T1134.001 | {
"geo_location": "Saint Martin",
"device_hash": "944ae53be47646af365cf4e5fc1fa43c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; gv-GB) AppleWebKit/535.17.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.17.4",
"session_id": "1b4f3412-9a8e-4b2c-94d5-fee65c40240d",
"risk_s... | garysmith | wmi_exec | /political/officer.css | 454 | explorer.exe | MITRE Technique: T1134.001 | Endpoint wmi_exec /political/officer.css by garysmith MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
647e71be-fa57-4542-9f12-83f2a3431266 | 2025-07-09T21:48:17 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for gflores via passwordless from 83.71.132.58 MITRE Technique: T1110.003 noise=VGFzay4= | {
"geo_location": "Nigeria",
"device_hash": "a9381e9983f0a6d9554a7898f57df09c5ee3e7c1",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; ga-IE; rv:1.9.2.20) Gecko/6934-08-26 14:10:48 Firefox/3.8",
"session_id": "33c9f2c0-63a0-494f-96eb-c9dac8102552",
"risk_score": 53.12,
"confidence": 0.87
} | gflores | challenge | null | null | null | MITRE Technique: T1110.003 | Auth challenge for gflores via passwordless from 83.71.132.58 MITRE Technique: T1110.003 | null | null | null | null | 83.71.132.58 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 8a:48:6a:99:0e:2d |
fb20f324-dad7-4b61-a03c-d3385ab2c0df | 2025-05-01T00:52:07 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera side_channel Sensor spoofing detected | {
"geo_location": "Benin",
"device_hash": "e5ee4fb71b897ec899dfa2f61ca2d184b502e18740b9da1df451cf09aba3fcfb",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/16.4g7302.0 Mobile/29Z735 Safari/533.2",
"session_id": "0c471e6a-07e8-459e-a2a8-cbd1587f... | null | side_channel | null | null | null | Sensor spoofing detected | IoT device Camera side_channel Sensor spoofing detected | null | Camera | iot-03cb236a | 8.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
11aa5795-bb39-4cce-9555-e9f62dddf59d | 2025-02-20T06:35:48 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Credential Stuffing detected from 90.151.122.231 targeting N/A Associated Threat Actor: DarkSide | {
"geo_location": "Tokelau",
"device_hash": "bee84af6960f96814396616141fc287ec99c6d797d28c4fbba1d8351de73e418",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5436-04-29 07:51:22 Firefox/3.8",
"session_id": "4518f256-75ce-4092-a1a3-475744047aa7",
"risk_score": 53.4,
"confidence": 0.85
} | null | null | null | null | null | Associated Threat Actor: DarkSide | Zeek Alert: Credential Stuffing detected from 90.151.122.231 targeting N/A Associated Threat Actor: DarkSide | null | null | null | null | 90.151.122.231 | N/A | Credential Stuffing | SIG-3806 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
bd13f2f3-7a6e-46c4-ab65-c1d79cddc350 | 2025-04-04T05:01:38 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start social by mortonmelinda No additional info | {
"geo_location": "Palau",
"device_hash": "5be086147ac591f6a07ebe1968391a6cdec2affd",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_7; rv:1.9.4.20) Gecko/7967-02-07 07:12:47 Firefox/3.8",
"session_id": "b7c89a0b-a965-4d8d-8e44-cb308d16549e",
"risk_score": 17.55,
"confidence": 0.01
} | mortonmelinda | process_start | social | 772 | cmd.exe | No additional info | Endpoint process_start social by mortonmelinda No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d6dc463-da4e-4ebc-b486-96e332c3ae21 | 2025-04-23T22:34:48 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Alibaba by jaclyn16 No additional info noise=R2lybC4= | {
"geo_location": "Italy",
"device_hash": "965c4dc45ba533499c817845a13f7adc0be5f1e4",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/23.0.806.0 Safari/531.2",
"session_id": "88bf5ea2-5512-4218-ac2c-f3349c008655",
"risk_score": 50.83,
"confidence": 0.3
} | jaclyn16 | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by jaclyn16 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-c8cf40a8 | null | null | null | null | null | null | null | null | null | null |
48a109de-e25c-488c-a7e6-13cf59c10d09 | 2025-03-31T16:23:02 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network latency_spike from 71.56.241.176 to 172.7.127.196 No additional info | {
"geo_location": "Benin",
"device_hash": "e742b97d3df8cd335474e2ac7aa7f515e4eac903b025a53c3ad3210faee3bcd1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_2; rv:1.9.6.20) Gecko/8040-02-10 06:44:45 Firefox/3.8",
"session_id": "efd9682e-3ef2-49b8-b324-854309cd090e",
"risk_score": 66.03,
"con... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 71.56.241.176 to 172.7.127.196 No additional info | null | null | null | null | 71.56.241.176 | 172.7.127.196 | null | null | null | null | null | null | null | null | null | null | UDP | 980,593 | null | null | null |
8087c156-939d-430b-b533-75834f931b20 | 2025-03-31T12:07:43 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth success for ncooper via biometric from 14.97.231.120 MITRE Technique: T1218.011 | {
"geo_location": "Russia",
"device_hash": "5b542a89e08316e78890f10f3bd04ee0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.1)",
"session_id": "93c56422-0755-4648-b345-783dc5b6199c",
"risk_score": 69.91,
"confidence": 0.07
} | ncooper | success | null | null | null | MITRE Technique: T1218.011 | Auth success for ncooper via biometric from 14.97.231.120 MITRE Technique: T1218.011 | null | null | null | null | 14.97.231.120 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 5d:2e:b6:80:ab:b7 |
fcd7c681-b474-4507-8e25-aaf7b21ea034 | 2025-04-12T00:13:11 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SSH traffic from 5.79.97.78:475 to 35.111.116.69:788 No additional info noise=CC640742 | {
"geo_location": "Guatemala",
"device_hash": "407d84daa8b10f9d062cbc4ef3784a4e17773124",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/30.0.842.0 Safari/536.1",
"session_id": "00618c6b-582d-4b55-8f6a-c426793aec9f",
"risk_score": 21.18,
"confidence": 0.62
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 5.79.97.78:475 to 35.111.116.69:788 No additional info | null | null | null | null | 5.79.97.78 | 35.111.116.69 | null | null | null | null | null | null | null | null | 475 | 788 | SSH | 938,156 | 1,771 | null | null |
681ce6b7-f317-47b3-822e-5e1d05060931 | 2025-04-03T16:15:56 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in GCP by tsparks No additional info noise=app | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "808a1b70960999e19e7a177750dbfbae3f743f2b8db66e241119124c93da926b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "6f53dcc6-397e-4e0b-9a5a-0c323101f041",
"risk_score": 71.59,
"confidence": 0.93
} | tsparks | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by tsparks No additional info | null | null | null | null | null | null | null | null | null | GCP | res-9f7c4a85 | null | null | null | null | null | null | null | null | null | null |
ec920ac0-e56d-498f-820c-a087bacb7745 | 2025-07-01T02:32:48 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Medical sensor_spoofing MITRE Technique: T1059.001 noise=60E1690F | {
"geo_location": "Jersey",
"device_hash": "384c5ad1a4ef36e44a5ac5b845a12bf7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/23.0.842.0 Mobile/62M851 Safari/532.1",
"session_id": "c57a15ef-ad62-455a-94ed-c2b43d023dea",
"risk_score": 47.55,
... | null | sensor_spoofing | null | null | null | MITRE Technique: T1059.001 | IoT device Medical sensor_spoofing MITRE Technique: T1059.001 | null | Medical | iot-80b45841 | 10.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d3334f8f-e640-4a97-875f-002f81d84789 | 2025-03-03T11:46:45 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /four/rate.bmp by robertgillespie No additional info noise=B9CF7872 | {
"geo_location": "Cameroon",
"device_hash": "d3e0c90a228f4bba7eb493be8e4477e8d24b7a63",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1; rv:1.9.4.20) Gecko/2092-05-30 04:00:58 Firefox/3.8",
"session_id": "dcc5cbfa-f0f2-49a2-bcee-e1c5dd2fcb4f",
"risk_score": 30.64,
"confidence": 0.64
} | robertgillespie | process_start | /four/rate.bmp | 4,062 | svchost.exe | No additional info | Endpoint process_start /four/rate.bmp by robertgillespie No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8985bd11-59b0-4f2d-9643-32a6c8816800 | 2025-06-12T06:18:52 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Domain Fronting detected from 218.239.170.17 targeting 75.9.70.97 Unconventional IOC: TPM attestation failures | {
"geo_location": "South Africa",
"device_hash": "11fac0329dcca3a6b7bb57c02c8ae10e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/52.0.819.0 Safari/534.2",
"session_id": "e5bb0d7c-e6ed-4234-ab00-921acd403484",
"risk_score": 77.89,
"confidence": 0.99
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | Wazuh Alert: Domain Fronting detected from 218.239.170.17 targeting 75.9.70.97 Unconventional IOC: TPM attestation failures | null | null | null | null | 218.239.170.17 | 75.9.70.97 | Domain Fronting | SIG-9598 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
9c841199-b515-4434-90dc-0f5a06ce9b9a | 2025-05-14T09:01:51 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Domain Fronting detected from 15.206.207.112 targeting 143.94.84.220 MITRE Technique: T1078.004 noise=wp-content/categories | {
"geo_location": "Malawi",
"device_hash": "946829f8e6797ce39b97696e417c65c3",
"user_agent": "Opera/9.81.(X11; Linux i686; shs-CA) Presto/2.9.190 Version/11.00",
"session_id": "0c6d7cab-8a36-4701-b7bf-c2b38053d32d",
"risk_score": 65.07,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1078.004 | Darktrace Alert: Domain Fronting detected from 15.206.207.112 targeting 143.94.84.220 MITRE Technique: T1078.004 | null | null | null | null | 15.206.207.112 | 143.94.84.220 | Domain Fronting | SIG-1108 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
15b6d91f-d93d-4c2f-8394-5c2c87f598ac | 2025-04-07T00:36:10 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by dlester No additional info | {
"geo_location": "Lithuania",
"device_hash": "00d9a3bab2aaae7d87cf4ef2b69ac920",
"user_agent": "Opera/8.84.(Windows NT 5.01; nl-BE) Presto/2.9.178 Version/10.00",
"session_id": "3d398fc5-7fbb-4db0-8270-f54bc1c77cfd",
"risk_score": 58.96,
"confidence": 0.47
} | dlester | model_inversion | null | null | null | No additional info | AI system model_inversion by dlester No additional info | null | null | null | null | null | null | null | null | null | null | null | model-59b432a5 | 834dc562dbf319e85052b30570f3416644304d28e02143802f643389141dd11d | 436e2ff760c044426237b10d1ee2d02f4eef261d06276a55a00781f6cd87b484 | null | null | null | null | null | null | null |
bb1ceb26-42f5-4597-b397-8430e2781b68 | 2025-03-25T20:14:32 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop morning by bstout MITRE Technique: T1566.001 | {
"geo_location": "Azerbaijan",
"device_hash": "8334f55167870512e31220487ee85998ed252898",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/42.0.806.0 Safari/533.2",
"session_id": "c24acf5b-3afb-40d3-8684-ecb69ff33eb0",
"risk_score": 48.98,
"confidence": 0.87
} | bstout | process_stop | morning | 3,357 | svchost.exe | MITRE Technique: T1566.001 | Endpoint process_stop morning by bstout MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5677e65d-cb9d-4f79-bdc9-a70b84480057 | 2025-06-15T06:42:09 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for fernandezrebecca via SAML from 85.50.203.171 No additional info | {
"geo_location": "Brazil",
"device_hash": "dee5ad38dd898c74181dd1fb96ca9be15d7d6b62",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/4.0)",
"session_id": "d63cc70d-251e-462c-8cf7-4b9d69b9b9b2",
"risk_score": 29.38,
"confidence": 0.93
} | fernandezrebecca | failed | null | null | null | No additional info | Auth failed for fernandezrebecca via SAML from 85.50.203.171 No additional info | null | null | null | null | 85.50.203.171 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 39:e0:07:0d:c6:50 |
6219c7d7-164d-4441-b257-ac6b75de077c | 2025-01-27T00:28:51 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: DNS Tunneling detected from 223.146.43.252 targeting 219.35.197.102 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "2490af6a4410236f40b9d7da640eb298cee19360",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.0)",
"session_id": "aacb5365-ec8f-4fe2-8c49-d267e6a1fbcd",
"risk_score": 41.38,
"confidence": 0.58
} | null | null | null | null | null | No additional info | Suricata Alert: DNS Tunneling detected from 223.146.43.252 targeting 219.35.197.102 No additional info | null | null | null | null | 223.146.43.252 | 219.35.197.102 | DNS Tunneling | SIG-1221 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
51f114ec-164e-4f18-a454-8ec9ebba2384 | 2025-05-13T08:01:30 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth failed for lindseybrown via password from 10.116.235.105 No additional info | {
"geo_location": "Djibouti",
"device_hash": "9edb2153141c3346f6853c77186099caa3332818dfa7ce1ca862d763f6b5eadd",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; pap-CW; rv:1.9.0.20) Gecko/3011-03-31 03:43:14 Firefox/3.8",
"session_id": "b083b0f7-ac83-4f76-9729-ad7236704e11",
"risk_score": 72.01,
"confidence": ... | lindseybrown | failed | null | null | null | No additional info | Auth failed for lindseybrown via password from 10.116.235.105 No additional info | null | null | null | null | 10.116.235.105 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 96:73:95:bd:b2:a1 |
49fc1475-6b7c-4251-b099-8e336af35a92 | 2025-07-10T09:23:44 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth challenge for charlesfry via SAML from 134.51.70.176 MITRE Technique: T1574.002 noise=CE0477FE | {
"geo_location": "Aruba",
"device_hash": "066a0e8c9242ce326ef25f7976455523",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/44.0.862.0 Safari/536.2",
"session_id": "ce40d831-afe6-41d1-8f73-68f09d543d4d",
"risk_score": 28.4,
"confidence": 0.75
} | charlesfry | challenge | null | null | null | MITRE Technique: T1574.002 | Auth challenge for charlesfry via SAML from 134.51.70.176 MITRE Technique: T1574.002 | {
"baseline_deviation": 1.3,
"entropy": 3.77,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 134.51.70.176 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 97:5a:1b:8c:26:4c |
79187487-bd03-43f5-9e18-ddc7dff98c6d | 2025-01-23T00:08:13 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /whose/risk.txt by kylesharp No additional info | {
"geo_location": "Georgia",
"device_hash": "de50e2d6107fc8aec544eca081eaee5f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "2cc4d380-5e2f-416f-87a9-3650708edee8",
"risk_score": 87.88,
"confidence": 0.27
} | kylesharp | memory_injection | /whose/risk.txt | 7,077 | explorer.exe | No additional info | Endpoint memory_injection /whose/risk.txt by kylesharp No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1677b487-c8f8-44f1-9215-ee01d96febe0 | 2025-04-05T19:15:31 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in Alibaba by matthew82 No additional info | {
"geo_location": "China",
"device_hash": "b3a15c5acedda7a82621d8b1004ba934",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ha-NG) AppleWebKit/533.49.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6533.49.3",
"session_id": "7767920c-4b3e-49f0-9c8a-dabeab00a06f",
"risk_score": ... | matthew82 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by matthew82 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-a3aef8fe | null | null | null | null | null | null | null | null | null | null |
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