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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
04fceffb-e90b-4ab2-9c78-23744618758d | 2025-02-25T03:32:38 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in AWS by katrinamartinez No additional info | {
"geo_location": "Uruguay",
"device_hash": "07a24f05837eb49ded448f4572db465a2109d671",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.10.6 (KHTML, like Gecko) Version/4.0 Safari/534.10.6",
"session_id": "b467504f-b18c-4804-ad54-2232e97b850b",
"risk_score": 41.6,
"confidence": 0.74
... | katrinamartinez | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by katrinamartinez No additional info | {
"baseline_deviation": 2.18,
"entropy": 3.93,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-4dff8c36 | null | null | null | null | null | null | null | null | null | null |
f864a2c9-c0dc-4c08-b786-c6278d190c93 | 2030-04-01T09:04:31 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in AWS by jared05 No additional info | {
"geo_location": "Bermuda",
"device_hash": "c31eb08eb0d761498d55861fb92452df",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.10.4 (KHTML, like Gecko) Version/5.1 Safari/535.10.4",
"session_id": "3d13cf23-4bdb-42f5-b69c-ebf5301d7471",
"risk_score": 63.44,
"confidence": 1
} | jared05 | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by jared05 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-0b8c7ef9 | null | null | null | null | null | null | null | null | null | null |
1b69d39f-e0e4-4b33-a086-914552e27625 | 2025-03-24T12:12:13 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth success for joshuapayne via OAuth from 182.140.76.111 No additional info | {
"geo_location": "Martinique",
"device_hash": "540464671bf06d1e03f5dbbbee9245bd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0 rv:3.0; cmn-TW) AppleWebKit/532.29.5 (KHTML, like Gecko) Version/4.0.5 Safari/532.29.5",
"session_id": "cc4db126-d523-4dbe-a10e-d4d782833c74",
"risk_score": 81.41,
... | joshuapayne | success | null | null | null | No additional info | Auth success for joshuapayne via OAuth from 182.140.76.111 No additional info | null | null | null | null | 182.140.76.111 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | d3:77:c1:4c:81:bc |
4ca41d7a-8e58-4ce8-a9ca-eb2ad7a96ae7 | 2025-03-21T15:36:37 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 70.60.127.40 to 132.62.107.148 MITRE Technique: T1059.005 noise=search | {
"geo_location": "Lithuania",
"device_hash": "b1068dad5ee47e25b3752ee3649ca866569733d78367527a6fb95cec53c1f56f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_3) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/59.0.807.0 Safari/534.2",
"session_id": "5996ac50-9e26-4ce7-95d9-6e77b3abfc5f",
"risk_sc... | null | disconnection | null | null | null | MITRE Technique: T1059.005 | Network disconnection from 70.60.127.40 to 132.62.107.148 MITRE Technique: T1059.005 | null | null | null | null | 70.60.127.40 | 132.62.107.148 | null | null | null | null | null | null | null | null | null | null | HTTPS | 965,221 | null | null | null |
1c7f0d5e-8544-4c75-9cde-50cf2d47dbee | 2025-01-13T09:51:27 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /campaign/second.js by diazkatherine No additional info noise=back|say|natural | {
"geo_location": "Samoa",
"device_hash": "d0fcdafafee81fdde73b5f8f2ac67c637b934eff",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/36.0.810.0 Mobile/53C495 Safari/536.1",
"session_id": "56235bbb-fc20-41c1-94ac-d08d1b24177d",
"risk_score": 47... | diazkatherine | service_install | /campaign/second.js | 5,864 | svchost.exe | No additional info | Endpoint service_install /campaign/second.js by diazkatherine No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c105c5c-fcff-4816-98fb-a1fa01a30262 | 2029-11-02T09:41:42 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Azure by bradleycox MITRE Technique: T1218.011 | {
"geo_location": "Cayman Islands",
"device_hash": "4836e9b10e6aa2156e30b8ad6dbf9c81",
"user_agent": "Opera/8.76.(Windows NT 11.0; sw-KE) Presto/2.9.178 Version/11.00",
"session_id": "9733573c-0152-42bc-9a98-716f0967b005",
"risk_score": 39.71,
"confidence": 0.79
} | bradleycox | lambda_execution | null | null | null | MITRE Technique: T1218.011 | Cloud lambda_execution in Azure by bradleycox MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Azure | res-77b0d058 | null | null | null | null | null | null | null | null | null | null |
c6b213cc-85c6-4057-b78f-3daa1f3c6383 | 2025-06-04T01:18:43 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Alibaba by ftorres No additional info | {
"geo_location": "Tanzania",
"device_hash": "0ae079cc13f1e970f601507313a429ed",
"user_agent": "Opera/9.10.(X11; Linux x86_64; mhr-RU) Presto/2.9.190 Version/10.00",
"session_id": "5c23e01a-4251-4919-a7fc-b2ac773632f1",
"risk_score": 55.27,
"confidence": 0.6
} | ftorres | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by ftorres No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-152004f0 | null | null | null | null | null | null | null | null | null | null |
b77fe094-fb55-48e1-bd05-cff5e9b46cd4 | 2025-03-10T02:13:57 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism financial by jeffrey24 No additional info | {
"geo_location": "Guatemala",
"device_hash": "b41a3e0abb292c28a0a8df1819b46d2f3432dde3",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.3) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/40.0.822.0 Safari/533.0",
"session_id": "eb77c063-7dfa-4aed-ba24-e6b8e6554846",
"risk_score": 32.59,
"confidence": 0.58
} | jeffrey24 | persistence_mechanism | financial | 3,732 | powershell.exe | No additional info | Endpoint persistence_mechanism financial by jeffrey24 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
73c4d7de-1441-4312-b0bd-64aeee0b6d87 | 2020-12-30T20:18:03 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by kevin37 MITRE Technique: T1543.003 | {
"geo_location": "China",
"device_hash": "ba5ed8d0a03884ecbebd2002d430639c86fa4ae0",
"user_agent": "Opera/9.62.(X11; Linux x86_64; tr-TR) Presto/2.9.182 Version/12.00",
"session_id": "08a11e09-45ff-4894-bb6f-590a9f85fb06",
"risk_score": 17.24,
"confidence": 0.08
} | kevin37 | prompt_injection | null | null | null | MITRE Technique: T1543.003 | AI system prompt_injection by kevin37 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | model-51cad050 | 423040780a1e2d3b7edb9a38d51463f3d7a05c43234e1770a5942bfbde233454 | 99a5a645f46e801a33fc7fb82e8dd2f387f75efc33ef55a9cacdbff963a5e357 | null | null | null | null | null | null | null |
f40d3d24-036c-48ec-9825-096a912a3669 | 2025-03-10T06:34:53 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Domain Fronting detected from 214.6.167.109 targeting 174.40.254.183 No additional info | {
"geo_location": "Niger",
"device_hash": "f79cafc38b2442bbfa011b4f24700da9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_1 rv:4.0; fil-PH) AppleWebKit/534.50.2 (KHTML, like Gecko) Version/5.0 Safari/534.50.2",
"session_id": "b87dc835-6fe4-4361-b869-9b2439d53701",
"risk_score": 24.22,
"confid... | null | null | null | null | null | No additional info | Zeek Alert: Domain Fronting detected from 214.6.167.109 targeting 174.40.254.183 No additional info | null | null | null | null | 214.6.167.109 | 174.40.254.183 | Domain Fronting | SIG-6485 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
ad0214c8-435f-4eda-afa3-90157051e999 | 2025-01-30T10:28:11 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine RDP traffic from 35.161.131.75:64 to 17.121.101.77:435 MITRE Technique: T1566.001 | {
"geo_location": "Latvia",
"device_hash": "99782000a8a29d3648e904ad01e10924",
"user_agent": "Opera/9.23.(Windows NT 4.0; wo-SN) Presto/2.9.187 Version/11.00",
"session_id": "bb19ac82-9879-44ad-be20-663f6f69ee4f",
"risk_score": 21.15,
"confidence": 0.7
} | null | quarantine | null | null | null | MITRE Technique: T1566.001 | Firewall quarantine RDP traffic from 35.161.131.75:64 to 17.121.101.77:435 MITRE Technique: T1566.001 | null | null | null | null | 35.161.131.75 | 17.121.101.77 | null | null | null | null | null | null | null | null | 64 | 435 | RDP | 374,577 | 1,730 | null | null |
527342d3-9894-47f0-ad67-01ac1d347266 | 2025-02-07T02:18:40 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical command_injection No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "0af2d03781602c0aacd6cb9b717018e2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/7139-11-02 13:04:31 Firefox/3.6.7",
"session_id": "ca44ec86-69b1-4546-bd0e-017ad7d6ad7e",
"risk_score": 39.86,
"confidence": 0.19
} | null | command_injection | null | null | null | No additional info | IoT device Medical command_injection No additional info | null | Medical | iot-112b7122 | 5.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9993260b-b0f6-43b8-bfa5-11f520ebab96 | 2025-04-28T12:27:44 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall log-only SMB traffic from 87.221.201.133:918 to 43.93.50.2:237 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "22f8a66021c88ae6fa1096c156dd7ebd",
"user_agent": "Opera/8.79.(X11; Linux x86_64; is-IS) Presto/2.9.175 Version/12.00",
"session_id": "672eaba1-a0cf-42c2-a4fc-dcb370d18e1a",
"risk_score": 38.07,
"confidence": 0.46
} | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 87.221.201.133:918 to 43.93.50.2:237 No additional info | null | null | null | null | 87.221.201.133 | 43.93.50.2 | null | null | null | null | null | null | null | null | 918 | 237 | SMB | 60,749 | 1,318 | null | null |
c0adbfde-571e-4834-ab00-0ec1eb192248 | 2025-02-03T22:22:00 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by banderson MITRE Technique: T1134.001 | {
"geo_location": "Angola",
"device_hash": "4e9d0cf8551c0bd1e33cfe1a61d6ae6286aa924b",
"user_agent": "Opera/9.32.(X11; Linux i686; brx-IN) Presto/2.9.166 Version/10.00",
"session_id": "8e255a51-27d3-49c6-a38f-bf994dc2fd83",
"risk_score": 52.32,
"confidence": 0.72
} | banderson | adversarial_input | null | null | null | MITRE Technique: T1134.001 | AI system adversarial_input by banderson MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-409a9517 | dad907047fee2a3f1b56f4f1d60a87803359dd6d | 1ca28d5a9232e1e39f6836146a7e54d169a41fbe | null | null | null | null | null | null | null |
2334d2a1-2f8a-490a-afb6-6a6c14a083e2 | 2025-03-11T09:14:15 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Alibaba by hnelson No additional info | {
"geo_location": "San Marino",
"device_hash": "e1bfda6cd2125b044c0ab634a9baa509",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.0)",
"session_id": "cea6cff7-443a-4ae0-ab19-dc50f4f686bd",
"risk_score": 71.67,
"confidence": 0.27
} | hnelson | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by hnelson No additional info | {
"baseline_deviation": 1,
"entropy": 4.57,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Alibaba | res-2f72ed4e | null | null | null | null | null | null | null | null | null | null |
178021bc-2f69-4e95-bc60-6e0089555a96 | 2025-06-21T18:16:27 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 89.237.33.198 to 60.36.157.42 No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "6053e2cc99a37c5717ad7a113db4679f",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3830-04-25 16:31:12 Firefox/3.8",
"session_id": "8118b329-641e-475a-ab0c-bb91470308c5",
"risk_score": 45,
"confidence": 0.01
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 89.237.33.198 to 60.36.157.42 No additional info | null | null | null | null | 89.237.33.198 | 60.36.157.42 | null | null | null | null | null | null | null | null | null | null | UDP | 126,231 | null | null | null |
ce79d04c-b734-405e-ae52-80aafb0e6dc7 | 2025-01-18T13:46:25 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /service/describe.css by michellejones No additional info noise=main | {
"geo_location": "Papua New Guinea",
"device_hash": "92178577156c1b9b7ca087f45011866bea6d961440d73c00bfce2c4940be02cc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; af-ZA) AppleWebKit/533.27.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6533.27.6",
"session_id": "96bd32de-45e... | michellejones | process_start | /service/describe.css | 3,067 | svchost.exe | No additional info | Endpoint process_start /service/describe.css by michellejones No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8803dbb9-4d98-4fb2-8609-6bf9588b1938 | 2025-03-27T04:58:52 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by leslie27 No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "7246f1634a6db2822282af706b7b9d9c",
"user_agent": "Opera/9.75.(Windows NT 11.0; hr-HR) Presto/2.9.166 Version/12.00",
"session_id": "86cc5b8a-62ce-4eaf-aa52-380949a5f6ad",
"risk_score": 43.25,
"confidence": 0.85
} | leslie27 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by leslie27 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b9348b2e | b3b1098618368a94cd39ba5ad5e20eba | 1592e63528115c7872b5534de3d4e1f6316287ea | null | null | null | null | null | null | null |
8370f37c-e4eb-4386-a67e-710a974c93f5 | 2025-06-24T15:02:41 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in AWS by alexandriawagner No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "f6014a6ea97ec3fc50178dbd43a020a9",
"user_agent": "Opera/9.35.(Windows 95; ko-KR) Presto/2.9.174 Version/11.00",
"session_id": "b423a62f-1fc6-47fc-8ebd-48debd231731",
"risk_score": 53.52,
"confidence": 0.23
} | alexandriawagner | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by alexandriawagner No additional info | null | null | null | null | null | null | null | null | null | AWS | res-0fcae6df | null | null | null | null | null | null | null | null | null | null |
8b1bae1f-d59d-4762-b180-f0b8d0ee5334 | 2025-07-03T21:33:25 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in GCP by benjamin69 MITRE Technique: T1547.001 noise=6604271A | {
"geo_location": "Vanuatu",
"device_hash": "031add45307da4ca20a95bfe765f686c1ce624abdf4c7a11666838616cd23ae4",
"user_agent": "Opera/9.24.(X11; Linux x86_64; wal-ET) Presto/2.9.176 Version/11.00",
"session_id": "cece1d84-5a18-4595-bb9e-8367b108e649",
"risk_score": 46.26,
"confidence": 0.85
} | benjamin69 | lambda_execution | null | null | null | MITRE Technique: T1547.001 | Cloud lambda_execution in GCP by benjamin69 MITRE Technique: T1547.001 | {
"baseline_deviation": 1.69,
"entropy": 3.38,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-faf3091a | null | null | null | null | null | null | null | null | null | null |
2119d9c6-4ac8-4624-abeb-5ca38ce33d37 | 2025-06-02T05:44:48 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: AI Model Poisoning detected from 10.36.242.213 targeting 192.45.201.180 MITRE Technique: T1059.005 | {
"geo_location": "Palau",
"device_hash": "f8d1a9e48cd0b4a7f31cf49994145ac7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/34.0.840.0 Mobile/68A518 Safari/532.0",
"session_id": "50706762-0eb4-441d-b3bf-93ef03ed32af",
"risk_score": 77.26,
... | null | null | null | null | null | MITRE Technique: T1059.005 | Snort Alert: AI Model Poisoning detected from 10.36.242.213 targeting 192.45.201.180 MITRE Technique: T1059.005 | null | null | null | null | 10.36.242.213 | 192.45.201.180 | AI Model Poisoning | SIG-7057 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
875ffb8c-31bc-46da-9ba3-733aa047bf04 | 2025-01-23T10:19:43 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for xwhite via passwordless from 156.30.233.235 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "63c313219e90df1bf84643921a36ef82fa04bcee",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/39.0.803.0 Mobile/60V941 Safari/536.1",
"session_id": "c69bd110-41d1-40d7-800b-3eec2d40ec1c",
"risk_scor... | xwhite | challenge | null | null | null | No additional info | Auth challenge for xwhite via passwordless from 156.30.233.235 No additional info | null | null | null | null | 156.30.233.235 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 1c:58:3e:da:1c:4f |
8f93090d-296b-4773-8489-5df3fe581371 | 2025-03-03T16:58:31 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth success for cynthia77 via passwordless from 66.173.28.207 No additional info | {
"geo_location": "Morocco",
"device_hash": "77590b689ae81fe38e28b19fa2ace29244bb3704e825894b75c5fd4915ce0568",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/53.0.800.0 Safari/533.1",
"session_id": "51defab8-c13b-4c25-ae72-6327ce3e0fe9",
"risk_score": 82.42,... | cynthia77 | success | null | null | null | No additional info | Auth success for cynthia77 via passwordless from 66.173.28.207 No additional info | null | null | null | null | 66.173.28.207 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 7f:2d:8a:e5:7d:d2 |
ad1fa43d-6ae4-48dd-bbe2-2950c9d3d8b6 | 2025-03-23T14:02:02 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1204.002 | {
"geo_location": "Malawi",
"device_hash": "9f76de65fc40cec559cbc6898551e910440c6fb44c88870d695afddb5654b39a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/4.1)",
"session_id": "63f26b34-b443-40a0-98a5-996b1c69404f",
"risk_score": 40.74,
"confidence": 0.62
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1204.002 | IoT device Medical sensor_spoofing MITRE Technique: T1204.002 | null | Medical | iot-2414d02a | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff749407-d86e-4fe8-9ac8-95496af6b86c | 2025-06-27T23:14:55 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1543.003 | {
"geo_location": "Uruguay",
"device_hash": "3c30d9e9f0bb9272b270653d374a9ce0b58b5d1b24c633450cc140e4fb335e40",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_8 rv:3.0; rw-RW) AppleWebKit/532.27.7 (KHTML, like Gecko) Version/5.0 Safari/532.27.7",
"session_id": "4bc95132-9b89-468a-bde4-c0bdddced1b... | null | sensor_spoofing | null | null | null | MITRE Technique: T1543.003 | IoT device Medical sensor_spoofing MITRE Technique: T1543.003 | null | Medical | iot-9610276d | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
40d0e050-1d56-4fbe-85d7-6834aaa70e34 | 2025-06-24T20:09:56 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Medical side_channel Associated Threat Actor: TA505 | Sensor spoofing detected | {
"geo_location": "Costa Rica",
"device_hash": "25a0756a424336e13a01e75f232645b1ca9bc10610d0f445d552da55787f1c58",
"user_agent": "Opera/8.66.(Windows 98; ug-CN) Presto/2.9.166 Version/11.00",
"session_id": "1133053d-2200-4a81-92cb-fd6af439fb0f",
"risk_score": 71.63,
"confidence": 0.81
} | null | side_channel | null | null | null | Associated Threat Actor: TA505 | Sensor spoofing detected | IoT device Medical side_channel Associated Threat Actor: TA505 | Sensor spoofing detected | null | Medical | iot-63246ccb | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
78b07f8c-7843-4e24-a399-c844ae38ce1b | 2025-05-09T03:36:52 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: Credential Stuffing detected from 82.0.183.147 targeting 162.246.31.183 MITRE Technique: T1134.001 noise=SW5jcmVhc2Uu | {
"geo_location": "Reunion",
"device_hash": "594363d5ebb30c09e0a5a065a5371943",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.1)",
"session_id": "f1de3175-1631-400d-9c03-533761dc5e2f",
"risk_score": 49.3,
"confidence": 0.61
} | null | null | null | null | null | MITRE Technique: T1134.001 | Microsoft Sentinel Alert: Credential Stuffing detected from 82.0.183.147 targeting 162.246.31.183 MITRE Technique: T1134.001 | null | null | null | null | 82.0.183.147 | 162.246.31.183 | Credential Stuffing | SIG-9847 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
d6e667c0-4090-4b5e-b556-c6639e7ac854 | 2021-02-07T12:15:06 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat battery_drain MITRE Technique: T1053.005 | {
"geo_location": "China",
"device_hash": "8d3b460528808e5f571a54a320d070f157cace662ca68cdd25e2daca02059dd5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "0314c8f6-97f7-461a-8eb7-c864495d8176",
"risk_score": 87.6,
"confidence": 0
} | null | battery_drain | null | null | null | MITRE Technique: T1053.005 | IoT device Thermostat battery_drain MITRE Technique: T1053.005 | null | Thermostat | iot-40fc844b | 2.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e04bb9b-dffa-4ead-9027-0f991a3fa9a7 | 2025-06-03T02:07:48 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by tasha86 MITRE Technique: T1566.001 | {
"geo_location": "Montserrat",
"device_hash": "6b644e9300c97ad86bb2555e52f8619812fd5a02",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/4017-05-05 17:54:38 Firefox/3.8",
"session_id": "1f3bbc2f-f155-49fe-9dba-3d0755a8215e",
"risk_score": 50.72,
"confidence": 0.46
} | tasha86 | model_inversion | null | null | null | MITRE Technique: T1566.001 | AI system model_inversion by tasha86 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-e1bc8aae | fca19fc357767dc30aa3ae8407680ad1 | fc744e5034367fc9e7e229a2f4cf2c1e45580ea8 | null | null | null | null | null | null | null |
fb1c87b9-65f2-4f88-bfb8-1cfa939c5e2f | 2025-04-03T10:26:51 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth success for michael71 via biometric from 182.111.179.105 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "3dd697510f9f234c51aebaa1cddad8ec",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_1; rv:1.9.6.20) Gecko/8256-08-07 17:32:27 Firefox/3.8",
"session_id": "c25b2569-f2de-4d87-8255-a2da1b8cd04c",
"risk_score": 60.09,
"confide... | michael71 | success | null | null | null | No additional info | Auth success for michael71 via biometric from 182.111.179.105 No additional info | {
"baseline_deviation": 0.88,
"entropy": 4.22,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 182.111.179.105 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | e2:d8:19:9d:e9:f9 |
e5db408f-e20b-41df-91b4-7b71bc2ade47 | 2025-01-22T02:24:46 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Alibaba by kylerobbins MITRE Technique: T1566.001 | {
"geo_location": "Guinea",
"device_hash": "c31b5d04200bc80b070992591574bd576629108dfbce0c182ace05b39b7daf48",
"user_agent": "Mozilla/5.0 (Android 4.0.3; Mobile; rv:60.0) Gecko/60.0 Firefox/60.0",
"session_id": "bbdf89b0-f349-4aef-82e3-f3ff75ed7121",
"risk_score": 57.6,
"confidence": 0.43
} | kylerobbins | shadow_it | null | null | null | MITRE Technique: T1566.001 | Cloud shadow_it in Alibaba by kylerobbins MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-39d6148d | null | null | null | null | null | null | null | null | null | null |
a40ca4e4-112e-4eb1-bba7-427599f4b657 | 2025-06-01T09:12:47 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: DNS Tunneling detected from 10.151.182.91 targeting N/A No additional info noise=list/category | {
"geo_location": "Mali",
"device_hash": "2bb876207b93e65d58beffdd82b9ef8eb90862862508348f05f1e9f15e7f0d15",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_8; rv:1.9.6.20) Gecko/9414-03-20 13:30:05 Firefox/3.8",
"session_id": "ce3ef18f-8f5f-4bca-91c9-104fdd815a07",
"risk_score": 61.91,
"confidenc... | null | null | null | null | null | No additional info | LogRhythm Alert: DNS Tunneling detected from 10.151.182.91 targeting N/A No additional info | null | null | null | null | 10.151.182.91 | N/A | DNS Tunneling | SIG-1436 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
49358c29-15cc-4be1-97b9-5a771071ccbc | 2025-05-28T14:44:55 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing MITRE Technique: T1204.002 | {
"geo_location": "Bermuda",
"device_hash": "4e257601ebcfd97139286fac68a6d99dfc2f6217",
"user_agent": "Opera/8.63.(X11; Linux x86_64; as-IN) Presto/2.9.162 Version/10.00",
"session_id": "a7c003ca-f944-4c5f-a0f1-fea3f64176de",
"risk_score": 88.1,
"confidence": 0.43
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1204.002 | IoT device Camera sensor_spoofing MITRE Technique: T1204.002 | null | Camera | iot-12161f20 | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1abcb62e-7e70-4884-93c4-fa983cd04d53 | 2025-05-13T14:47:40 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /responsibility/deep.pdf by qgomez No additional info | {
"geo_location": "Turkey",
"device_hash": "4f81bc744fe3bb6335357bf05b0cf360",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; mk-MK; rv:1.9.1.20) Gecko/2031-01-05 10:04:55 Firefox/12.0",
"session_id": "e684e6b7-f70e-495d-99d5-f06c64ab1761",
"risk_score": 67.06,
"confidence": 0.18
} | qgomez | service_install | /responsibility/deep.pdf | 5,063 | cmd.exe | No additional info | Endpoint service_install /responsibility/deep.pdf by qgomez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
223a0b66-477d-4dfe-b397-261a363a572b | 2025-04-20T21:40:58 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 205.206.217.93 to 58.216.200.227 No additional info noise=TGlzdC4= | {
"geo_location": "Latvia",
"device_hash": "f4d7dfabb800b942997792002e23fc8b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; mr-IN) AppleWebKit/534.14.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.14.4",
"session_id": "9c906a26-06a0-43f1-b1c3-5299262f13bb",
"risk_score":... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 205.206.217.93 to 58.216.200.227 No additional info | null | null | null | null | 205.206.217.93 | 58.216.200.227 | null | null | null | null | null | null | null | null | null | null | HTTP | 91,661 | null | null | null |
c4ed338a-5494-45a3-b592-1226cb655101 | 2025-04-17T04:33:35 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth bypass for tonidrake via key from 10.12.239.75 MITRE Technique: T1574.002 | Associated Threat Actor: Leafminer noise=search | {
"geo_location": "Palestinian Territory",
"device_hash": "ec31cae5dea9994d09205e9666a1bced",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.0)",
"session_id": "cd32aab5-60a7-434c-a1fb-f449df5d4c7b",
"risk_score": 61.34,
"confidence": 0.55
} | tonidrake | bypass | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Leafminer | Auth bypass for tonidrake via key from 10.12.239.75 MITRE Technique: T1574.002 | Associated Threat Actor: Leafminer | null | null | null | null | 10.12.239.75 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 1f:0a:46:5a:03:ca |
829f6391-bb26-494b-be01-e420158b2dd9 | 2025-03-29T14:52:54 | firewall | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|high| desc=Firewall deny SSH traffic from 2.211.78.253:483 to 171.144.213.173:740 MITRE Technique: T1190 | {
"geo_location": "North Korea",
"device_hash": "371550a1f83c20e9155c8603033a7235",
"user_agent": "Opera/9.20.(Windows 98; it-CH) Presto/2.9.169 Version/10.00",
"session_id": "17a447e5-5cc6-457f-aef6-04d52540216f",
"risk_score": 33.21,
"confidence": 0.14
} | null | deny | null | null | null | MITRE Technique: T1190 | Firewall deny SSH traffic from 2.211.78.253:483 to 171.144.213.173:740 MITRE Technique: T1190 | {
"baseline_deviation": 1.19,
"entropy": 7.98,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 2.211.78.253 | 171.144.213.173 | null | null | null | null | null | null | null | null | 483 | 740 | SSH | 496,006 | 297 | null | null |
65874081-e267-4a60-b03b-3912e2033083 | 2025-04-17T17:51:57 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor unusual_activity Associated Threat Actor: DarkSide noise=RWR1Y2F0aW9uLg== | {
"geo_location": "Seychelles",
"device_hash": "d6d7e66e37ecf1a7b143ee47c6a8a1b8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.1)",
"session_id": "cefe9798-ce92-4e28-a83d-5bada414e5f1",
"risk_score": 19.1,
"confidence": 0.19
} | null | unusual_activity | null | null | null | Associated Threat Actor: DarkSide | IoT device Sensor unusual_activity Associated Threat Actor: DarkSide | {
"baseline_deviation": 2.04,
"entropy": 7.35,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-4b96589d | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2acdb833-e46d-42e4-9ae9-cdafb83f79df | 2025-03-03T14:15:46 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only DNS traffic from 65.253.190.187:736 to 14.29.244.166:482 MITRE Technique: T1078.004 | {
"geo_location": "Iran",
"device_hash": "2a325a2535aa5dc49e8a7f4a6640d84b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "9024e330-dcea-4d1e-9090-a2631e3a478a",
"risk_score": 77.56,
"confidence": 0.27
} | null | log-only | null | null | null | MITRE Technique: T1078.004 | Firewall log-only DNS traffic from 65.253.190.187:736 to 14.29.244.166:482 MITRE Technique: T1078.004 | null | null | null | null | 65.253.190.187 | 14.29.244.166 | null | null | null | null | null | null | null | null | 736 | 482 | DNS | 504,945 | 680 | null | null |
80631584-0648-4f84-a91f-dc6c2b1b06aa | 2025-07-09T08:27:37 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /sense/style.css by carrie84 MITRE Technique: T1190 | {
"geo_location": "Botswana",
"device_hash": "95f9a0ecc0e6712a387921feaec3c319c70dc77a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8; rv:1.9.6.20) Gecko/3497-01-14 13:17:26 Firefox/3.8",
"session_id": "2488c2d7-b4e0-4b18-a1da-bfd94833c086",
"risk_score": 45.89,
"confidence": 0.25
} | carrie84 | powershell_exec | /sense/style.css | 4,655 | svchost.exe | MITRE Technique: T1190 | Endpoint powershell_exec /sense/style.css by carrie84 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c4b2cb5-ed73-4dbe-aa52-503bc3b037c0 | 2025-03-25T12:44:12 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor battery_drain MITRE Technique: T1134.001 | {
"geo_location": "Israel",
"device_hash": "cb0927f841af2f119ffa8fad26bca35c9fbbe0c3",
"user_agent": "Opera/8.83.(Windows NT 10.0; ml-IN) Presto/2.9.185 Version/11.00",
"session_id": "33c2a7dd-b768-4ceb-abea-051a5ca81899",
"risk_score": 43.89,
"confidence": 0.44
} | null | battery_drain | null | null | null | MITRE Technique: T1134.001 | IoT device Sensor battery_drain MITRE Technique: T1134.001 | null | Sensor | iot-2e493dfe | 10.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b129f012-368e-4df6-af06-db02641e5a2e | 2025-05-04T01:45:31 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by ejackson No additional info | {
"geo_location": "Seychelles",
"device_hash": "eddff1a3f5c52197a679b8fb6aab11cd",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/9.8w6957.0 Mobile/00P574 Safari/533.2",
"session_id": "e71fb9a0-33e0-43df-985c-b3413216555e",
"risk_score": 68.... | ejackson | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by ejackson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0fa3c712 | 50da063e1873a5479b3c2bd6e00f683908a7dac260c61e7a742d309a48e804bc | 6b03689c0ee1ec4841a92fde0eb41f92a51dc62d | null | null | null | null | null | null | null |
2b5a51ae-e449-46e6-b973-ff5cd193be0a | 2023-01-14T04:59:18 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update MITRE Technique: T1053.005 | {
"geo_location": "Swaziland",
"device_hash": "73cc34bbd46a4d48ee1c0ddc2946a28981b27166",
"user_agent": "Opera/9.91.(X11; Linux i686; li-BE) Presto/2.9.164 Version/10.00",
"session_id": "4ef5a072-325a-453c-9573-6624fdeb80e5",
"risk_score": 55.3,
"confidence": 0.77
} | null | firmware_update | null | null | null | MITRE Technique: T1053.005 | IoT device Camera firmware_update MITRE Technique: T1053.005 | null | Camera | iot-fd9f84a1 | 1.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d7f7005-9f29-481b-93cd-6ae592e34e3b | 2025-03-04T22:39:52 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: MFA Bypass detected from 189.96.10.196 targeting 44.6.244.57 No additional info | {
"geo_location": "Lithuania",
"device_hash": "96420a6846ed17b0511d31eb58c7153f057772f4410090d8eb4f9bb7a76d41ea",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; niu-NU) AppleWebKit/534.9.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.9.6",
"session_id": "e412b1b5-5abb-45b7-b... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: MFA Bypass detected from 189.96.10.196 targeting 44.6.244.57 No additional info | null | null | null | null | 189.96.10.196 | 44.6.244.57 | MFA Bypass | SIG-6442 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
6f6e5da4-b1cb-4185-b638-e82e0fd8c881 | 2025-06-21T04:25:23 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 67.238.132.67:730 to 22.148.59.97:340 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "6e236fdadb0226410c03633b47869f5a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/14.0.862.0 Mobile/45W464 Safari/536.0",
"session_id": "fde74bf9-abdb-4fa6-b1a8-66e336425a57",
"risk_score"... | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 67.238.132.67:730 to 22.148.59.97:340 No additional info | null | null | null | null | 67.238.132.67 | 22.148.59.97 | null | null | null | null | null | null | null | null | 730 | 340 | HTTPS | 609,621 | 1,417 | null | null |
58e80818-ce8b-4c50-a05a-b05477c81019 | 2025-06-24T01:34:04 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 64.199.84.51 to 5.46.51.215 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "2f8433288b3f629cdd540bcce5aef8d8d4ac594b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.1)",
"session_id": "4bc61e92-166b-40a5-93df-5890fec21252",
"risk_score": 13.92,
"confidence": 0.15
} | null | connection | null | null | null | No additional info | Network connection from 64.199.84.51 to 5.46.51.215 No additional info | null | null | null | null | 64.199.84.51 | 5.46.51.215 | null | null | null | null | null | null | null | null | null | null | HTTPS | 527,644 | null | null | null |
9eb7ad8c-ecb9-47c1-a66e-26414b588452 | 2025-02-02T07:06:58 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install study by christopher86 No additional info | {
"geo_location": "Serbia",
"device_hash": "25535fe2c99e29e8eb0b865a2bf624b7eabebc99",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_3 rv:5.0; sk-SK) AppleWebKit/535.14.2 (KHTML, like Gecko) Version/5.0 Safari/535.14.2",
"session_id": "acead439-5b01-40de-aba5-d7cb46646b43",
"risk_score": 26.43,... | christopher86 | service_install | study | 7,588 | explorer.exe | No additional info | Endpoint service_install study by christopher86 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
94450bb7-edca-4198-a11b-82c44ca0c4f6 | 2025-03-03T06:14:33 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect RDP traffic from 109.16.189.131:47107 to 63.242.172.40:333 MITRE Technique: T1218.011 | {
"geo_location": "Togo",
"device_hash": "c93e927791c8f026b85b67dcf826e7e0e1e3e14c60a7407fcec86e2780638d87",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; om-KE; rv:1.9.1.20) Gecko/8070-10-18 03:49:18 Firefox/3.6.13",
"session_id": "ad5ec5af-2eef-48f4-8bb1-dd60e2eefda2",
"risk_score": 3.25,
"confiden... | null | inspect | null | null | null | MITRE Technique: T1218.011 | Firewall inspect RDP traffic from 109.16.189.131:47107 to 63.242.172.40:333 MITRE Technique: T1218.011 | null | null | null | null | 109.16.189.131 | 63.242.172.40 | null | null | null | null | null | null | null | null | 47,107 | 333 | RDP | 50,218 | 2,567 | null | null |
c9591971-d4c0-4029-9758-9f460cab0cdc | 2025-03-26T06:06:58 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 56.65.127.35 to 204.109.138.255 MITRE Technique: T1574.002 | {
"geo_location": "Belize",
"device_hash": "7223e6cc91d7588305a39807e9c7c4fc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.5.2 (KHTML, like Gecko) Version/5.0 Safari/534.5.2",
"session_id": "ee521a59-0450-4463-b655-ddac554e22d3",
"risk_score": 30.93,
"confidence": 0.18
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1574.002 | Network bandwidth_usage from 56.65.127.35 to 204.109.138.255 MITRE Technique: T1574.002 | null | null | null | null | 56.65.127.35 | 204.109.138.255 | null | null | null | null | null | null | null | null | null | null | UDP | 960,418 | null | null | null |
e09815b6-b6f6-48db-bf03-a05b60581f72 | 2025-06-04T09:49:21 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Alibaba by sanchezmadeline No additional info noise=U2l0Lg== | {
"geo_location": "Russia",
"device_hash": "95480c7a7c3d2d63bed522e1ff8f8de816e14a9d409bf64bf555b6a8d599d751",
"user_agent": "Opera/9.22.(Windows NT 6.0; cv-RU) Presto/2.9.186 Version/10.00",
"session_id": "db50f8ff-0d58-4024-9c14-8e003eda4a4a",
"risk_score": 74.32,
"confidence": 0.72
} | sanchezmadeline | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by sanchezmadeline No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-0c8c0bb4 | null | null | null | null | null | null | null | null | null | null |
04721b00-85ad-4b7b-9e2e-407ff874019b | 2025-07-01T18:15:28 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTPS traffic from 22.200.149.15:45854 to 10.52.169.54:517 No additional info noise=0D82910F | {
"geo_location": "Armenia",
"device_hash": "3b8474e4b2ab8fe056736d866eeffe932d10bc58",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; fil-PH) AppleWebKit/533.14.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.14.4",
"session_id": "77d0817e-3215-450a-b54c-23a613cb2638",
"ri... | null | inspect | null | null | null | No additional info | Firewall inspect HTTPS traffic from 22.200.149.15:45854 to 10.52.169.54:517 No additional info | null | null | null | null | 22.200.149.15 | 10.52.169.54 | null | null | null | null | null | null | null | null | 45,854 | 517 | HTTPS | 811,632 | 2,500 | null | null |
45c9fbad-fb97-4746-991d-4e2711de771b | 2025-02-25T18:17:36 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Grenada",
"device_hash": "e47413a2c651a814e7f6f108c060dbb6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_9 rv:5.0; de-BE) AppleWebKit/535.2.7 (KHTML, like Gecko) Version/4.0.5 Safari/535.2.7",
"session_id": "b27fb560-80bd-4697-b52d-93989cd50a2f",
"risk_score": 60.54,
"confide... | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-1c7d3915 | 4.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f10098e7-e8b5-4df5-8e24-d4f2fa0be1f4 | 2025-05-29T01:55:40 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in OCI by theresa70 No additional info noise=979FF478 | {
"geo_location": "Austria",
"device_hash": "54effa75b20892ef45ee113003032cbcaea53c90",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:23.0) Gecko/23.0 Firefox/23.0",
"session_id": "e6765a57-9029-4f32-8b21-0489253b9e4d",
"risk_score": 18.68,
"confidence": 0.97
} | theresa70 | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by theresa70 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-2f6cfaf8 | null | null | null | null | null | null | null | null | null | null |
45c7fd03-a21e-4f3d-9913-65d71b2102a0 | 2025-04-28T08:48:25 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Azure by rachelpeters MITRE Technique: T1204.002 | Associated Threat Actor: FIN7 | {
"geo_location": "Swaziland",
"device_hash": "db071be96361e219dd35cc15b65a38bc",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/37.0.874.0 Mobile/93P383 Safari/533.0",
"session_id": "b591baee-b521-42e5-b260-a178633367bd",
"risk_score": 36.1... | rachelpeters | storage_access | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: FIN7 | Cloud storage_access in Azure by rachelpeters MITRE Technique: T1204.002 | Associated Threat Actor: FIN7 | {
"baseline_deviation": 1.12,
"entropy": 4.54,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-35492935 | null | null | null | null | null | null | null | null | null | null |
e2e4030c-b7da-45fa-8622-bdb2fbb97450 | 2025-02-10T21:10:01 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network covert_channel from 10.141.165.51 to 91.101.42.209 No additional info | {
"geo_location": "Guam",
"device_hash": "4b529b9e51cb02f280ab07059ea916476f01617441b6cc5d7b329a6e2a298cd7",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "9cb98aad-40f7-461d-b349-cc62a56bab53",
"risk_score": 35.94,
"confidence": 0.33
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 10.141.165.51 to 91.101.42.209 No additional info | null | null | null | null | 10.141.165.51 | 91.101.42.209 | null | null | null | null | null | null | null | null | null | null | TCP | 371,011 | null | null | null |
cec02d9d-ad3a-4c42-9e0a-f21f039cfff6 | 2025-03-04T12:49:58 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for steventhompson via MFA from 183.54.171.241 MITRE Technique: T1543.003 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Serbia",
"device_hash": "7443fe7079da25529802c68f0bf09169",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/63.0.848.0 Safari/531.2",
"session_id": "d6130f21-173b-4275-8e97-e73e6a976116",
"risk_score": 0,
"confidence": 0.39
} | steventhompson | timeout | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: ACPI table modifications | Auth timeout for steventhompson via MFA from 183.54.171.241 MITRE Technique: T1543.003 | Unconventional IOC: ACPI table modifications | null | null | null | null | 183.54.171.241 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | d2:98:aa:a5:a5:af |
b2bb20fe-a141-4224-8160-d7ec4a21374e | 2025-05-08T16:29:11 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing No additional info | {
"geo_location": "Argentina",
"device_hash": "a5dda5613ecc1657e562b5ac3eab5ccffdbc193b",
"user_agent": "Opera/9.20.(X11; Linux x86_64; ht-HT) Presto/2.9.161 Version/12.00",
"session_id": "f46da23f-a158-480d-bd6b-95213ca53be5",
"risk_score": 100,
"confidence": 0.29
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | null | Medical | iot-c4b3b635 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
36bf6d10-c142-4f98-b7a9-797bab303553 | 2024-04-22T16:03:24 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop TCP traffic from 183.66.53.121:303 to 165.174.102.137:148 No additional info noise=B8A306C3 | {
"geo_location": "Central African Republic",
"device_hash": "7640b1f9dc5d3cf4d25b8a5b1af1c7b1945e7b7d50e70507f9dbdae1b3ecb4ac",
"user_agent": "Opera/8.92.(Windows NT 10.0; cy-GB) Presto/2.9.181 Version/12.00",
"session_id": "7298e09a-7e8c-4170-ba0b-02b49f2953ea",
"risk_score": 32.52,
"confidence": 0.18
} | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 183.66.53.121:303 to 165.174.102.137:148 No additional info | null | null | null | null | 183.66.53.121 | 165.174.102.137 | null | null | null | null | null | null | null | null | 303 | 148 | TCP | 125,619 | 571 | null | null |
7cd612ec-a971-47ce-a323-6fac087de9df | 2025-01-12T14:31:36 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Lesotho",
"device_hash": "6821f6050302377be2ca07a43c8adaab87327db0",
"user_agent": "Opera/8.80.(X11; Linux x86_64; ur-PK) Presto/2.9.177 Version/10.00",
"session_id": "3cd94166-8e26-4fbe-a8a0-3a4fc13d885b",
"risk_score": 2.31,
"confidence": 0.09
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-0def9c5d | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7b7187c7-ff3d-49f8-b369-367e0e4dc0d7 | 2025-05-11T13:08:39 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network connection from 209.225.246.200 to 154.37.125.121 No additional info | {
"geo_location": "Ireland",
"device_hash": "3d84d39956428092962d15c964a8b3a5",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/63.0.828.0 Mobile/78P853 Safari/533.1",
"session_id": "a3e2b7b3-4f78-476a-8db7-d7bcbd7ca148",
"risk_score": 72.22,
... | null | connection | null | null | null | No additional info | Network connection from 209.225.246.200 to 154.37.125.121 No additional info | null | null | null | null | 209.225.246.200 | 154.37.125.121 | null | null | null | null | null | null | null | null | null | null | HTTPS | 987,320 | null | null | null |
9d6f1747-7054-45ac-8ae9-7456cc397670 | 2025-02-06T06:31:28 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine NTP traffic from 10.160.69.65:466 to 15.235.28.141:393 MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Kazakhstan",
"device_hash": "979810353b1c1492a0c062dc40cc6409",
"user_agent": "Opera/8.57.(Windows NT 4.0; wo-SN) Presto/2.9.168 Version/12.00",
"session_id": "641f6eab-211e-4e0a-ace8-146b114fc8a2",
"risk_score": 44.28,
"confidence": 0.78
} | null | quarantine | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | Firewall quarantine NTP traffic from 10.160.69.65:466 to 15.235.28.141:393 MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | null | null | null | null | 10.160.69.65 | 15.235.28.141 | null | null | null | null | null | null | null | null | 466 | 393 | NTP | 410,987 | 968 | null | null |
1f9e9f97-fdc5-40f7-864e-f76d5d6d801d | 2025-02-17T15:21:27 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec part by bryanttina No additional info | {
"geo_location": "Monaco",
"device_hash": "6c3ed024fc062f4194affd6024b605c764e3dcfe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.0)",
"session_id": "d3971224-993f-4711-bb92-ffb23cb14d69",
"risk_score": 55.32,
"confidence": 0.66
} | bryanttina | wmi_exec | part | 3,862 | powershell.exe | No additional info | Endpoint wmi_exec part by bryanttina No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b40ac401-0fa5-4411-bfad-34dc531f6ab9 | 2025-05-30T18:25:06 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 163.138.135.185 to 10.221.225.236 No additional info | {
"geo_location": "Haiti",
"device_hash": "0afffb69b773081c9b996b219deeaf83",
"user_agent": "Opera/8.61.(Windows NT 6.0; pt-BR) Presto/2.9.163 Version/10.00",
"session_id": "93f861b5-1994-44b1-9b6a-cbf63dd03ff3",
"risk_score": 37.67,
"confidence": 0.9
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 163.138.135.185 to 10.221.225.236 No additional info | null | null | null | null | 163.138.135.185 | 10.221.225.236 | null | null | null | null | null | null | null | null | null | null | UDP | 399,905 | null | null | null |
ef0aee6e-a779-4784-9a6e-c929b2a3e573 | 2025-05-14T14:32:43 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: SQL Injection detected from 121.159.118.169 targeting 10.83.229.101 No additional info | {
"geo_location": "Jamaica",
"device_hash": "67fb69bbc30f35affd747d89162c8d63",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 15_8_2 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/16.1x0404.0 Mobile/58F273 Safari/533.2",
"session_id": "902c1505-81ab-4e1a-bbad-e464a2e892e4",
"risk_score": 31.95,
... | null | null | null | null | null | No additional info | Wazuh Alert: SQL Injection detected from 121.159.118.169 targeting 10.83.229.101 No additional info | null | null | null | null | 121.159.118.169 | 10.83.229.101 | SQL Injection | SIG-5428 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b9e8a034-2533-41c8-be13-a2a2ef459c65 | 2028-07-22T07:07:20 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 43.12.168.236 to 217.92.163.116 No additional info | {
"geo_location": "Greenland",
"device_hash": "9c92ca894cc5d8883706f29a0e674ee3cb1d010efdcf5541169fc25dd9189caf",
"user_agent": "Opera/9.30.(X11; Linux x86_64; crh-UA) Presto/2.9.188 Version/12.00",
"session_id": "469968bd-1492-41f3-af77-74f2d291dc75",
"risk_score": 58.18,
"confidence": 0.54
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 43.12.168.236 to 217.92.163.116 No additional info | null | null | null | null | 43.12.168.236 | 217.92.163.116 | null | null | null | null | null | null | null | null | null | null | UDP | 647,235 | null | null | null |
fd32e040-1d3e-47fd-af51-22ef0c15d1a2 | 2025-05-18T04:02:49 | 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: Zero-Day Exploit detected from 176.87.234.22 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Finland",
"device_hash": "f8430a39885e1dcfe8f5ce494c593e7b49b6ed62",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/37.0.830.0 Safari/533.2",
"session_id": "174c4929-8ce6-4089-a973-9f6898bfdfc6",
"risk_score": 37.26,
"confidence": ... | null | null | null | null | null | MITRE Technique: T1059.001 | Palo Alto Cortex Alert: Zero-Day Exploit detected from 176.87.234.22 targeting N/A MITRE Technique: T1059.001 | null | null | null | null | 176.87.234.22 | N/A | Zero-Day Exploit | SIG-2014 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
91202fc9-2187-4528-a7b7-e63ca1aa818d | 2025-04-12T09:41:44 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth success for jeffreystewart via key from 71.65.175.177 No additional info | {
"geo_location": "Anguilla",
"device_hash": "0a130716e58574280675d632969ad7ce963a9dc3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.1)",
"session_id": "3421fea0-73ef-4e21-85d9-d94557e0ba34",
"risk_score": 3.95,
"confidence": 0.63
} | jeffreystewart | success | null | null | null | No additional info | Auth success for jeffreystewart via key from 71.65.175.177 No additional info | null | null | null | null | 71.65.175.177 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | be:9a:fc:59:91:7e |
799ca943-3c8f-4f78-8c66-c9b2d77cfa04 | 2025-06-30T06:14:25 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /ago/read.flac by fritzheidi No additional info noise=election|option|walk | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "f69b555a6ca046f70b9cec64e65afa95",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/14.0.840.0 Safari/534.0",
"session_id": "08c9fa63-18e3-4a58-ae6c-ac43b2052c17",
"risk_score": 71.43,
"confidence": 0.14
} | fritzheidi | scheduled_task | /ago/read.flac | 8,875 | cmd.exe | No additional info | Endpoint scheduled_task /ago/read.flac by fritzheidi No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
142a543b-7131-4454-969d-69964ce43140 | 2025-06-13T22:38:55 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /simple/will.ppt by cookmark Associated Threat Actor: Cobalt Group | {
"geo_location": "Philippines",
"device_hash": "c0cd8031b678f2163143eee59c5397afb87ec922",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/13.0.800.0 Safari/536.0",
"session_id": "774c005f-1990-4ea0-9b6c-267c2a1ec537",
"risk_score": 61.46,
"confidence": 0.12
} | cookmark | powershell_exec | /simple/will.ppt | 2,857 | svchost.exe | Associated Threat Actor: Cobalt Group | Endpoint powershell_exec /simple/will.ppt by cookmark 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 |
c74c8f05-175a-4f3a-bb9c-f1a45c23c245 | 2025-06-27T06:38:32 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect UDP traffic from 79.132.38.99:30510 to 139.107.37.172:30991 No additional info | {
"geo_location": "Mongolia",
"device_hash": "5307fa2c4944d417c6b1a2a2ca8cf33f7e8f7a3c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/54.0.894.0 Safari/535.0",
"session_id": "15dd0dae-5b25-4783-a651-5a67a0d4439d",
"risk_score": 75.94,
"confidence":... | null | inspect | null | null | null | No additional info | Firewall inspect UDP traffic from 79.132.38.99:30510 to 139.107.37.172:30991 No additional info | null | null | null | null | 79.132.38.99 | 139.107.37.172 | null | null | null | null | null | null | null | null | 30,510 | 30,991 | UDP | 302,948 | 220 | null | null |
b3ce1934-a0a1-4ae9-8094-0f47365bc81a | 2025-06-01T00:28:46 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 60.160.79.27:627 to 200.15.208.166:912 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "db16165ec91547527e08701bc5dd45ced1708bff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.1)",
"session_id": "36169004-7337-4fc6-ac38-f838a173dbb2",
"risk_score": 78.97,
"confidence": 0.14
} | null | drop | null | null | null | No additional info | Firewall drop SMB traffic from 60.160.79.27:627 to 200.15.208.166:912 No additional info | null | null | null | null | 60.160.79.27 | 200.15.208.166 | null | null | null | null | null | null | null | null | 627 | 912 | SMB | 991,129 | 1,007 | null | null |
fb3baaab-7256-4d3e-9da3-c9125d4c5e10 | 2025-02-28T01:16:32 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: XSS detected from 138.160.10.250 targeting 150.209.65.21 No additional info noise=tag/categories/tag | {
"geo_location": "Sierra Leone",
"device_hash": "4fc552473e73b8d55e3ced39dd9d2ad73898d1396b434ec102df8e83d36ab079",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_7) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/14.0.851.0 Safari/531.0",
"session_id": "f9371826-eb82-4b43-b908-6cd85c020954",
"risk... | null | null | null | null | null | No additional info | OSSEC Alert: XSS detected from 138.160.10.250 targeting 150.209.65.21 No additional info | null | null | null | null | 138.160.10.250 | 150.209.65.21 | XSS | SIG-8691 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
fca98ad4-dd81-4e56-9fd9-919d371690c6 | 2025-06-25T22:14:13 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical command_injection MITRE Technique: T1574.002 | {
"geo_location": "North Macedonia",
"device_hash": "b48a00583d3e7ffe2d2543f5dd1ca4a97b6b96fa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "c5fd7cdd-4e9e-42a6-85d1-2644894a3744",
"risk_score": 21.72,
"confidence": 0.32
} | null | command_injection | null | null | null | MITRE Technique: T1574.002 | IoT device Medical command_injection MITRE Technique: T1574.002 | null | Medical | iot-a8295156 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22d56ab2-efd8-40a5-b5f5-761129b620ea | 2025-02-01T06:38:59 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism open by mariarobinson Associated Threat Actor: REvil noise=I|outside|former | {
"geo_location": "Cameroon",
"device_hash": "1f4a81ecc824c53158676d99686f576779222d70",
"user_agent": "Opera/8.83.(Windows NT 6.1; be-BY) Presto/2.9.166 Version/10.00",
"session_id": "aa23e71e-d432-43df-9ef9-11d521f5a373",
"risk_score": 43.71,
"confidence": 0.56
} | mariarobinson | persistence_mechanism | open | 5,865 | svchost.exe | Associated Threat Actor: REvil | Endpoint persistence_mechanism open by mariarobinson Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
54eaff58-ac2a-4031-8c95-d2268ec5f5cf | 2025-01-16T02:58:49 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by juan79 MITRE Technique: T1110.003 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "5b599e8f1284f02dd892d719c29d335f9b8831f8a1d3994aef919c66b3ff6d4a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.0)",
"session_id": "df007c9b-5fa6-4257-8198-7b3ad72dfcc4",
"risk_score": 65.41,
"confidence": 0.91
} | juan79 | lambda_execution | null | null | null | MITRE Technique: T1110.003 | Cloud lambda_execution in Azure by juan79 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | Azure | res-cd99d811 | null | null | null | null | null | null | null | null | null | null |
2784648d-2800-41a7-936a-d563713119fa | 2025-02-21T14:18:25 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /arrive/single.jpeg by johnsonnicole Associated Threat Actor: Equation Group | {
"geo_location": "Czech Republic",
"device_hash": "cc892e5feecfb1f963c983d88226a3df",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2; rv:1.9.6.20) Gecko/6656-07-24 14:17:44 Firefox/3.6.13",
"session_id": "1275ca8c-8192-40ee-b687-dcee161bbbeb",
"risk_score": 42.9,
"confidence": 0.48
} | johnsonnicole | process_start | /arrive/single.jpeg | 9,333 | explorer.exe | Associated Threat Actor: Equation Group | Endpoint process_start /arrive/single.jpeg by johnsonnicole Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aa12c975-deb6-48ce-89f0-9aa58183072f | 2025-05-20T21:27:40 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 78.249.214.27:662 to 148.50.203.200:805 Unconventional IOC: ACPI table modifications | Geo anomaly: Impossible travel detected noise=UGFwZXIu | {
"geo_location": "Tajikistan",
"device_hash": "de7c2d59212536c10852aa80b6c1b683",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/53.0.853.0 Mobile/35E916 Safari/535.0",
"session_id": "5d049062-0c0e-42bd-9c5c-81508ba1bf71",
"risk_score": 42.88,
... | null | deny | null | null | null | Unconventional IOC: ACPI table modifications | Geo anomaly: Impossible travel detected | Firewall deny HTTPS traffic from 78.249.214.27:662 to 148.50.203.200:805 Unconventional IOC: ACPI table modifications | Geo anomaly: Impossible travel detected | null | null | null | null | 78.249.214.27 | 148.50.203.200 | null | null | null | null | null | null | null | null | 662 | 805 | HTTPS | 926,692 | 2,311 | null | null |
5e76e17d-d8f2-4598-9fbe-733e927a3acc | 2025-03-24T16:55:49 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth challenge for payers via MFA from 126.7.59.100 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "a260f764de9aa81ee722acccdce7dae982c81fce",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/14.8o0845.0 Mobile/50M941 Safari/535.1",
"session_id": "204b9f2b-fb6c-4cf0-af50-6e2ba90137b8",
"risk_score": ... | payers | challenge | null | null | null | No additional info | Auth challenge for payers via MFA from 126.7.59.100 No additional info | null | null | null | null | 126.7.59.100 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | ba:04:79:9c:b9:7b |
730ae691-e02a-4149-a999-f2a0d004df19 | 2025-06-11T06:13:49 | network | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|info| desc=Network disconnection from 136.246.228.75 to 118.189.195.130 No additional info noise=TmV3c3BhcGVyLg== | {
"geo_location": "Cambodia",
"device_hash": "aa2ddc550bd9c96186e7f8923fd2de36",
"user_agent": "Opera/8.15.(X11; Linux i686; ca-IT) Presto/2.9.189 Version/11.00",
"session_id": "9d243fef-d400-4f2b-91bc-15170a17fba4",
"risk_score": 55.98,
"confidence": 0.14
} | null | disconnection | null | null | null | No additional info | Network disconnection from 136.246.228.75 to 118.189.195.130 No additional info | null | null | null | null | 136.246.228.75 | 118.189.195.130 | null | null | null | null | null | null | null | null | null | null | TCP | 48,216 | null | null | null |
4e84f0b2-d2e7-44a6-922a-2a815ae9fefd | 2025-01-16T12:32:57 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 111.67.210.253 to 125.38.242.157 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "c1f69b87eb97f118db21fdc70c18285d",
"user_agent": "Opera/8.73.(Windows 95; ak-GH) Presto/2.9.187 Version/10.00",
"session_id": "3a769942-22fb-4dd9-a8c8-7b3a81e855b4",
"risk_score": 49.2,
"confidence": 0.62
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 111.67.210.253 to 125.38.242.157 No additional info | null | null | null | null | 111.67.210.253 | 125.38.242.157 | null | null | null | null | null | null | null | null | null | null | UDP | 798,003 | null | null | null |
cc7b6a33-2b81-4215-8ce5-d8faaf1f5dc8 | 2025-02-03T18:02:51 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for crosbyfrank via key from 56.190.159.49 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "04c6ef09a736c1f92a3321ba67b4921bb31158c7",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_7; rv:1.9.5.20) Gecko/9927-05-20 11:49:35 Firefox/3.8",
"session_id": "12848acf-9457-4ab6-8237-a1da17708539",
"risk_score": 35.06,
"confidence": 0.9... | crosbyfrank | challenge | null | null | null | No additional info | Auth challenge for crosbyfrank via key from 56.190.159.49 No additional info | {
"baseline_deviation": 1.23,
"entropy": 6.88,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 56.190.159.49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ca:cd:95:7b:8d:15 |
7177c80b-b83a-4b68-9006-bf45e09e2ec9 | 2025-03-19T08:56:52 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop hand by jamespeterson No additional info | {
"geo_location": "Nigeria",
"device_hash": "51a8d397d8435a0afb81121824cc6a4b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.1)",
"session_id": "a9314701-4b7a-429f-980e-12f1a17bb579",
"risk_score": 30.41,
"confidence": 0.45
} | jamespeterson | process_stop | hand | 4,151 | svchost.exe | No additional info | Endpoint process_stop hand by jamespeterson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fa033887-c4a5-4e04-afec-2ac728499cc6 | 2025-02-23T08:30:32 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth success for xacevedo via passwordless from 213.129.126.81 No additional info | {
"geo_location": "Maldives",
"device_hash": "37b882e53fe72936f4171754d6822953ae7e2d50",
"user_agent": "Opera/9.91.(Windows NT 5.0; th-TH) Presto/2.9.165 Version/11.00",
"session_id": "2ad625be-0355-4a94-b8e5-a10a36077bcd",
"risk_score": 39.44,
"confidence": 0.09
} | xacevedo | success | null | null | null | No additional info | Auth success for xacevedo via passwordless from 213.129.126.81 No additional info | null | null | null | null | 213.129.126.81 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 48:45:c2:1e:49:cb |
b45c883e-dac2-431a-a878-fa3acacec805 | 2025-06-01T23:33:46 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by halllisa MITRE Technique: T1078.004 noise=however|must|ahead | {
"geo_location": "Seychelles",
"device_hash": "523555bb372fe40853dbc0f914bef0cb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ca-AD) AppleWebKit/531.39.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6531.39.5",
"session_id": "ed2f3c54-36ed-4a56-9e65-77c47a0f4aa8",
"risk_sco... | halllisa | membership_inference | null | null | null | MITRE Technique: T1078.004 | AI system membership_inference by halllisa MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-2060ac39 | 1270da5bc51fcc59ca45c07b9015be54 | 8e8c5fd4608e358cd1ce86ae79b43353 | null | null | null | null | null | null | null |
c8ec9233-8d5c-4fc3-b559-8bf2521ff2aa | 2025-06-12T14:28:08 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth success for jonathan45 via password from 35.186.29.143 MITRE Technique: T1574.002 noise=7AD4A240 | {
"geo_location": "French Southern Territories",
"device_hash": "c583e7694f026351e232eea5252c9fe2969c063d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_3; rv:1.9.5.20) Gecko/7848-12-03 07:07:03 Firefox/3.8",
"session_id": "5c4d61cb-f75a-491f-bf62-c8c69edc5923",
"risk_score": 36.59,
"confiden... | jonathan45 | success | null | null | null | MITRE Technique: T1574.002 | Auth success for jonathan45 via password from 35.186.29.143 MITRE Technique: T1574.002 | null | null | null | null | 35.186.29.143 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 03:43:d5:cf:ae:7e |
3c57d775-4301-492a-bcd2-10ff26246a11 | 2025-07-10T21:45:43 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by tiffanywebb MITRE Technique: T1134.001 | {
"geo_location": "Mongolia",
"device_hash": "7286440eae9ff4e1499367d6a145f9c5ba4a8132f58903bd6d6aeb38d1c3914f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.1)",
"session_id": "7c205156-52fc-45df-a261-458526c25873",
"risk_score": 41.91,
"confidence": 0.07
} | tiffanywebb | crypto_mining | null | null | null | MITRE Technique: T1134.001 | Cloud crypto_mining in OCI by tiffanywebb MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | OCI | res-a9452a3e | null | null | null | null | null | null | null | null | null | null |
8e2501fa-e07e-412d-8a68-1d669fadf71c | 2025-05-10T09:25:55 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 11.11.19.40 to 100.57.4.222 No additional info noise=posts | {
"geo_location": "Belarus",
"device_hash": "d069c1dd61086bd5127a36dacbafb43bb6ae435b7cf4b5b1fbb7b0860c5dc169",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.0)",
"session_id": "33ef0b86-5c82-4ca1-a0b2-08b581b109d2",
"risk_score": 48.51,
"confidence": 0.87
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 11.11.19.40 to 100.57.4.222 No additional info | null | null | null | null | 11.11.19.40 | 100.57.4.222 | null | null | null | null | null | null | null | null | null | null | ICMP | 468,010 | null | null | null |
6c5707c2-641d-4ebf-9a26-f9de31da62ba | 2025-05-16T05:48:50 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by linda92 MITRE Technique: T1190 | Associated Threat Actor: APT37 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "French Guiana",
"device_hash": "4ffe3724159a7e7b1feff3760f51fcb4835bb1cd",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_0 rv:2.0; ts-ZA) AppleWebKit/534.13.7 (KHTML, like Gecko) Version/5.0 Safari/534.13.7",
"session_id": "24780b22-bc21-4d85-b1fa-b70e06da3c64",
"risk_score... | linda92 | fine_tuning | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: APT37 | Unconventional IOC: GPU memory artifacts | AI system fine_tuning by linda92 MITRE Technique: T1190 | Associated Threat Actor: APT37 | Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | model-9826b3f7 | 6d13c30cf23dbfb75e07d68246bb8623 | fae791439ba0bd7ec61d676f53216b20565fa612 | null | null | null | null | null | null | null |
0c20d6cc-080b-4c88-ae34-99daa83831d1 | 2025-07-01T05:26:29 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec ok by michelledelacruz No additional info noise=would|maybe|another | {
"geo_location": "Iraq",
"device_hash": "2fb4310e11e9ef3d3930f4dc5f72b59c953f97ba0395160a5a10562015ffc90c",
"user_agent": "Opera/8.36.(X11; Linux x86_64; lo-LA) Presto/2.9.166 Version/11.00",
"session_id": "f0f3504b-ff56-474f-9a4a-d5f4472e66ad",
"risk_score": 49.55,
"confidence": 0.36
} | michelledelacruz | wmi_exec | ok | 5,028 | svchost.exe | No additional info | Endpoint wmi_exec ok by michelledelacruz No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5cbb0fc9-ca20-492b-a90f-99430fb0857d | 2025-02-23T17:28:15 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTP traffic from 95.212.240.13:8486 to 26.38.14.34:448 No additional info | {
"geo_location": "North Korea",
"device_hash": "34c3ea4a46d359f5b5c02f15c24c47f7b8b29adb",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/39.0.879.0 Safari/534.0",
"session_id": "282335d7-9825-4df2-bfe4-7f802ef00679",
"risk_score": 73.02,
"confide... | null | deny | null | null | null | No additional info | Firewall deny HTTP traffic from 95.212.240.13:8486 to 26.38.14.34:448 No additional info | null | null | null | null | 95.212.240.13 | 26.38.14.34 | null | null | null | null | null | null | null | null | 8,486 | 448 | HTTP | 979,494 | 2,756 | null | null |
47faece9-26a3-4d14-a1c1-cc9247bc443a | 2025-02-19T17:37:31 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth success for kayla19 via passwordless from 123.55.143.51 No additional info | {
"geo_location": "Niger",
"device_hash": "5ad2f625a907c982639106209d11f658",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/19.0.866.0 Safari/533.0",
"session_id": "b305c72b-ab5b-4c61-ac7b-fe4af504d897",
"risk_score": 70.86,
"confidence": 0.91
} | kayla19 | success | null | null | null | No additional info | Auth success for kayla19 via passwordless from 123.55.143.51 No additional info | {
"baseline_deviation": 1.2,
"entropy": 4.19,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 123.55.143.51 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | a6:26:0a:21:23:7e |
f52adedc-17e3-41f0-b08f-8db207fa4ad5 | 2025-07-02T17:20:09 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Brute Force detected from 93.188.11.137 targeting N/A Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "China",
"device_hash": "5fd486868bb4c4d63db59d5971f25b5e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.0)",
"session_id": "78fed9ec-de2e-4e72-8498-f1f53941df44",
"risk_score": 21.66,
"confidence": 0.72
} | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | Darktrace Alert: Brute Force detected from 93.188.11.137 targeting N/A Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 93.188.11.137 | N/A | Brute Force | SIG-9249 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
19981d1d-56a4-4d6c-b88f-ef15558be2f3 | 2025-04-13T05:08:08 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /center/I.txt by johnsonamy MITRE Technique: T1486 | {
"geo_location": "Brunei Darussalam",
"device_hash": "0406ce7748d2c81ed2c3934ae7fb092bf3839853",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; lt-LT) AppleWebKit/532.25.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.25.5",
"session_id": "99585e70-dd5c-4b68-9680-109b87ece5f... | johnsonamy | memory_injection | /center/I.txt | 2,485 | cmd.exe | MITRE Technique: T1486 | Endpoint memory_injection /center/I.txt by johnsonamy MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9b018169-f893-4b69-a8e7-00322cd80f32 | 2025-04-24T02:41:10 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect DNS traffic from 134.206.218.69:451 to 93.21.168.105:978 No additional info noise=tag/search/wp-content | {
"geo_location": "Ghana",
"device_hash": "56c3a7f1f3691e4f072af10d7164169bd31e62ae",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/30.0.851.0 Mobile/79E894 Safari/536.0",
"session_id": "89e8089e-bdac-4068-af0f-26bb01f7e80e",
"risk_score": 5... | null | inspect | null | null | null | No additional info | Firewall inspect DNS traffic from 134.206.218.69:451 to 93.21.168.105:978 No additional info | null | null | null | null | 134.206.218.69 | 93.21.168.105 | null | null | null | null | null | null | null | null | 451 | 978 | DNS | 884,598 | 879 | null | null |
849b8c00-42ba-4216-8d0b-4f7856e72d49 | 2025-05-10T14:13:36 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: SQL Injection detected from 126.60.140.173 targeting 40.37.128.106 No additional info | {
"geo_location": "Bermuda",
"device_hash": "77e86cf0e0ee823708aabcc073f9a209",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/26.0.893.0 Safari/532.1",
"session_id": "341c3cf0-2faa-4af3-ba5c-33dcc916000d",
"risk_score": 23.03,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Wazuh Alert: SQL Injection detected from 126.60.140.173 targeting 40.37.128.106 No additional info | null | null | null | null | 126.60.140.173 | 40.37.128.106 | SQL Injection | SIG-2609 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
e101037b-e026-495e-a6a1-bdb145a76f98 | 2025-03-31T23:56:50 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 207.40.235.30 to 1.91.75.234 MITRE Technique: T1543.003 | {
"geo_location": "Botswana",
"device_hash": "f06868056d9d0d508261cbe42d7e63bbf4f6da316bf49081c939430c5ccce9c9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "7cd6b590-2878-4e75-a778-a20ea9484981",
"risk_score": 61.42,
"confidence": 0.25
} | null | data_exfiltration | null | null | null | MITRE Technique: T1543.003 | Network data_exfiltration from 207.40.235.30 to 1.91.75.234 MITRE Technique: T1543.003 | null | null | null | null | 207.40.235.30 | 1.91.75.234 | null | null | null | null | null | null | null | null | null | null | TCP | 438,446 | null | null | null |
70fe25d1-b8a2-4d4c-bc37-1a223e339f6d | 2025-05-31T04:50:45 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth failed for michael03 via key from 121.27.14.152 No additional info | {
"geo_location": "Jamaica",
"device_hash": "0446ee052475a9994081f511f10460521c8f3ea43b6144d9473aae20d69a5a17",
"user_agent": "Mozilla/5.0 (Windows CE; el-GR; rv:1.9.1.20) Gecko/9572-05-28 06:00:01 Firefox/3.8",
"session_id": "c1b85294-f3de-496d-8df6-a94d9ddd9550",
"risk_score": 78.26,
"confidence": 0.25
} | michael03 | failed | null | null | null | No additional info | Auth failed for michael03 via key from 121.27.14.152 No additional info | null | null | null | null | 121.27.14.152 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | d4:09:a9:07:38:db |
bdee5318-aafb-4da6-8a77-19054eb384b2 | 2025-01-29T01:57:25 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network connection from 60.59.162.180 to 198.212.158.61 No additional info | {
"geo_location": "Nepal",
"device_hash": "afd409c588e32680a3f2acc6ce1d0824f27b0eee",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_9 rv:3.0; wal-ET) AppleWebKit/534.17.2 (KHTML, like Gecko) Version/5.0.4 Safari/534.17.2",
"session_id": "a1acb6f8-a031-40db-af9c-ef8ccce68fe0",
"risk_score": 60.... | null | connection | null | null | null | No additional info | Network connection from 60.59.162.180 to 198.212.158.61 No additional info | null | null | null | null | 60.59.162.180 | 198.212.158.61 | null | null | null | null | null | null | null | null | null | null | HTTPS | 318,055 | null | null | null |
f9ab9f8a-3246-4192-8c42-133d17b5eb79 | 2025-07-11T00:05:33 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device HVAC sensor_spoofing No additional info noise=477997A3 | {
"geo_location": "Botswana",
"device_hash": "f4bf574414c011d1aa12750f1d015a7ed636bf31439f360109c401d2a60fc565",
"user_agent": "Mozilla/5.0 (Android 2.3.7; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "3114fb6c-ad00-4cf9-9434-2a5d2067abda",
"risk_score": 85.16,
"confidence": 0.05
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-edadd086 | 10.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
53f4c715-e842-4b68-94ba-96e90dfaf0e2 | 2024-04-07T11:36:58 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for tpatterson via SAML from 33.156.174.236 MITRE Technique: T1059.005 | {
"geo_location": "Jordan",
"device_hash": "eb9a569a971e10903e77a1e54df6dfdabe5bdf73f9ce6c32bdcd44b79915a70d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/43.0.846.0 Mobile/26U806 Safari/534.1",
"session_id": "deff1331-de1e-4a13-a76d-e4fbe765... | tpatterson | locked | null | null | null | MITRE Technique: T1059.005 | Auth locked for tpatterson via SAML from 33.156.174.236 MITRE Technique: T1059.005 | {
"baseline_deviation": 0.98,
"entropy": 4.21,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 33.156.174.236 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 35:6f:e8:7c:06:c1 |
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