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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
c1c5beaa-897b-482e-9f7c-4d24c06ee0c4 | 2025-04-25T22:49:14 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: Container Escape detected from 66.221.204.58 targeting 167.231.29.105 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "7fc7721f72859951280cd968bf44402ff1be7713",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/61.0.851.0 Safari/533.1",
"session_id": "3beebe8a-0284-473e-8517-625c884ecc8f",
"risk_score": 58.75,
"confidence": ... | null | null | null | null | null | No additional info | Suricata Alert: Container Escape detected from 66.221.204.58 targeting 167.231.29.105 No additional info | null | null | null | null | 66.221.204.58 | 167.231.29.105 | Container Escape | SIG-7521 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
2b037040-5012-4de6-82a6-ffe24bd82cd7 | 2025-01-23T07:44:35 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop UDP traffic from 10.236.217.243:672 to 59.243.196.148:29679 No additional info noise=low|condition|number | {
"geo_location": "Netherlands",
"device_hash": "64b54eb9257be3003bc46dda6469edad57491552",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; kk-KZ) AppleWebKit/535.30.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6535.30.3",
"session_id": "e43ac526-25ac-4a52-8542-5ddb9b8c0e41",
... | null | drop | null | null | null | No additional info | Firewall drop UDP traffic from 10.236.217.243:672 to 59.243.196.148:29679 No additional info | null | null | null | null | 10.236.217.243 | 59.243.196.148 | null | null | null | null | null | null | null | null | 672 | 29,679 | UDP | 366,959 | 3,128 | null | null |
53082dd7-bcd9-4f5a-889a-9db35070d186 | 2025-02-02T11:33:10 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 200.189.184.161:595 to 105.145.203.100:538 MITRE Technique: T1134.001 | {
"geo_location": "Malaysia",
"device_hash": "85ef5bb84fb2b9f8bfbbc4376d7f0e008ad3dd75",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.32.3 (KHTML, like Gecko) Version/4.0 Safari/531.32.3",
"session_id": "9971ff48-e3a7-423e-afcf-9268d760163f",
"risk_score": 73.37,
"confidence": 0.... | null | drop | null | null | null | MITRE Technique: T1134.001 | Firewall drop RDP traffic from 200.189.184.161:595 to 105.145.203.100:538 MITRE Technique: T1134.001 | null | null | null | null | 200.189.184.161 | 105.145.203.100 | null | null | null | null | null | null | null | null | 595 | 538 | RDP | 498,233 | 2,211 | null | null |
a2a24903-a288-4f8d-a064-df018ba47048 | 2025-07-11T05:31:11 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by dwayne08 No additional info | {
"geo_location": "Korea",
"device_hash": "21795f59e565db13b6da31a465fe67c05db166a7",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7; rv:1.9.3.20) Gecko/3859-07-31 07:35:48 Firefox/6.0",
"session_id": "edb27d23-5bc6-47d9-b628-0c8b3446dd55",
"risk_score": 94.62,
"confidence": 0.81
} | dwayne08 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by dwayne08 No additional info | {
"baseline_deviation": 2.02,
"entropy": 4.85,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-626ee735 | null | null | null | null | null | null | null | null | null | null |
9781490b-649e-4e9d-8b47-76e65763d44b | 2025-02-25T13:53:26 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTPS traffic from 117.8.55.154:1014 to 139.50.247.188:676 MITRE Technique: T1204.002 | {
"geo_location": "Guadeloupe",
"device_hash": "f0b093326389d9f8e67a31173cdbe2042a776d8fad403027115d9672e3ba26f1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; nr-ZA) AppleWebKit/533.1.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.1.4",
"session_id": "eec24a23-5279-484f-b... | null | drop | null | null | null | MITRE Technique: T1204.002 | Firewall drop HTTPS traffic from 117.8.55.154:1014 to 139.50.247.188:676 MITRE Technique: T1204.002 | null | null | null | null | 117.8.55.154 | 139.50.247.188 | null | null | null | null | null | null | null | null | 1,014 | 676 | HTTPS | 846,030 | 941 | null | null |
b09d7727-5999-4701-962f-488e719b9dd7 | 2025-07-02T08:35:39 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop TCP traffic from 191.230.175.21:13449 to 34.29.233.243:918 MITRE Technique: T1204.002 | {
"geo_location": "Austria",
"device_hash": "7d4ec519db12735128261bed78c0eb97f457132d",
"user_agent": "Mozilla/5.0 (Linux; Android 12.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/51.0.856.0 Safari/532.2",
"session_id": "91ed3c4d-6cd1-4322-a7c9-fc3509416cc3",
"risk_score": 62.78,
"confidence": 0.74
} | null | drop | null | null | null | MITRE Technique: T1204.002 | Firewall drop TCP traffic from 191.230.175.21:13449 to 34.29.233.243:918 MITRE Technique: T1204.002 | null | null | null | null | 191.230.175.21 | 34.29.233.243 | null | null | null | null | null | null | null | null | 13,449 | 918 | TCP | 868,516 | 1,334 | null | null |
eba23b91-8caa-4f95-9bc6-e6a6a9183ac2 | 2025-05-24T12:50:08 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in AWS by christy44 MITRE Technique: T1486 | {
"geo_location": "Czech Republic",
"device_hash": "b828bcf6d411f69bd047914ae4e9083d56ee7f89",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_1 rv:6.0; ik-CA) AppleWebKit/533.38.5 (KHTML, like Gecko) Version/5.0.1 Safari/533.38.5",
"session_id": "6f2be201-99dc-4682-9a1c-3f03d15c8b45",
"risk_sc... | christy44 | container_escape | null | null | null | MITRE Technique: T1486 | Cloud container_escape in AWS by christy44 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | AWS | res-735cfc5d | null | null | null | null | null | null | null | null | null | null |
83a649e6-bb4f-4eb3-a219-401b9d346ae5 | 2025-06-29T02:04:25 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network latency_spike from 200.234.210.142 to 54.112.140.167 No additional info noise=month|way|beyond | {
"geo_location": "Jordan",
"device_hash": "01791119a3ce52cd73e76b03cfd7af80df931073bc23952b6438e4d2cb86ba2e",
"user_agent": "Opera/9.55.(Windows NT 5.1; ks-IN) Presto/2.9.178 Version/10.00",
"session_id": "ac8d70d4-ed9f-4857-8b87-fbbb31081897",
"risk_score": 51.59,
"confidence": 1
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 200.234.210.142 to 54.112.140.167 No additional info | null | null | null | null | 200.234.210.142 | 54.112.140.167 | null | null | null | null | null | null | null | null | null | null | TCP | 956,743 | null | null | null |
9a37d20a-2e82-4013-8440-2109628f03b7 | 2025-06-24T22:50:53 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall deny SSH traffic from 11.229.22.142:533 to 132.217.220.37:977 No additional info | {
"geo_location": "China",
"device_hash": "99ec85c9f9b5e5453b9feb101cc70b7e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; gez-ET) AppleWebKit/535.5.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.5.3",
"session_id": "a133701d-5270-42df-9fbf-f4c2e77d0e8e",
"risk_score": 4... | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 11.229.22.142:533 to 132.217.220.37:977 No additional info | null | null | null | null | 11.229.22.142 | 132.217.220.37 | null | null | null | null | null | null | null | null | 533 | 977 | SSH | 989,985 | 3,444 | null | null |
3bf9f4eb-ae50-444e-94fc-615370464f6d | 2025-01-29T16:37:50 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by brendamiller No additional info | {
"geo_location": "Netherlands",
"device_hash": "fe10d978faccaaf3817c27b6cefcf03db4cdfb2a",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/60.0.881.0 Safari/532.2",
"session_id": "8edafda1-cda1-4728-86a8-dc02478a958f",
"risk_score": 51.36,
"confidence": 0.58
} | brendamiller | adversarial_input | null | null | null | No additional info | AI system adversarial_input by brendamiller No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cda2e739 | 8e95b32193444ed3f3ac67aaadae8248b902c741 | d7dfc67e7897afbfa16cdad34d3436c302d8d1b9 | null | null | null | null | null | null | null |
2bd8a6c9-0050-42c4-90e2-d3b86c527b34 | 2025-03-30T03:59:53 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth success for anthonyhendrix via MFA from 177.33.95.206 MITRE Technique: T1190 | {
"geo_location": "British Virgin Islands",
"device_hash": "dc114a412b7d3bd3ff1e941f8c7eacc0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/54.0.848.0 Safari/533.1",
"session_id": "73ed2fe5-f4da-4255-a06f-864ad16b7db3",
"risk_score": 23.27,
"confidence": 0.42
} | anthonyhendrix | success | null | null | null | MITRE Technique: T1190 | Auth success for anthonyhendrix via MFA from 177.33.95.206 MITRE Technique: T1190 | null | null | null | null | 177.33.95.206 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | d8:cc:2a:c5:2c:6e |
e375243b-57ac-4904-b283-883eb9332d1b | 2025-06-02T05:45:37 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /house/approach.json by thompsonvalerie No additional info | {
"geo_location": "Tokelau",
"device_hash": "e6e5514e3672fa6ca1ab1975d01b8302",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_6; rv:1.9.4.20) Gecko/4143-07-20 04:42:55 Firefox/3.8",
"session_id": "255bc4d0-f510-4a40-b46b-73867a771310",
"risk_score": 69.18,
"confidence": 0.41
} | thompsonvalerie | service_install | /house/approach.json | 1,938 | cmd.exe | No additional info | Endpoint service_install /house/approach.json by thompsonvalerie No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
054b955e-e137-45ee-838e-064f0159039f | 2025-03-15T07:47:39 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth timeout for thomasmckee via passwordless from 22.67.158.120 No additional info noise=word|parent|stay | {
"geo_location": "Cameroon",
"device_hash": "28d05d5cf388e57529dbb70a709ceb3291900f9460b79cd1e80deda9b1995da8",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/41.0.848.0 Safari/533.1",
"session_id": "4df9093b-9173-4205-841e-3a820c7b2e85",
"risk_score": 48.89,
"co... | thomasmckee | timeout | null | null | null | No additional info | Auth timeout for thomasmckee via passwordless from 22.67.158.120 No additional info | null | null | null | null | 22.67.158.120 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 51:b8:f5:61:00:86 |
28a5c20f-69d1-4beb-9621-703b7fbdd522 | 2025-04-19T12:29:39 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop UDP traffic from 51.159.11.103:123 to 140.202.172.116:21507 Geo anomaly: Impossible travel detected | {
"geo_location": "United States Virgin Islands",
"device_hash": "f6eaa0d1965e418434a6362f29b928e5447a0346",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_4; rv:1.9.5.20) Gecko/3006-06-10 18:13:20 Firefox/14.0",
"session_id": "2f4e4d1d-f5e0-4ce2-a840-4d16e1c87fac",
"risk_score": 100,
"confiden... | null | drop | null | null | null | Geo anomaly: Impossible travel detected | Firewall drop UDP traffic from 51.159.11.103:123 to 140.202.172.116:21507 Geo anomaly: Impossible travel detected | null | null | null | null | 51.159.11.103 | 140.202.172.116 | null | null | null | null | null | null | null | null | 123 | 21,507 | UDP | 981,764 | 1,102 | null | null |
b95169b0-22a7-4b4e-aed5-96a43b0e7a91 | 2025-06-02T01:30:54 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by piercejesse No additional info | {
"geo_location": "Mauritius",
"device_hash": "7a4821814802a4b1111f9ebb3def5cdbc7d866bbb89062a670dc346310bd7c4e",
"user_agent": "Mozilla/5.0 (Linux; Android 12) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/48.0.860.0 Safari/535.0",
"session_id": "a489c6f5-c33f-4630-abe4-9fb952308646",
"risk_score": 75,
"con... | piercejesse | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by piercejesse No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b3af01f8 | e085233a29a8e8c2f7ef32dc1c1840bc | b0b9e6f60d9c1e07b1e47c1e29d387a92a3a5e90 | null | null | null | null | null | null | null |
a6bed1a9-9ff6-420a-a70b-95f3a15d527f | 2025-06-29T21:48:40 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by thomasboyd No additional info noise=116E3B82 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "42a091dfa7f100486d0c0a993d4bce46a2b17cd45705c60bcab36c0b876951e0",
"user_agent": "Opera/8.80.(X11; Linux x86_64; te-IN) Presto/2.9.162 Version/10.00",
"session_id": "1fa82101-1eb0-4fb2-9e69-ea4ede8c1523",
"risk_score": 63.89,
"confidence": 0.5... | thomasboyd | adversarial_input | null | null | null | No additional info | AI system adversarial_input by thomasboyd No additional info | null | null | null | null | null | null | null | null | null | null | null | model-704d3257 | 16b834524011529ea2592cc99bdd0720f70dfcbd3f8156146379a2595ee1a33c | bca79712d0853c4839564e504bf97fd7e0b3da2d | null | null | null | null | null | null | null |
c0dde804-b3d7-49ef-872d-cf058461e5d9 | 2025-02-02T09:28:52 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth failed for nellis via SAML from 10.233.111.228 MITRE Technique: T1078.004 | {
"geo_location": "Ireland",
"device_hash": "17bac05dca0be6c0d47916d1d7159bcbc64433e7c9ffafbca7a02cc6de728807",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; sat-IN) AppleWebKit/531.4.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6531.4.7",
"session_id": "e6f307de-a976-4410-ad6... | nellis | failed | null | null | null | MITRE Technique: T1078.004 | Auth failed for nellis via SAML from 10.233.111.228 MITRE Technique: T1078.004 | null | null | null | null | 10.233.111.228 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 7f:bf:6b:23:d0:4a |
9d179043-efad-42fa-9765-7702b89b34b5 | 2025-02-21T19:08:36 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 29.182.241.56 to 20.123.21.179 Associated Threat Actor: Lazarus Group | {
"geo_location": "Iran",
"device_hash": "f24272f802b80181a57a391e489990dbefd23971",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0 rv:5.0; iw-IL) AppleWebKit/532.26.7 (KHTML, like Gecko) Version/4.0.2 Safari/532.26.7",
"session_id": "27a637a9-1bc4-4acb-84a3-b760345aa9ea",
"risk_score": 49.1,
... | null | covert_channel | null | null | null | Associated Threat Actor: Lazarus Group | Network covert_channel from 29.182.241.56 to 20.123.21.179 Associated Threat Actor: Lazarus Group | null | null | null | null | 29.182.241.56 | 20.123.21.179 | null | null | null | null | null | null | null | null | null | null | HTTP | 790,407 | null | null | null |
ae5a497c-c7ae-43c3-ba00-b492da72805e | 2023-04-18T02:17:05 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only HTTP traffic from 26.188.111.59:706 to 66.81.143.76:41 MITRE Technique: T1059.005 | {
"geo_location": "Equatorial Guinea",
"device_hash": "b94a95263f2e2f20185710b0d81fdcdfbc27e204785b60c1d705cf022fc100d5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_9 rv:4.0; ha-NG) AppleWebKit/534.5.4 (KHTML, like Gecko) Version/5.1 Safari/534.5.4",
"session_id": "a56e45df-ed08-49a5-84a4-8a3bf8da... | null | log-only | null | null | null | MITRE Technique: T1059.005 | Firewall log-only HTTP traffic from 26.188.111.59:706 to 66.81.143.76:41 MITRE Technique: T1059.005 | null | null | null | null | 26.188.111.59 | 66.81.143.76 | null | null | null | null | null | null | null | null | 706 | 41 | HTTP | 436,854 | 1,056 | null | null |
6eddda04-8c25-426c-b76b-f961d56b4231 | 2025-03-16T15:58:20 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth success for taylor81 via OAuth from 107.56.194.64 No additional info | {
"geo_location": "Guyana",
"device_hash": "5aa813f8baeb7c6d5c55c0d8cbece4f5517a1fc6",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_8; rv:1.9.6.20) Gecko/8890-08-08 05:06:01 Firefox/3.8",
"session_id": "8fe1077d-1f96-4670-94bd-0da9c44cdeda",
"risk_score": 43.24,
"confidence": 0.73
} | taylor81 | success | null | null | null | No additional info | Auth success for taylor81 via OAuth from 107.56.194.64 No additional info | null | null | null | null | 107.56.194.64 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 52:e9:31:2f:88:df |
62e9178d-7ea6-4486-9edf-34c10573da20 | 2025-02-10T21:51:47 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth locked for victoria85 via SAML from 74.30.71.85 No additional info | {
"geo_location": "Iran",
"device_hash": "73cff9ce824c47f9f76b6cf415d6a8808fcbe572",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; sc-IT) AppleWebKit/535.1.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6535.1.5",
"session_id": "ea710e8c-fd70-4437-a949-10187d84bd20",
"risk_sco... | victoria85 | locked | null | null | null | No additional info | Auth locked for victoria85 via SAML from 74.30.71.85 No additional info | null | null | null | null | 74.30.71.85 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | fb:a8:9e:29:9b:72 |
7fbce4e4-d497-4e15-827e-0df1f0f738c5 | 2025-02-28T05:35:06 | 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 121.241.86.208 to 143.207.108.150 Associated Threat Actor: Mustang Panda | {
"geo_location": "Bangladesh",
"device_hash": "eba512871ebf98b81f1138c046751a52ddb3b704d59ff6006f262308266cf4f2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.0)",
"session_id": "18769c32-4f0a-4151-a854-75424352ab0d",
"risk_score": 75.71,
"confidence": 0.48
} | null | bandwidth_usage | null | null | null | Associated Threat Actor: Mustang Panda | Network bandwidth_usage from 121.241.86.208 to 143.207.108.150 Associated Threat Actor: Mustang Panda | null | null | null | null | 121.241.86.208 | 143.207.108.150 | null | null | null | null | null | null | null | null | null | null | TCP | 704,165 | null | null | null |
95514460-e08a-435d-8941-6dc3e8c2fbc9 | 2025-01-29T02:18:39 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth failed for allison08 via biometric from 78.16.61.195 No additional info | {
"geo_location": "Guyana",
"device_hash": "4f6dfae543b5d8d0654d9c262d0f8863fcb13718",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/57.0.889.0 Safari/532.0",
"session_id": "28077d6b-800b-4476-a0a6-14a90f3f8b7d",
"risk_score": 56.67,
"confidence": 0.77
} | allison08 | failed | null | null | null | No additional info | Auth failed for allison08 via biometric from 78.16.61.195 No additional info | null | null | null | null | 78.16.61.195 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | b1:e0:ee:25:f2:91 |
6ba36706-916d-45bd-9a18-cb93094c3659 | 2025-03-12T03:55:51 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Azure by ashlee62 No additional info noise=mean|treatment|soon | {
"geo_location": "Somalia",
"device_hash": "4b44d9332a688d32034d0ab967e44853",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/56.0.804.0 Safari/535.2",
"session_id": "9029edc4-fc89-41c8-9c67-5846b95a0c70",
"risk_score": 34.94,
"confidence": 0.61
} | ashlee62 | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by ashlee62 No additional info | {
"baseline_deviation": 1.04,
"entropy": 2.53,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-01214164 | null | null | null | null | null | null | null | null | null | null |
42602818-0673-4fb1-aa38-7a7ee47c7e74 | 2025-02-18T02:42:09 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network connection from 123.112.189.87 to 70.10.109.116 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "81c2cf46aba80b8b09ae09e98ccdb5ed6097c87f",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/30.0.841.0 Safari/531.1",
"session_id": "cafaaafe-e3b1-4df0-88df-a94e9a081031",
"risk_score": 53.68,
"confidence": 0.34
} | null | connection | null | null | null | No additional info | Network connection from 123.112.189.87 to 70.10.109.116 No additional info | null | null | null | null | 123.112.189.87 | 70.10.109.116 | null | null | null | null | null | null | null | null | null | null | UDP | 375,773 | null | null | null |
271720cd-d9e3-4311-bd48-7aca4128f3ba | 2025-06-07T23:40:41 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by omurillo MITRE Technique: T1190 | {
"geo_location": "Australia",
"device_hash": "060b6a84089a09b0ba17acf385b52972a9a573de",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/28.0.861.0 Safari/532.1",
"session_id": "c57058e6-395a-4812-8a5e-59728fdfa535",
"risk_score": 51.78,
"confidence": 0.07
} | omurillo | training_data_poisoning | null | null | null | MITRE Technique: T1190 | AI system training_data_poisoning by omurillo MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | model-5d410f8a | 3cc96c08cb3a1f997336b7d6baf10afd6580abeb | 679fa4e2e7e1aa0b907db5ec02329c2e71e1c04f | null | null | null | null | null | null | null |
6d60538a-19e2-4f20-a36d-4f4a7986c85e | 2025-04-02T11:31:58 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall drop TCP traffic from 10.34.3.41:948 to 182.23.12.0:650 MITRE Technique: T1218.011 | Associated Threat Actor: APT29 | {
"geo_location": "Pitcairn Islands",
"device_hash": "0b6c9371d9516ace6683c48751c0259e",
"user_agent": "Opera/8.80.(X11; Linux i686; bo-IN) Presto/2.9.166 Version/12.00",
"session_id": "08a666d8-bbf2-422a-aaa3-f9719cf9d589",
"risk_score": 31.79,
"confidence": 0.64
} | null | drop | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: APT29 | Firewall drop TCP traffic from 10.34.3.41:948 to 182.23.12.0:650 MITRE Technique: T1218.011 | Associated Threat Actor: APT29 | null | null | null | null | 10.34.3.41 | 182.23.12.0 | null | null | null | null | null | null | null | null | 948 | 650 | TCP | 66,584 | 2,599 | null | null |
86e642e8-7b29-4565-9e58-e7c9077dbbca | 2025-07-07T08:42:09 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in AWS by cynthia89 No additional info noise=item|authority|standard | {
"geo_location": "Guyana",
"device_hash": "16bf402e7b1294de3d63f053295f3220",
"user_agent": "Mozilla/5.0 (Android 5.1.1; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "6af8095e-a8bd-4b6c-9607-10b0ec05c1c8",
"risk_score": 60.28,
"confidence": 0.98
} | cynthia89 | config_change | null | null | null | No additional info | Cloud config_change in AWS by cynthia89 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-c0faf1fb | null | null | null | null | null | null | null | null | null | null |
63ad48ea-0f10-4b29-8f4a-1d50c1190ca3 | 2025-04-10T14:50:14 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect ICMP traffic from 10.92.25.139:975 to 187.39.23.211:555 MITRE Technique: T1071.001 | {
"geo_location": "Montenegro",
"device_hash": "778bd3b52328157edc0a6976f59598cc",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/43.0.836.0 Safari/535.0",
"session_id": "09122ab9-87e5-40e5-9c25-7f2d0dc5a15a",
"risk_score": 38.8,
"confidence": 0.28
} | null | inspect | null | null | null | MITRE Technique: T1071.001 | Firewall inspect ICMP traffic from 10.92.25.139:975 to 187.39.23.211:555 MITRE Technique: T1071.001 | null | null | null | null | 10.92.25.139 | 187.39.23.211 | null | null | null | null | null | null | null | null | 975 | 555 | ICMP | 239,627 | 268 | null | null |
3c57b9e0-5319-46b0-aafe-85fdba9c0f96 | 2025-05-26T07:39:42 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth success for katherine70 via SAML from 43.140.140.173 No additional info noise=E4BF27E1 | {
"geo_location": "Fiji",
"device_hash": "3f6de19680b7b15f46600afe0cab66016ba64bd1",
"user_agent": "Opera/9.95.(Windows NT 10.0; tn-ZA) Presto/2.9.187 Version/10.00",
"session_id": "fa261adb-aa21-4182-b695-cf1b8064a15a",
"risk_score": 80.09,
"confidence": 0.62
} | katherine70 | success | null | null | null | No additional info | Auth success for katherine70 via SAML from 43.140.140.173 No additional info | null | null | null | null | 43.140.140.173 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | a1:09:1c:1d:e2:81 |
2799d66a-2712-4a10-b783-f18e6c03b670 | 2025-04-01T20:24:43 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /rich/event.ppt by fchurch No additional info | {
"geo_location": "Uganda",
"device_hash": "c3a8261c3d49fbc3a757cbc6f822cedfb9331a82",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_9 rv:4.0; mni-IN) AppleWebKit/533.45.1 (KHTML, like Gecko) Version/5.0.3 Safari/533.45.1",
"session_id": "32b574e1-a7fd-4e66-9970-f154fe502a2e",
"risk_score": 57.66,
... | fchurch | persistence_mechanism | /rich/event.ppt | 7,188 | cmd.exe | No additional info | Endpoint persistence_mechanism /rich/event.ppt by fchurch No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b34084b-af58-41d7-b158-5406fa919cbb | 2025-05-24T07:27:40 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel No additional info noise=TGF0ZSBzaXgu | {
"geo_location": "Congo",
"device_hash": "fcf50d0bf81f437c42ac0a0bdac37bd613203f37",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_2 rv:2.0; et-EE) AppleWebKit/535.36.2 (KHTML, like Gecko) Version/5.1 Safari/535.36.2",
"session_id": "f64b9c10-394b-420c-b09d-bd6db68642bd",
"risk_score": 70.42,
... | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-6eebca5a | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8fb4937e-6ba6-4b80-bcde-a78279afb9fe | 2025-01-31T00:15:40 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall allow SMB traffic from 52.179.238.156:29848 to 28.163.204.159:884 Associated Threat Actor: Wizard Spider | {
"geo_location": "Cuba",
"device_hash": "6dd2794c34daa6ecb3d7f80396871f24d2e28f280bd654eda230054cee57dc46",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/21.0.835.0 Safari/534.1",
"session_id": "ccc5e729-af50-4108-958a-a01f6bb61938",
"risk_score": 44.25,
"confide... | null | allow | null | null | null | Associated Threat Actor: Wizard Spider | Firewall allow SMB traffic from 52.179.238.156:29848 to 28.163.204.159:884 Associated Threat Actor: Wizard Spider | null | null | null | null | 52.179.238.156 | 28.163.204.159 | null | null | null | null | null | null | null | null | 29,848 | 884 | SMB | 880,827 | 374 | null | null |
38e0e2a6-ef08-4f69-9d88-a15b3a7aaea4 | 2025-07-06T04:46:47 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: Port Scan detected from 29.63.53.241 targeting 110.81.239.21 Associated Threat Actor: APT41 | {
"geo_location": "Romania",
"device_hash": "935537dfac8b18366960307f253f28f523150631",
"user_agent": "Opera/8.18.(X11; Linux x86_64; ug-CN) Presto/2.9.189 Version/10.00",
"session_id": "f30b0a15-c1e5-433b-b436-f17589d6f16b",
"risk_score": 19.17,
"confidence": 0.36
} | null | null | null | null | null | Associated Threat Actor: APT41 | AlienVault Alert: Port Scan detected from 29.63.53.241 targeting 110.81.239.21 Associated Threat Actor: APT41 | null | null | null | null | 29.63.53.241 | 110.81.239.21 | Port Scan | SIG-4808 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
ac3a67fb-cee5-4fce-895f-b0d6e8bf436d | 2025-01-30T01:26:51 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for christopherross via password from 156.149.254.67 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "de49f89bb4da3d80e128e3b23e653433",
"user_agent": "Opera/8.98.(Windows 98; Win 9x 4.90; lb-LU) Presto/2.9.167 Version/10.00",
"session_id": "6a50338f-8326-4974-afc6-402c354a1f5e",
"risk_score": 49.18,
"confidence": 0.71
} | christopherross | failed | null | null | null | No additional info | Auth failed for christopherross via password from 156.149.254.67 No additional info | null | null | null | null | 156.149.254.67 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 95:f3:44:0f:d8:f4 |
e50be9a4-b507-4e5d-82e0-d09e5f099a85 | 2025-05-02T13:43:35 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in GCP by pameladouglas MITRE Technique: T1078.004 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "d61622a9f3e0e850628435885895b2c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "4819d26b-0704-4148-88f7-9335d726eeeb",
"risk_score": 82.54,
"confidence": 0.6
} | pameladouglas | permission_escalation | null | null | null | MITRE Technique: T1078.004 | Cloud permission_escalation in GCP by pameladouglas MITRE Technique: T1078.004 | {
"baseline_deviation": 1.66,
"entropy": 7.56,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-ec8df9d2 | null | null | null | null | null | null | null | null | null | null |
cc162366-8d19-4699-b83c-9d74e0dc42c3 | 2025-01-23T20:21:21 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 126.196.79.251:514 to 114.185.131.32:980 Associated Threat Actor: Scattered Spider | {
"geo_location": "Iran",
"device_hash": "270f84bb5e981b7ff376b1d07e57656b5eef2aab",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/51.0.835.0 Safari/532.2",
"session_id": "af16a22c-0a9e-4020-9066-9f11a01626ea",
"risk_score": 70,
"confidence": 0.36
} | null | deny | null | null | null | Associated Threat Actor: Scattered Spider | Firewall deny DNS traffic from 126.196.79.251:514 to 114.185.131.32:980 Associated Threat Actor: Scattered Spider | null | null | null | null | 126.196.79.251 | 114.185.131.32 | null | null | null | null | null | null | null | null | 514 | 980 | DNS | 465,103 | 805 | null | null |
b773ea4c-b4c1-4d36-8100-944a5dacdefe | 2025-01-20T21:05:50 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 211.189.142.167 to 10.194.136.16 No additional info | {
"geo_location": "Tokelau",
"device_hash": "626dcfb9d1dda75dd729bdb3708bb5f1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/49.0.880.0 Safari/533.1",
"session_id": "d2119a28-2136-46a1-8c90-f72168bc9f0a",
"risk_score": 54.92,
"confidence": 0.... | null | beaconing | null | null | null | No additional info | Network beaconing from 211.189.142.167 to 10.194.136.16 No additional info | null | null | null | null | 211.189.142.167 | 10.194.136.16 | null | null | null | null | null | null | null | null | null | null | ICMP | 865,642 | null | null | null |
47ab54fd-6d92-4c74-b2a4-7d0aff734bea | 2022-06-25T04:20:42 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /admit/president.gif by elizabeth50 MITRE Technique: T1110.003 | {
"geo_location": "Venezuela",
"device_hash": "5154b7b0b0ad07132feed1037aac8842",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.7.2 (KHTML, like Gecko) Version/5.0.3 Safari/535.7.2",
"session_id": "04c12bcc-4dae-4d52-b573-61a8ae5adad9",
"risk_score": 17.62,
"confidence": 0.38
} | elizabeth50 | scheduled_task | /admit/president.gif | 7,631 | cmd.exe | MITRE Technique: T1110.003 | Endpoint scheduled_task /admit/president.gif by elizabeth50 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bf0b5dd4-9413-4f9c-a3a0-3ea004c81c36 | 2025-01-26T22:45:58 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "a33c2933537ed9c7aecf244913eabb7d",
"user_agent": "Opera/9.11.(Windows CE; ms-MY) Presto/2.9.187 Version/11.00",
"session_id": "d8e7ac7b-03d6-4064-807d-7eef3d795ee4",
"risk_score": 61.74,
"confidence": 0.52
} | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-5c2d22d6 | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5cbabdb2-88e7-4901-8e18-dd43b34ccd48 | 2025-04-05T09:53:59 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine DNS traffic from 35.191.14.61:1000 to 210.220.251.78:95 No additional info | {
"geo_location": "China",
"device_hash": "9a0a7a08f3386ede774eedaed20911bbd77b680fd5a3c177a4639a317196304b",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/20.0.835.0 Safari/534.1",
"session_id": "7729eb55-cf36-4444-bb56-e4d028249459",
"risk_score": 0,
"confi... | null | quarantine | null | null | null | No additional info | Firewall quarantine DNS traffic from 35.191.14.61:1000 to 210.220.251.78:95 No additional info | null | null | null | null | 35.191.14.61 | 210.220.251.78 | null | null | null | null | null | null | null | null | 1,000 | 95 | DNS | 125,486 | 2,119 | null | null |
5fb11832-7e28-4c8b-ae23-c1472c91bed4 | 2025-04-09T21:49:15 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by martin38 MITRE Technique: T1059.001 | {
"geo_location": "Slovenia",
"device_hash": "9ca664fbc1be4193c1f38d86b066850b1f582d80",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_4 rv:2.0; ce-RU) AppleWebKit/533.32.7 (KHTML, like Gecko) Version/5.0 Safari/533.32.7",
"session_id": "a064ee78-13e7-43c6-8bae-12c4a146341d",
"risk_score": 30.... | martin38 | membership_inference | null | null | null | MITRE Technique: T1059.001 | AI system membership_inference by martin38 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-bcea4906 | d7609a59b0e80bdd95f6446857d9badbdf9d69e3 | 49a5477bdf8a2c92991670037224bff4de40bf0c108e8732ee5e9ad8f96cb125 | null | null | null | null | null | null | null |
3fba6ff6-170f-4958-b043-110864935222 | 2025-06-13T08:18:34 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for kellythomas via passwordless from 10.39.196.173 MITRE Technique: T1053.005 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "9ac3c6d74822f14a01f19cb9dfcd3fe6406aaa215457880b4b1e776da56042fd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.22.3 (KHTML, like Gecko) Version/5.1 Safari/532.22.3",
"session_id": "8aff4c99-f21d-46ea-8850-79f3c42823de",
"risk... | kellythomas | bypass | null | null | null | MITRE Technique: T1053.005 | Auth bypass for kellythomas via passwordless from 10.39.196.173 MITRE Technique: T1053.005 | null | null | null | null | 10.39.196.173 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 58:a9:53:f8:57:c1 |
7d09f7a0-ae35-4039-9786-2d79cbaf74ac | 2025-01-31T05:21:51 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network beaconing from 179.95.224.100 to 118.68.46.160 MITRE Technique: T1110.003 noise=main/category/category | {
"geo_location": "Marshall Islands",
"device_hash": "fd7c20f283bf85e6e83d9df32037ef222fdd3447",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.8.7 (KHTML, like Gecko) Version/4.0 Safari/532.8.7",
"session_id": "fd58471e-9ca9-4707-883f-b54971606529",
"risk_score": 20.97,
"confidence... | null | beaconing | null | null | null | MITRE Technique: T1110.003 | Network beaconing from 179.95.224.100 to 118.68.46.160 MITRE Technique: T1110.003 | null | null | null | null | 179.95.224.100 | 118.68.46.160 | null | null | null | null | null | null | null | null | null | null | ICMP | 766,515 | null | null | null |
c47b517f-2ae3-4b0a-933a-b02842129745 | 2025-03-27T20:51:12 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network connection from 176.33.177.171 to 34.164.70.206 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "8c3dffeb60223160ea35b6d96cb3019aa8d37abc04763ecc397c11ffabb487e4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/19.0.817.0 Mobile/33P098 Safari/536.1",
"session_id": "d62fbc46-fd5b-43db-8830-1b1b8... | null | connection | null | null | null | No additional info | Network connection from 176.33.177.171 to 34.164.70.206 No additional info | null | null | null | null | 176.33.177.171 | 34.164.70.206 | null | null | null | null | null | null | null | null | null | null | TCP | 584,133 | null | null | null |
414206ac-60ad-42d1-bd98-f1c6f0774034 | 2025-05-16T05:37:44 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by david40 No additional info noise=QWx3YXlzLg== | {
"geo_location": "Uganda",
"device_hash": "216dfdce50688364b200bb397eb08452281fe3f2",
"user_agent": "Opera/8.23.(Windows NT 5.01; ik-CA) Presto/2.9.172 Version/10.00",
"session_id": "e952e2e9-b56a-423b-ad21-54b6f41bba7b",
"risk_score": 18.71,
"confidence": 0.76
} | david40 | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by david40 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-48e9ac1a | null | null | null | null | null | null | null | null | null | null |
a4313071-476b-4479-9ed9-bdab34bba897 | 2025-01-16T15:37:29 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for lnichols via MFA from 65.23.73.182 No additional info | {
"geo_location": "Mexico",
"device_hash": "8df31c55162f638b007531a07a6a7f3e",
"user_agent": "Opera/8.42.(Windows 95; dz-BT) Presto/2.9.163 Version/10.00",
"session_id": "61817d76-f49a-4d98-94c5-a1f933e15306",
"risk_score": 37.3,
"confidence": 0.62
} | lnichols | timeout | null | null | null | No additional info | Auth timeout for lnichols via MFA from 65.23.73.182 No additional info | null | null | null | null | 65.23.73.182 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 92:c4:63:b7:a8:6c |
ad9f9240-2cae-427c-9a9c-62d9e84a2a73 | 2025-07-09T18:17:23 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "0991c752800ae1e071f9829b440f7a0b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/9943-02-03 15:37:02 Firefox/4.0",
"session_id": "f5722e47-5add-49a4-adc2-016e8d3012fb",
"risk_score": 51.32,
"confidence": 0.55
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-235eea0f | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26de47c0-8a3f-4cbc-8316-4fdc948cbe28 | 2025-04-27T09:50:12 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Micronesia",
"device_hash": "6e7f04841c31b17634ef1c7b5a3190f2",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; csb-PL; rv:1.9.2.20) Gecko/8593-04-05 23:21:01 Firefox/12.0",
"session_id": "b04e1cad-abc9-495f-91dc-bbe4cd4f173f",
"risk_score": 66.49,
"confidence": 0.56
} | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-37e1842e | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f5195a4-38ca-4183-9140-e2f87a99d882 | 2025-06-16T22:47:17 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Supply Chain Compromise detected from 142.231.10.228 targeting N/A MITRE Technique: T1486 | {
"geo_location": "Cameroon",
"device_hash": "8c27c871234b1e9392571093f900bffca9703283",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; it-CH) AppleWebKit/532.43.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.43.1",
"session_id": "d83f7b13-a372-4019-9a29-23a1144d99ed",
"ri... | null | null | null | null | null | MITRE Technique: T1486 | Tanium Alert: Supply Chain Compromise detected from 142.231.10.228 targeting N/A MITRE Technique: T1486 | null | null | null | null | 142.231.10.228 | N/A | Supply Chain Compromise | SIG-3627 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
df767e82-9a5b-4f68-81e7-3e2853cd0267 | 2025-04-24T11:55:40 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start born by gutierrezdwayne MITRE Technique: T1486 | Associated Threat Actor: Equation Group | {
"geo_location": "Nigeria",
"device_hash": "db8db31f137f942b932c4eae5f02e9e1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/12.9k9385.0 Mobile/96V791 Safari/535.2",
"session_id": "f97c477f-360e-46c9-ae29-8e9ed1726c5d",
"risk_score": 28.57,
... | gutierrezdwayne | process_start | born | 4,998 | cmd.exe | MITRE Technique: T1486 | Associated Threat Actor: Equation Group | Endpoint process_start born by gutierrezdwayne MITRE Technique: T1486 | 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 |
c7a2ba2b-eba5-473f-98d4-cc7748ca734e | 2025-04-16T06:27:31 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec response by josephmccall Unconventional IOC: Power consumption spikes | Living-off-the-land technique detected | {
"geo_location": "Netherlands",
"device_hash": "18c9ac3ed6a790c80632b2c34818d558",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9836-10-09 05:02:05 Firefox/3.6.7",
"session_id": "ae427001-17f8-4fe3-9b43-9af1eb7aa24f",
"risk_score": 38.19,
"confidence": 0.99
} | josephmccall | wmi_exec | response | 8,233 | powershell.exe | Unconventional IOC: Power consumption spikes | Living-off-the-land technique detected | Endpoint wmi_exec response by josephmccall Unconventional IOC: Power consumption spikes | Living-off-the-land technique detected | {
"baseline_deviation": 2.91,
"entropy": 2.96,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1e304eeb-e2dc-4de3-85a1-a483e82c12be | 2025-04-13T12:50:23 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by thompsondenise No additional info noise=main/main/categories | {
"geo_location": "Egypt",
"device_hash": "7b321edd2efefbc958e6489b7338d735",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.18.1 (KHTML, like Gecko) Version/5.0 Safari/532.18.1",
"session_id": "8ad90ba1-baa5-4dda-a4d3-22c7a64536a6",
"risk_score": 61.64,
"confidence": 0.58
} | thompsondenise | fine_tuning | null | null | null | No additional info | AI system fine_tuning by thompsondenise No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7fb20304 | 2313a35d9e15e3a12cd0365b0a5055da | 376dc49af7aace930e550c44d538fd37d47db4e22c16fb90c54e4fdd8a26f14d | null | null | null | null | null | null | null |
1f501322-bad8-4030-9378-eeae1a28e202 | 2025-03-26T12:40:43 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by leemorgan No additional info | {
"geo_location": "Oman",
"device_hash": "1c47e4c6a8db546cf34283c782b487a8a56ede42",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/48.0.844.0 Safari/533.0",
"session_id": "f9d0ca56-c185-40b4-ab0e-6dae68643f60",
"risk_score": 37.35,
"confidence": 0.78
} | leemorgan | model_inversion | null | null | null | No additional info | AI system model_inversion by leemorgan No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8164985e | 1581af6e67afb81362a205db39ee25676e5d3122 | 6543772f5935fdc90756ddf60f5c235a82c02856a7ab30cdef961acd8be277a4 | null | null | null | null | null | null | null |
e77c410d-98f6-498f-adbf-6c7e946426af | 2025-04-10T23:13:43 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by rose64 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "b3d2af0b9f4c954936fbd3f706e845a5bd0cfaf2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/13.6h0109.0 Mobile/53W679 Safari/534.1",
"session_id": "976a3e9e-deb5-4c84-9f64-8dca50393a6f",
"r... | rose64 | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by rose64 No additional info | {
"baseline_deviation": 1.31,
"entropy": 4,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-99d18966 | null | null | null | null | null | null | null | null | null | null |
00a71e70-46ef-4343-9375-4958187fdb44 | 2025-04-21T12:12:22 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update MITRE Technique: T1218.011 | {
"geo_location": "Dominican Republic",
"device_hash": "b055f0cf36de2e1aeb671f24d6678044",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; sr-RS; rv:1.9.0.20) Gecko/4187-03-29 09:24:02 Firefox/5.0",
"session_id": "9cebcffc-9cee-41ec-aed7-f18aab3af311",
"risk_score": 59.47,
"confidence": 0.56
} | null | firmware_update | null | null | null | MITRE Technique: T1218.011 | IoT device HVAC firmware_update MITRE Technique: T1218.011 | {
"baseline_deviation": 1.63,
"entropy": 2.81,
"frequency_anomaly": false,
"sequence_anomaly": false
} | HVAC | iot-d85b79bc | 6.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
18d6fa75-6453-4d00-92be-c37cbc2d47df | 2025-03-18T17:42:23 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: Credential Stuffing detected from 54.35.68.147 targeting 117.199.205.105 No additional info | {
"geo_location": "Canada",
"device_hash": "cde3af6785f86310ea8255725a8ad105",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/4.0)",
"session_id": "e4f6dd55-5f3d-4cff-96b8-5193b3aa4a6e",
"risk_score": 34.28,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Zeek Alert: Credential Stuffing detected from 54.35.68.147 targeting 117.199.205.105 No additional info | null | null | null | null | 54.35.68.147 | 117.199.205.105 | Credential Stuffing | SIG-6594 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
976d979f-eb9d-4b18-bd51-655f66700632 | 2025-05-07T12:39:16 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Mexico",
"device_hash": "ebd3d329a1231d56a1cbb7c8ac671b2c3112f3cce0c071283bc2c45e72fa2a61",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_0; rv:1.9.5.20) Gecko/7829-04-02 04:26:20 Firefox/3.8",
"session_id": "bccb3812-a9a2-473a-8228-dcb7859fd537",
"risk_score": 43.75,
"confiden... | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-95e0a9b8 | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a55d454-7518-4acc-a9a0-c8efc3c1416c | 2030-07-02T18:37:44 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Belgium",
"device_hash": "36ca4c18db0c39e9f2f8b68fed008360",
"user_agent": "Opera/9.55.(Windows NT 6.0; sq-ML) Presto/2.9.164 Version/12.00",
"session_id": "8c7fdf2f-6fbd-4289-8ad8-d67f0b043053",
"risk_score": 49.64,
"confidence": 0.21
} | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-d72a5752 | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c1f0aed2-8f28-4170-86c6-770697554b26 | 2025-03-31T22:13:03 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism would by westmia No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "45ab132ac92b0bc7d798285a56d9c1b24a697684",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/34.0.874.0 Safari/532.0",
"session_id": "756410d9-6c6b-4c46-a8dc-3213acb5e757",
"risk_score": 80.86,
"confidence... | westmia | persistence_mechanism | would | 411 | cmd.exe | No additional info | Endpoint persistence_mechanism would by westmia No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
999c66bd-6dd4-48a3-a568-2a2810db597d | 2025-04-24T14:10:47 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect DNS traffic from 5.195.243.73:715 to 216.91.161.231:7594 MITRE Technique: T1574.002 | {
"geo_location": "Portugal",
"device_hash": "44919126386fbe5d81d2ee7825399757",
"user_agent": "Opera/9.17.(Windows NT 5.2; bg-BG) Presto/2.9.172 Version/10.00",
"session_id": "97cc7470-14cd-41f6-ab3b-c572d40a4a87",
"risk_score": 48.21,
"confidence": 0.57
} | null | inspect | null | null | null | MITRE Technique: T1574.002 | Firewall inspect DNS traffic from 5.195.243.73:715 to 216.91.161.231:7594 MITRE Technique: T1574.002 | null | null | null | null | 5.195.243.73 | 216.91.161.231 | null | null | null | null | null | null | null | null | 715 | 7,594 | DNS | 419,869 | 1,734 | null | null |
7609dbc6-d813-4552-b574-c02e81fe0b02 | 2030-02-12T19:10:02 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network beaconing from 220.86.77.149 to 135.191.96.193 No additional info noise=8F430406 | {
"geo_location": "Uganda",
"device_hash": "863409400d2dbf4c9e06b6fd5fb332807cdd252e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_8) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/36.0.836.0 Safari/535.0",
"session_id": "2cc1b5a6-872b-40b6-be89-15b98d535b07",
"risk_score": 66.12,
"confidence"... | null | beaconing | null | null | null | No additional info | Network beaconing from 220.86.77.149 to 135.191.96.193 No additional info | null | null | null | null | 220.86.77.149 | 135.191.96.193 | null | null | null | null | null | null | null | null | null | null | UDP | 678,000 | null | null | null |
d7c1c0e2-caec-4b61-8b8b-deda4f15ddf7 | 2025-03-14T21:46:37 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth success for hmejia via key from 4.197.143.6 Possible golden ticket usage | {
"geo_location": "Palestinian Territory",
"device_hash": "2152df357484bdd66ee56abc5f625a57da5d1f5d6025f674ec4611b533fa8791",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_3 rv:5.0; sk-SK) AppleWebKit/533.6.4 (KHTML, like Gecko) Version/5.1 Safari/533.6.4",
"session_id": "52223ccb-1703-48cc-a88e-a... | hmejia | success | null | null | null | Possible golden ticket usage | Auth success for hmejia via key from 4.197.143.6 Possible golden ticket usage | null | null | null | null | 4.197.143.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 81:12:51:db:8c:57 |
30dad0e0-72aa-40c3-b0e7-c9ec32009cb0 | 2025-04-26T16:28:15 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 76.199.88.247 to 205.64.62.34 No additional info | {
"geo_location": "Comoros",
"device_hash": "f5a298cd8e837f24d67244a64e8076f116e524d4b9e72d083cb6f0dad1c185f8",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/34.0.869.0 Safari/535.1",
"session_id": "4c461107-aa59-4b43-b915-697b02f7fbfb",
"risk_score": 57.45,
"conf... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 76.199.88.247 to 205.64.62.34 No additional info | null | null | null | null | 76.199.88.247 | 205.64.62.34 | null | null | null | null | null | null | null | null | null | null | UDP | 278,276 | null | null | null |
dbae8943-9444-4350-844a-badbbc9a5d8d | 2025-05-23T07:37:58 | iot | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera battery_drain MITRE Technique: T1078.004 | {
"geo_location": "Cambodia",
"device_hash": "68ebcbf05110a3eb098fbaa4275bd8fd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_7 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/9.1d1192.0 Mobile/39S657 Safari/531.0",
"session_id": "fc515cc0-9ff4-47f2-b213-8336e5312a5f",
"risk_score": 81.63,
... | null | battery_drain | null | null | null | MITRE Technique: T1078.004 | IoT device Camera battery_drain MITRE Technique: T1078.004 | null | Camera | iot-d6e751e3 | 2.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aa405f3b-903a-473f-af39-00896b9e25da | 2025-04-27T02:00:25 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Alibaba by ronaldwong MITRE Technique: T1053.005 noise=nature|federal|agency | {
"geo_location": "Cuba",
"device_hash": "c597407a128f2f2080570d85be791ecbe2b60cf8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.1)",
"session_id": "6f4f4ad7-e62b-40ad-93b0-bbea57042770",
"risk_score": 43.06,
"confidence": 0.57
} | ronaldwong | instance_creation | null | null | null | MITRE Technique: T1053.005 | Cloud instance_creation in Alibaba by ronaldwong MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | Alibaba | res-951e2479 | null | null | null | null | null | null | null | null | null | null |
aa483ee5-be06-4aaf-b830-7e9e0597d069 | 2025-04-16T05:46:12 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task character by qelliott No additional info | {
"geo_location": "Mali",
"device_hash": "ea7c32e4ced21b8f793705133327850a2e53e6f0",
"user_agent": "Opera/9.50.(Windows NT 5.1; mn-MN) Presto/2.9.177 Version/10.00",
"session_id": "fdbb76fe-08ad-4f25-9a33-cfeaacaff70d",
"risk_score": 50.93,
"confidence": 0.12
} | qelliott | scheduled_task | character | 120 | explorer.exe | No additional info | Endpoint scheduled_task character by qelliott No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2820ace7-4f23-4a31-9dc6-8e665e5fecf2 | 2025-05-30T07:56:16 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by pottererin MITRE Technique: T1566.001 | {
"geo_location": "Paraguay",
"device_hash": "14ce97cca43033fbfbc08315f8f9ea66",
"user_agent": "Opera/9.20.(Windows NT 5.0; uk-UA) Presto/2.9.172 Version/10.00",
"session_id": "88f78542-cfdd-485e-acd0-db02f22a24e1",
"risk_score": 38.15,
"confidence": 0.86
} | pottererin | model_access | null | null | null | MITRE Technique: T1566.001 | AI system model_access by pottererin MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-59fe3dff | dceb2c38386a6ec515cfda4707e66fe424bd86c3033481ac86062688588e6402 | b75688c0b3acef26eb0f364ad5a67edea173c361a404e150f0af73704ac9a2a3 | null | null | null | null | null | null | null |
00840abe-8937-4d67-b7a0-9720d5950804 | 2025-05-27T13:17:21 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 67.4.122.168:63 to 10.78.218.82:31906 No additional info | {
"geo_location": "Mali",
"device_hash": "dd670b1b4341dd9cb7614d406b4ca36a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.0)",
"session_id": "35ce3af2-e452-4dfc-8f69-c14b7f032965",
"risk_score": 76.17,
"confidence": 0.41
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 67.4.122.168:63 to 10.78.218.82:31906 No additional info | null | null | null | null | 67.4.122.168 | 10.78.218.82 | null | null | null | null | null | null | null | null | 63 | 31,906 | RDP | 385,317 | 2,265 | null | null |
278edc44-6964-440b-8108-3a193585dcc0 | 2025-02-17T20:14:00 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall inspect HTTPS traffic from 68.83.178.20:488 to 161.238.214.202:334 No additional info | {
"geo_location": "Uganda",
"device_hash": "0f59668a7b10c25da08264ae019a6da5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.38.1 (KHTML, like Gecko) Version/5.0.4 Safari/531.38.1",
"session_id": "3f3492be-e249-45ce-93bc-4553ab9ecef1",
"risk_score": 47.46,
"confidence": 0.12
} | null | inspect | null | null | null | No additional info | Firewall inspect HTTPS traffic from 68.83.178.20:488 to 161.238.214.202:334 No additional info | null | null | null | null | 68.83.178.20 | 161.238.214.202 | null | null | null | null | null | null | null | null | 488 | 334 | HTTPS | 388,967 | 2,515 | null | null |
2c78c11d-f273-4939-bbb1-619c92baf91a | 2025-03-24T10:01:19 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth failed for scott42 via biometric from 166.142.68.42 MITRE Technique: T1053.005 | {
"geo_location": "Nigeria",
"device_hash": "fb83e13bebbe6936025c831dc5e375d2086b72962a840c521debe0bf54851aaa",
"user_agent": "Opera/8.33.(X11; Linux i686; ff-SN) Presto/2.9.176 Version/11.00",
"session_id": "70b587ed-d943-47e5-8d2a-5b9333b15412",
"risk_score": 44.56,
"confidence": 0.32
} | scott42 | failed | null | null | null | MITRE Technique: T1053.005 | Auth failed for scott42 via biometric from 166.142.68.42 MITRE Technique: T1053.005 | {
"baseline_deviation": 2.04,
"entropy": 3.3,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 166.142.68.42 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 12:e1:d8:23:10:f3 |
52d83cf0-66ff-4efb-8197-caca16490e8d | 2025-04-10T13:34:52 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by ubray No additional info noise=4EBD7553 | {
"geo_location": "El Salvador",
"device_hash": "6cbe8ae10a0302bff2487fc918900b11b6bd1a107a285f742b194982014ebb0f",
"user_agent": "Opera/9.71.(X11; Linux x86_64; mn-MN) Presto/2.9.166 Version/12.00",
"session_id": "4a489afe-ef2d-4876-8c79-4618311e4d83",
"risk_score": 58.77,
"confidence": 0.28
} | ubray | adversarial_input | null | null | null | No additional info | AI system adversarial_input by ubray No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9a9114e2 | 4e0da88706e28283e1b7e5c1efcff6ef7459d1d8 | 97f0a47e3db37f9bbaaf09df39e7dcdf8e8cef91 | null | null | null | null | null | null | null |
f286c1a7-9fd0-4eba-8bb3-456c5ea02fd1 | 2025-06-13T02:29:24 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: MFA Bypass detected from 149.131.28.37 targeting 184.204.149.75 Associated Threat Actor: Kimsuky | Unconventional IOC: UEFI variable tampering noise=search/wp-content | {
"geo_location": "Cyprus",
"device_hash": "5489e33e05ce38b068c55fd855d66d97b86c2941",
"user_agent": "Opera/9.62.(Windows NT 6.1; da-DK) Presto/2.9.160 Version/11.00",
"session_id": "02276878-ccfa-4077-a518-8280481060b3",
"risk_score": 81.44,
"confidence": 0.47
} | null | null | null | null | null | Associated Threat Actor: Kimsuky | Unconventional IOC: UEFI variable tampering | Zeek Alert: MFA Bypass detected from 149.131.28.37 targeting 184.204.149.75 Associated Threat Actor: Kimsuky | Unconventional IOC: UEFI variable tampering | null | null | null | null | 149.131.28.37 | 184.204.149.75 | MFA Bypass | SIG-3506 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
4ab608ad-b5b4-4f17-8f94-91c370a7ad02 | 2025-05-17T12:58:52 | ids_alert | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Vectra AI Alert: Brute Force detected from 150.217.89.15 targeting 125.189.54.68 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "44a1122a87fe5e27033b8e9fe03b04ac6684be27",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_1 rv:4.0; am-ET) AppleWebKit/532.16.2 (KHTML, like Gecko) Version/5.0 Safari/532.16.2",
"session_id": "b1830265-c0eb-40b6-ab00-2364ea51beb7",
"risk_score": 43... | null | null | null | null | null | No additional info | Vectra AI Alert: Brute Force detected from 150.217.89.15 targeting 125.189.54.68 No additional info | null | null | null | null | 150.217.89.15 | 125.189.54.68 | Brute Force | SIG-4204 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
24d0031a-9bb5-4821-b634-eaaa6a677207 | 2025-07-03T23:21:58 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in Alibaba by njordan MITRE Technique: T1204.002 | {
"geo_location": "Puerto Rico",
"device_hash": "ec5d73f0691e22e307f19f0e29c34720ac366c5f",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/36.0.861.0 Safari/531.2",
"session_id": "e92d45b6-0fc5-498f-ad1d-c92cf8136a93",
"risk_score": 41.8,
"confidence": 0.7
} | njordan | container_escape | null | null | null | MITRE Technique: T1204.002 | Cloud container_escape in Alibaba by njordan MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | Alibaba | res-61ca6e03 | null | null | null | null | null | null | null | null | null | null |
83297776-a127-478a-b44b-303a1526775e | 2025-02-17T16:34:06 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Israel",
"device_hash": "ef1eb4dcd7614823b907b479e91c070e5095529a77c36a1ed90aca185690ae79",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/4.1)",
"session_id": "9566c09b-cac1-4d0b-848f-f4af995f78c3",
"risk_score": 47.49,
"confidence": 0.46
} | null | battery_drain | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | null | HVAC | iot-838d74c2 | 7.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c4e9260-1f05-4d8d-8c76-49fed39eb78b | 2025-05-17T11:07:50 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Korea",
"device_hash": "1521a12d53b56266e2f9b451fd8b4bfd61c0407b",
"user_agent": "Opera/9.15.(X11; Linux x86_64; om-ET) Presto/2.9.174 Version/11.00",
"session_id": "88119feb-d5b5-4706-8c28-545b6fd56eb8",
"risk_score": 36.5,
"confidence": 0.61
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-d867fbe9 | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ca897637-a495-449b-a804-49845e623980 | 2025-05-05T05:00:50 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for ybrown via passwordless from 8.245.72.220 No additional info | {
"geo_location": "Qatar",
"device_hash": "80aeef9436a167e35ff61cce4d3b303e58f29bd6255db8c09d38f0aecd3cc5d4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_9 rv:6.0; pt-BR) AppleWebKit/531.22.5 (KHTML, like Gecko) Version/4.0.5 Safari/531.22.5",
"session_id": "2717153a-f1c1-4e03-b154-af832dabf76e",
... | ybrown | locked | null | null | null | No additional info | Auth locked for ybrown via passwordless from 8.245.72.220 No additional info | null | null | null | null | 8.245.72.220 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | be:c1:52:4b:6f:e3 |
61efdd68-9a44-4481-aedc-d2410b606e3a | 2021-11-12T17:07:04 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access model by xbautista No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "e4ee437180aa421ca0ac3fca71a982ea80db7f33ea1a4885dd5a21d7e40cc615",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/43.0.872.0 Safari/533.0",
"session_id": "ec4f7ef1-9439-4164-96f7-da48b273d034",
"risk_score": 6... | xbautista | file_access | model | 1,721 | cmd.exe | No additional info | Endpoint file_access model by xbautista No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
610fd271-54f3-4171-bea9-9b2246274f36 | 2025-06-26T20:40:57 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Alibaba by ymack MITRE Technique: T1574.002 | {
"geo_location": "Djibouti",
"device_hash": "37d9c4e4053dea950be79fc6fd2b7ed7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.0)",
"session_id": "8b5c546c-cb7f-4286-8cfa-c22293963118",
"risk_score": 6.22,
"confidence": 0.62
} | ymack | crypto_mining | null | null | null | MITRE Technique: T1574.002 | Cloud crypto_mining in Alibaba by ymack MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Alibaba | res-80b85f72 | null | null | null | null | null | null | null | null | null | null |
3d547901-eb1c-4e66-9e5d-79a51df8ae69 | 2025-02-05T22:39:09 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow HTTPS traffic from 223.184.51.134:856 to 48.246.188.73:666 MITRE Technique: T1059.005 | {
"geo_location": "Moldova",
"device_hash": "53e64602f90e9175a62186f214a0acea15381b73",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.41.2 (KHTML, like Gecko) Version/4.1 Safari/532.41.2",
"session_id": "acb2bca9-c683-49ba-8c0b-94f5a1fe4d12",
"risk_score": 32.63,
"confiden... | null | allow | null | null | null | MITRE Technique: T1059.005 | Firewall allow HTTPS traffic from 223.184.51.134:856 to 48.246.188.73:666 MITRE Technique: T1059.005 | null | null | null | null | 223.184.51.134 | 48.246.188.73 | null | null | null | null | null | null | null | null | 856 | 666 | HTTPS | 567,231 | 3,515 | null | null |
a788f3d1-845d-48c3-9a76-b4ca64cd534f | 2025-02-25T23:19:48 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for robert35 via biometric from 166.125.210.102 Credential stuffing pattern detected noise=wp-content/categories | {
"geo_location": "Niger",
"device_hash": "3a9217bf9fb6f1f9740a916965efa34a1b35ef58",
"user_agent": "Opera/9.78.(X11; Linux i686; sv-SE) Presto/2.9.185 Version/11.00",
"session_id": "84fc5f68-f110-47bf-9684-1cd27d2b4d01",
"risk_score": 31.9,
"confidence": 0.66
} | robert35 | bypass | null | null | null | Credential stuffing pattern detected | Auth bypass for robert35 via biometric from 166.125.210.102 Credential stuffing pattern detected | null | null | null | null | 166.125.210.102 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | e0:60:26:92:25:f9 |
fe591050-0f72-49fc-8bfa-2c0d84897d32 | 2025-04-09T13:25:01 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only NTP traffic from 83.177.144.89:321 to 57.117.205.246:916 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "d76e8313f44dc21936e5848a857e41f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "38a202c5-8041-4be9-8c34-f937498e4b1f",
"risk_score": 83.77,
"confidence": 0.99
} | null | log-only | null | null | null | No additional info | Firewall log-only NTP traffic from 83.177.144.89:321 to 57.117.205.246:916 No additional info | null | null | null | null | 83.177.144.89 | 57.117.205.246 | null | null | null | null | null | null | null | null | 321 | 916 | NTP | 296,287 | 2,029 | null | null |
961abfec-4185-4872-959c-e05f9ca3fde3 | 2025-01-28T16:00:02 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only SMB traffic from 59.96.79.222:937 to 10.82.133.152:770 No additional info | {
"geo_location": "Finland",
"device_hash": "b402ef15d60b0349a9eecea0792cfcbc",
"user_agent": "Mozilla/5.0 (Android 4.0.3; Mobile; rv:57.0) Gecko/57.0 Firefox/57.0",
"session_id": "cb86e05e-6cb5-4bec-8bbe-473bc1bba49b",
"risk_score": 52.81,
"confidence": 0.75
} | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 59.96.79.222:937 to 10.82.133.152:770 No additional info | null | null | null | null | 59.96.79.222 | 10.82.133.152 | null | null | null | null | null | null | null | null | 937 | 770 | SMB | 731,144 | 3,291 | null | null |
83e82367-99a7-4cca-8cdd-8e251d78e73a | 2025-01-22T14:43:42 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow HTTP traffic from 202.80.226.68:679 to 201.45.105.120:913 No additional info | {
"geo_location": "Angola",
"device_hash": "02518313af79a46df62c954a5aa184d3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/534.44.7 (KHTML, like Gecko) Version/4.0.2 Safari/534.44.7",
"session_id": "1dcb1f54-d95d-45e8-aab2-e264c7c7f653",
"risk_score": 38.24,
"confidence": 0.55
} | null | allow | null | null | null | No additional info | Firewall allow HTTP traffic from 202.80.226.68:679 to 201.45.105.120:913 No additional info | null | null | null | null | 202.80.226.68 | 201.45.105.120 | null | null | null | null | null | null | null | null | 679 | 913 | HTTP | 271,212 | 763 | null | null |
da800743-f545-463d-acae-04166231d246 | 2025-02-23T11:03:55 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by anitacowan Associated Threat Actor: Mustang Panda | {
"geo_location": "Lithuania",
"device_hash": "a91d33ecd832697306def549cfce27d0deb341f1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/4.0)",
"session_id": "657d2032-c245-4638-bd6e-af55fd573970",
"risk_score": 70.45,
"confidence": 0.41
} | anitacowan | membership_inference | null | null | null | Associated Threat Actor: Mustang Panda | AI system membership_inference by anitacowan Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | model-9a206e30 | e662d03f1490cfa5f02a42375f46e64f | a82eae9323e245fdeb986c7320f3daa2 | null | null | null | null | null | null | null |
1e993fcc-d11a-4b41-a746-836619c735c5 | 2025-04-24T20:01:59 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper MITRE Technique: T1547.001 | {
"geo_location": "Christmas Island",
"device_hash": "4203b208fc40af9be93dd392d74c7960c2698d5a",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/3038-07-24 00:06:04 Firefox/3.8",
"session_id": "79f236d9-0ff2-48c7-9f29-5c018310fa5b",
"risk_score": 61.41,
"confidence": 0.46
} | null | physical_tamper | null | null | null | MITRE Technique: T1547.001 | IoT device Thermostat physical_tamper MITRE Technique: T1547.001 | null | Thermostat | iot-632b702c | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e3fc724-5716-4f02-8ef6-667776945000 | 2025-02-16T05:02:52 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /be/with.txt by tiffanynichols Living-off-the-land technique detected noise=really|rule|clearly | {
"geo_location": "China",
"device_hash": "3b9d8b70502187b0ab5d277859c09ac8822ee84d73487607903fb522b1743c0f",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; nl-BE; rv:1.9.2.20) Gecko/4095-07-12 15:51:41 Firefox/3.6.18",
"session_id": "7757d010-dd47-4e72-a6ae-e8a54e1e254f",
"risk_score": 60.15,
"confidence": 0.... | tiffanynichols | memory_injection | /be/with.txt | 8,980 | svchost.exe | Living-off-the-land technique detected | Endpoint memory_injection /be/with.txt by tiffanynichols Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a3ccb081-61ef-4d9b-9744-a0786a30e4de | 2025-05-10T08:14:27 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in AWS by sonya70 Associated Threat Actor: TA505 | Unconventional IOC: Bios timestamp anomalies noise=B3C31D6D | {
"geo_location": "China",
"device_hash": "8f32a537705dc0d9dac8c2882c25dbee8b63d389",
"user_agent": "Opera/8.71.(Windows 98; Win 9x 4.90; fr-FR) Presto/2.9.183 Version/10.00",
"session_id": "a59e3d27-deb6-4c23-8cbd-5ee83a6b6d5b",
"risk_score": 42.05,
"confidence": 0.92
} | sonya70 | config_change | null | null | null | Associated Threat Actor: TA505 | Unconventional IOC: Bios timestamp anomalies | Cloud config_change in AWS by sonya70 Associated Threat Actor: TA505 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | AWS | res-c19b5876 | null | null | null | null | null | null | null | null | null | null |
5a6f7ede-047f-48d1-b970-091e93d6992b | 2025-02-18T13:31:55 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection financial by edward87 No additional info | {
"geo_location": "Vietnam",
"device_hash": "cfd696dfde526d3d2a1ff83a2ec5b78fda131b0f",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "b954ebd7-4571-4e36-bb5f-8197e97bcaee",
"risk_score": 62.29,
"confidence": 0.43
} | edward87 | memory_injection | financial | 7,548 | powershell.exe | No additional info | Endpoint memory_injection financial by edward87 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2dae410a-47b4-4b2f-9178-ca48651f0848 | 2025-03-02T22:20:31 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 10.125.21.146 to 40.83.21.138 Associated Threat Actor: Mustang Panda | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Guernsey",
"device_hash": "ed53d4dc96a383f884de0e5de3a3da0d22d91d46691d2391d3e0d8b8c1515abb",
"user_agent": "Opera/9.47.(X11; Linux i686; ga-IE) Presto/2.9.186 Version/11.00",
"session_id": "14103a62-3ef9-43cb-91f4-66b39981ee4e",
"risk_score": 64.15,
"confidence": 0.47
} | null | latency_spike | null | null | null | Associated Threat Actor: Mustang Panda | Unconventional IOC: Thermal sensor anomalies | Network latency_spike from 10.125.21.146 to 40.83.21.138 Associated Threat Actor: Mustang Panda | Unconventional IOC: Thermal sensor anomalies | {
"baseline_deviation": 1.59,
"entropy": 6.55,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.125.21.146 | 40.83.21.138 | null | null | null | null | null | null | null | null | null | null | HTTP | 224,394 | null | null | null |
bc04e756-4fdb-41f9-80bc-044e7c621e97 | 2025-02-18T18:54:34 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical protocol_violation Associated Threat Actor: Conti | {
"geo_location": "Egypt",
"device_hash": "3b75c19d1d56a305186cca7cf6faccfd032c1b81da28b6cda5bad53eecffbcd2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_9) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/59.0.886.0 Safari/534.2",
"session_id": "43cc07eb-c47d-4e4a-a665-96c8269220b5",
"risk_score... | null | protocol_violation | null | null | null | Associated Threat Actor: Conti | IoT device Medical protocol_violation Associated Threat Actor: Conti | null | Medical | iot-967a7062 | 5.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8c7604a7-2ae6-4ab5-957a-ff38124c9916 | 2025-01-19T17:19:36 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine TCP traffic from 140.168.32.46:464 to 160.95.242.206:489 No additional info | {
"geo_location": "Palau",
"device_hash": "98ed88a411d9c8eca2fe027af74f16bbe582a031",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ar-BH) AppleWebKit/533.23.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.23.5",
"session_id": "88364a34-c568-40dc-9b81-c9e229c9e261",
"risk_... | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 140.168.32.46:464 to 160.95.242.206:489 No additional info | null | null | null | null | 140.168.32.46 | 160.95.242.206 | null | null | null | null | null | null | null | null | 464 | 489 | TCP | 366,786 | 444 | null | null |
7bed7b0c-3cee-472d-8271-52963c5192ff | 2025-07-11T11:23:16 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by bthompson No additional info | {
"geo_location": "Panama",
"device_hash": "941e5e9ca8a7eba432295ded36e8d6fae99e03e61787b10c6c769a62f9084798",
"user_agent": "Mozilla/5.0 (Android 4.2.2; Mobile; rv:57.0) Gecko/57.0 Firefox/57.0",
"session_id": "d3d57362-9326-47e4-85db-9d4c4cd4cea0",
"risk_score": 29.9,
"confidence": 0.51
} | bthompson | model_inversion | null | null | null | No additional info | AI system model_inversion by bthompson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0bd64c63 | 38fb13cc4ad362a0c484d816f1a1971a55476c1770cbe576b3a0f343748a5d05 | c1ca2fb6908bb369fbbddfc237b59ad5adefc8323b5eb2a60ce08c84d6e2ee11 | null | null | null | null | null | null | null |
41fdd1af-5287-4d58-afd7-fbde5877da56 | 2025-01-17T20:57:23 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: Credential Stuffing detected from 83.208.157.118 targeting 201.226.98.34 MITRE Technique: T1071.001 | {
"geo_location": "Russia",
"device_hash": "4e0733620308d935dc65da17c3b22b40503b627b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.0)",
"session_id": "cd28ae99-57e0-4401-aa6a-e2d084561d8c",
"risk_score": 57.83,
"confidence": 0.39
} | null | null | null | null | null | MITRE Technique: T1071.001 | FireEye HX Alert: Credential Stuffing detected from 83.208.157.118 targeting 201.226.98.34 MITRE Technique: T1071.001 | null | null | null | null | 83.208.157.118 | 201.226.98.34 | Credential Stuffing | SIG-3182 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
abefeba2-cf9a-463b-b893-5648568ba24f | 2025-01-19T16:18:01 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: Supply Chain Compromise detected from 149.178.95.174 targeting 69.210.72.239 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "5b81f3431849a810f2f4e5f499cdb3d21547aea0",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_4 rv:3.0; bho-IN) AppleWebKit/533.21.4 (KHTML, like Gecko) Version/4.0 Safari/533.21.4",
"session_id": "895ccc01-57e6-4772-95ae-a926c62e0923",
"risk_score": 65... | null | null | null | null | null | No additional info | Zeek Alert: Supply Chain Compromise detected from 149.178.95.174 targeting 69.210.72.239 No additional info | null | null | null | null | 149.178.95.174 | 69.210.72.239 | Supply Chain Compromise | SIG-6315 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
20a70727-ec15-4c60-af07-00abecf48f5d | 2025-04-12T10:27:31 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Malta",
"device_hash": "9089e09bf021a5c1858304f30660cbc0680736df38e07ac7fdbd934effb1defb",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/20.0.822.0 Safari/534.0",
"session_id": "a0a14809-25d5-4ba0-9ccf-c2fa17dfac9d",
"risk_score": 49.38,
"confide... | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-afdd8d01 | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3482517a-a90b-4644-8bbc-e5d60b7f7a18 | 2025-07-02T15:50:21 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for tara36 via biometric from 10.170.77.59 No additional info noise=wp-content/category | {
"geo_location": "Spain",
"device_hash": "3ea87fab64d54550fed226f2f7291fe454810d0a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.49.4 (KHTML, like Gecko) Version/4.0.2 Safari/532.49.4",
"session_id": "13b9059b-f85d-4f45-a089-52386deabd27",
"risk_score": 37.11,
"confidence": 0.1... | tara36 | locked | null | null | null | No additional info | Auth locked for tara36 via biometric from 10.170.77.59 No additional info | null | null | null | null | 10.170.77.59 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | f7:40:e1:b8:91:35 |
f6d43f48-f111-4e65-a600-4945d33fff4c | 2025-06-30T04:07:49 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Mayotte",
"device_hash": "acd55ef5fea482dc49a8c5853aa1d9c6",
"user_agent": "Opera/8.18.(Windows 95; ak-GH) Presto/2.9.160 Version/10.00",
"session_id": "e7a997f9-3a45-4d16-bb35-b284b9dbfaae",
"risk_score": 32.31,
"confidence": 0.04
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-67878d65 | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a85e9352-78ae-4840-8d28-e14e1de9961d | 2025-05-20T15:58:52 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "d67568094ae337d6f09803b5c45f52debdd102c0",
"user_agent": "Opera/9.38.(X11; Linux i686; tg-TJ) Presto/2.9.185 Version/10.00",
"session_id": "a45b80d5-440b-4299-8401-dda5fbb29326",
"risk_score": 27.33,
"confidence": 0.14
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-c46b245b | 7.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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