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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
20e28792-5892-4927-9a7d-bd9a229785cf | 2025-03-01T00:01:44 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine TCP traffic from 182.175.191.127:713 to 22.181.94.206:145 MITRE Technique: T1110.003 | Geo anomaly: Impossible travel detected | {
"geo_location": "Bulgaria",
"device_hash": "94b1b9aabd514d4910390ad0740ae70af4c17985",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; bhb-IN) AppleWebKit/531.39.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.39.5",
"session_id": "493526b0-8550-4679-8fee-af5c25cf802f",
"r... | null | quarantine | null | null | null | MITRE Technique: T1110.003 | Geo anomaly: Impossible travel detected | Firewall quarantine TCP traffic from 182.175.191.127:713 to 22.181.94.206:145 MITRE Technique: T1110.003 | Geo anomaly: Impossible travel detected | null | null | null | null | 182.175.191.127 | 22.181.94.206 | null | null | null | null | null | null | null | null | 713 | 145 | TCP | 261,467 | 1,658 | null | null |
53512c4f-9bca-49ac-a1bc-e90448137e7e | 2025-02-17T18:54:08 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for tiffany35 via key from 73.136.54.153 MITRE Technique: T1486 | {
"geo_location": "Comoros",
"device_hash": "8647af8198ce27ce008110775ebe71ec55255c6ab35d55058d8792dbfebbec2a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.31.3 (KHTML, like Gecko) Version/5.0.5 Safari/531.31.3",
"session_id": "ab171430-b595-4afa-95d0-a1cb8a1d0c96",
"risk_score": 4... | tiffany35 | failed | null | null | null | MITRE Technique: T1486 | Auth failed for tiffany35 via key from 73.136.54.153 MITRE Technique: T1486 | null | null | null | null | 73.136.54.153 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | f1:6e:28:87:71:48 |
92551ebf-bd85-43cc-a6a5-fffce5f65d9b | 2025-05-03T01:36:52 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection admit by smejia No additional info | {
"geo_location": "Western Sahara",
"device_hash": "8fa4cfe893b1ba59c0b8be1d0f9256b5c9a0558c",
"user_agent": "Opera/8.66.(Windows NT 10.0; fo-FO) Presto/2.9.187 Version/10.00",
"session_id": "a2af615d-ad61-4d83-b84d-b150f9f75672",
"risk_score": 50.55,
"confidence": 0.14
} | smejia | memory_injection | admit | 724 | powershell.exe | No additional info | Endpoint memory_injection admit by smejia No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
afe79a30-91b7-4eb1-b61e-998d1539bcab | 2025-01-16T14:24:06 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 10.57.6.158 to 199.150.211.144 Associated Threat Actor: APT35 | {
"geo_location": "Tonga",
"device_hash": "aa9cfb5c5cbb2dd728ca99b1b0b6fe60d7d79f99c41994e75d199dc5205468b6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.0)",
"session_id": "a1f9554c-9234-4164-b682-8d837ed911f7",
"risk_score": 52.45,
"confidence": 0.65
} | null | bandwidth_usage | null | null | null | Associated Threat Actor: APT35 | Network bandwidth_usage from 10.57.6.158 to 199.150.211.144 Associated Threat Actor: APT35 | null | null | null | null | 10.57.6.158 | 199.150.211.144 | null | null | null | null | null | null | null | null | null | null | HTTPS | 3,312 | null | null | null |
d4f671c0-5d79-46e5-8e02-4d9fdfc9592e | 2025-05-22T18:42:45 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTPS traffic from 82.4.0.72:894 to 78.140.240.197:1016 No additional info noise=search/tags | {
"geo_location": "Suriname",
"device_hash": "87f8b150756d6036d9aee3f64797a190494a1462",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.0)",
"session_id": "20443a8f-ac09-4ea3-87aa-8a458a6148f4",
"risk_score": 71.98,
"confidence": 0.48
} | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 82.4.0.72:894 to 78.140.240.197:1016 No additional info | null | null | null | null | 82.4.0.72 | 78.140.240.197 | null | null | null | null | null | null | null | null | 894 | 1,016 | HTTPS | 961,778 | 2,994 | null | null |
2879df13-4f18-46c2-9f97-adfd0174851d | 2025-02-09T19:08:36 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /land/space.avi by paulayork Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Russia",
"device_hash": "77ec69ba8a0c9f114adfeefe826e6be5e621e9296c485d9eabf36006df094469",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.0)",
"session_id": "2a12ef84-5535-4b70-9398-650b41b0172c",
"risk_score": 46.42,
"confidence": 0.86
} | paulayork | process_stop | /land/space.avi | 6,801 | svchost.exe | Unconventional IOC: Bios timestamp anomalies | Endpoint process_stop /land/space.avi by paulayork Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f1bbde4-229e-4350-8c1d-684b6bf5dfaa | 2025-04-29T10:19:42 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth bypass for daviskatherine via password from 49.146.249.85 MITRE Technique: T1059.001 | {
"geo_location": "Russian Federation",
"device_hash": "deada4350fd474e2f01a2299d971d5e779b5b705",
"user_agent": "Mozilla/5.0 (Linux; Android 8.0.0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/41.0.834.0 Safari/533.1",
"session_id": "4364246b-7fac-43a7-a8fa-48f7664697c8",
"risk_score": 33.24,
"confidence":... | daviskatherine | bypass | null | null | null | MITRE Technique: T1059.001 | Auth bypass for daviskatherine via password from 49.146.249.85 MITRE Technique: T1059.001 | {
"baseline_deviation": 0.55,
"entropy": 3.25,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 49.146.249.85 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 62:48:f7:52:59:01 |
7f57523a-ef97-4b73-8b62-8c8d86be9e7c | 2025-01-28T21:45:17 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: DDoS detected from 102.123.242.169 targeting 122.116.34.193 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "be236afbb375347f8a7f76f753996c12a5ba2f89dcb320b85273efccc9de0998",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0 rv:2.0; be-BY) AppleWebKit/534.3.4 (KHTML, like Gecko) Version/4.0.3 Safari/534.3.4",
"session_id": "a70c7f5a-6a76-4904-84... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: DDoS detected from 102.123.242.169 targeting 122.116.34.193 No additional info | null | null | null | null | 102.123.242.169 | 122.116.34.193 | DDoS | SIG-8850 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
8020a144-22cd-4bce-b64e-a28865bed847 | 2025-02-17T07:20:47 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: AI Model Poisoning detected from 160.30.222.86 targeting 124.113.86.80 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "25ffea661bdbf8f44a5ff28e92b96742",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/4.1)",
"session_id": "4da32188-7f6f-4bc4-b495-3ce50e25a5a1",
"risk_score": 82.01,
"confidence": 0.64
} | null | null | null | null | null | No additional info | ArcSight Alert: AI Model Poisoning detected from 160.30.222.86 targeting 124.113.86.80 No additional info | {
"baseline_deviation": 1.44,
"entropy": 3.87,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 160.30.222.86 | 124.113.86.80 | AI Model Poisoning | SIG-3970 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
81b865c3-603b-47c1-82ff-280fe6c4ec68 | 2025-04-08T02:12:42 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity MITRE Technique: T1218.011 | {
"geo_location": "Timor-Leste",
"device_hash": "5bee910c8063fa8fa5be00e46c4a5b8a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_6) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/51.0.891.0 Safari/534.2",
"session_id": "047dcaae-137e-4e63-bc4a-bd507771634b",
"risk_score": 50.16,
"confidence":... | null | unusual_activity | null | null | null | MITRE Technique: T1218.011 | IoT device Medical unusual_activity MITRE Technique: T1218.011 | null | Medical | iot-8a4c9c54 | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7bc1ddd-473a-47e3-a335-0f9957813594 | 2025-05-06T00:01:41 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Azure by claytonkelly No additional info noise=3C4F511C | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "22ff226f769df354ce7272480fdcda40159d9005f230dee102b89ce916aeccdb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.1)",
"session_id": "57119d72-9481-4663-aa99-ee18635ddfa6",
"risk_score": 66.78,
"confidence": 0.56
} | claytonkelly | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Azure by claytonkelly No additional info | null | null | null | null | null | null | null | null | null | Azure | res-b28c07a6 | null | null | null | null | null | null | null | null | null | null |
8229646e-00de-45a9-82c6-00dc2abe7048 | 2025-04-07T16:29:03 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 10.89.207.215 to 91.108.187.75 No additional info | {
"geo_location": "Singapore",
"device_hash": "8347dc97825d1dd15d4fd543d19a4ebf5fa6a657a53f93bd64812336a7bf736f",
"user_agent": "Opera/9.50.(Windows NT 5.2; sw-KE) Presto/2.9.179 Version/11.00",
"session_id": "4f0cf849-1b78-44b9-abc0-344d683fe6b7",
"risk_score": 43.44,
"confidence": 0.37
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 10.89.207.215 to 91.108.187.75 No additional info | null | null | null | null | 10.89.207.215 | 91.108.187.75 | null | null | null | null | null | null | null | null | null | null | HTTP | 676,465 | null | null | null |
f8b68254-74d0-4093-85fd-ee495bc0317f | 2025-02-16T06:30:32 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: DNS Tunneling detected from 10.172.60.110 targeting N/A No additional info | {
"geo_location": "Chad",
"device_hash": "779342c593f38d3b53278d31f786b065f57cd4f022b30ed2c5cb5679e9f7bce2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.4.3 (KHTML, like Gecko) Version/5.0 Safari/531.4.3",
"session_id": "3aba9e4c-f1ee-4cf0-aa89-ddf1ac646ff7",
"risk_score": 81.61,
... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: DNS Tunneling detected from 10.172.60.110 targeting N/A No additional info | null | null | null | null | 10.172.60.110 | N/A | DNS Tunneling | SIG-7620 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
27961611-d3ca-484d-b33a-52cbec36bf7d | 2025-01-16T23:01:17 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for joan07 via key from 147.209.246.10 No additional info | {
"geo_location": "Morocco",
"device_hash": "9be706349d42e5fc1d74ce45f05430d69f87608c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.0)",
"session_id": "6a4fac3f-d4cf-4929-baa7-579a77843239",
"risk_score": 29.04,
"confidence": 0.8
} | joan07 | challenge | null | null | null | No additional info | Auth challenge for joan07 via key from 147.209.246.10 No additional info | null | null | null | null | 147.209.246.10 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 23:a2:48:75:84:32 |
85f3649e-729b-449c-b438-5d118ceaa410 | 2025-07-06T09:03:37 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: DDoS detected from 108.66.77.107 targeting N/A No additional info | {
"geo_location": "Somalia",
"device_hash": "7fc4f9c1eb073c513696ebf994fa2cfcaef12f55",
"user_agent": "Opera/8.35.(Windows CE; brx-IN) Presto/2.9.184 Version/12.00",
"session_id": "f59f9aa5-418b-4846-9ed2-d4795ef45f17",
"risk_score": 57.73,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Vectra AI Alert: DDoS detected from 108.66.77.107 targeting N/A No additional info | null | null | null | null | 108.66.77.107 | N/A | DDoS | SIG-9712 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
f60badc8-666f-4666-936f-8f77b1a29216 | 2025-02-27T00:50:31 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for hailey81 via password from 140.113.215.150 No additional info noise=726F8FC3 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "545863f771e13283a5a34bde89a4845bcae1c40a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/44.0.829.0 Mobile/50Q419 Safari/531.1",
"session_id": "8d88915f-3a1c-43... | hailey81 | timeout | null | null | null | No additional info | Auth timeout for hailey81 via password from 140.113.215.150 No additional info | null | null | null | null | 140.113.215.150 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | bb:84:d3:fa:f1:ba |
38daa7a7-392f-41b1-8b10-25a6b8552c1f | 2025-04-22T04:50:15 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for krista97 via MFA from 10.112.69.154 No additional info | {
"geo_location": "Niue",
"device_hash": "05d5ce2e78eb7f02afab1658008cea66599de908",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:16.0) Gecko/16.0 Firefox/16.0",
"session_id": "fbccbde6-a9cb-42fd-9c1c-4b5f37aacecb",
"risk_score": 51.74,
"confidence": 0.18
} | krista97 | bypass | null | null | null | No additional info | Auth bypass for krista97 via MFA from 10.112.69.154 No additional info | null | null | null | null | 10.112.69.154 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 6c:00:ca:f8:db:ff |
9338dc0b-d0c5-4202-bf3b-0897efcd8659 | 2025-03-22T05:39:32 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in OCI by george03 No additional info | {
"geo_location": "Japan",
"device_hash": "6abb7ba3ea278546d2a0b27c883c0984",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/39.0.823.0 Safari/536.2",
"session_id": "6025532a-49e7-4616-a1e8-cfbced48aae2",
"risk_score": 52.33,
"confidence": 0.04
} | george03 | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by george03 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-c022b4a3 | null | null | null | null | null | null | null | null | null | null |
badd59a2-915c-4134-9521-c3a22cdeb14b | 2025-05-03T13:52:12 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by briancarter MITRE Technique: T1078.004 | {
"geo_location": "Swaziland",
"device_hash": "d48c43c00dbc58ce97ec9c5f21083a0723147799a29a3b9ce932cb16d7260b13",
"user_agent": "Opera/9.51.(Windows NT 10.0; km-KH) Presto/2.9.178 Version/12.00",
"session_id": "a109c22a-ebb8-439d-8d61-7ae306413479",
"risk_score": 91.42,
"confidence": 0.85
} | briancarter | adversarial_input | null | null | null | MITRE Technique: T1078.004 | AI system adversarial_input by briancarter MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-1e4a9bd0 | 830150d5741da57543376814ceff138c | d033a04089ce27faf10193843de5cfb284ab0743 | null | null | null | null | null | null | null |
b5d18ab4-9a08-4de9-a6a6-e38edb8eb4cc | 2025-05-24T05:34:48 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by susancarpenter Unconventional IOC: Thermal sensor anomalies noise=category | {
"geo_location": "Korea",
"device_hash": "46711d9fef11639aa3d271c3b22aae23",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ku-TR) AppleWebKit/531.40.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6531.40.4",
"session_id": "d0b77ad2-8cd6-4fe9-a084-cedf19098b39",
"risk_score": ... | susancarpenter | model_access | null | null | null | Unconventional IOC: Thermal sensor anomalies | AI system model_access by susancarpenter Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | model-790296ce | f9d30709b566535fdb099bd480d7fe51 | 9ec2f05c3191033fbfed876cd1a3242b | null | null | null | null | null | null | null |
6722b315-860b-4668-b490-8a5d3765f64e | 2025-04-10T16:37:31 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper Unconventional IOC: TPM attestation failures | {
"geo_location": "Latvia",
"device_hash": "8472120cca230e2ce2351417c7fa3975",
"user_agent": "Opera/8.88.(Windows NT 10.0; fr-LU) Presto/2.9.161 Version/11.00",
"session_id": "22f729c0-9cf2-4bad-abd0-9b470d5880ab",
"risk_score": 52.4,
"confidence": 0.28
} | null | physical_tamper | null | null | null | Unconventional IOC: TPM attestation failures | IoT device Sensor physical_tamper Unconventional IOC: TPM attestation failures | null | Sensor | iot-dec7c943 | 10.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
20b267fe-0cb7-4416-bf50-a33a1ccf19e6 | 2025-01-23T13:51:28 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth challenge for rogersmichelle via SAML from 10.39.123.111 MITRE Technique: T1204.002 | Associated Threat Actor: DarkSide noise=RW1wbG95ZWUu | {
"geo_location": "Tajikistan",
"device_hash": "b78cd18f6d78678f99996747ac06b8a2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_6 rv:6.0; ro-RO) AppleWebKit/531.27.5 (KHTML, like Gecko) Version/5.0 Safari/531.27.5",
"session_id": "d0b98005-f1f1-4904-b0d3-9b46a677e2f1",
"risk_score": 36.05,
"... | rogersmichelle | challenge | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: DarkSide | Auth challenge for rogersmichelle via SAML from 10.39.123.111 MITRE Technique: T1204.002 | Associated Threat Actor: DarkSide | null | null | null | null | 10.39.123.111 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | a9:4e:a0:f9:5e:c5 |
4edd1243-8353-4cd4-b983-47781382e238 | 2025-03-16T11:05:33 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Alibaba by douglaswise Associated Threat Actor: Conti | {
"geo_location": "Fiji",
"device_hash": "2f0252324d91fe02b8c19806c89ce325",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.42.4 (KHTML, like Gecko) Version/5.0 Safari/533.42.4",
"session_id": "def6e305-54fe-4afa-b18e-7a763290931a",
"risk_score": 77.62,
"confidence": 0.72
} | douglaswise | container_escape | null | null | null | Associated Threat Actor: Conti | Cloud container_escape in Alibaba by douglaswise Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | Alibaba | res-c59bd97f | null | null | null | null | null | null | null | null | null | null |
2f15fb73-6aab-45a4-8ca8-a262c9f5ab86 | 2025-02-18T10:30:07 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor protocol_violation No additional info noise=Qm90aCBtYW4u | {
"geo_location": "Moldova",
"device_hash": "b144232807ee2abfd178355d73509d85",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "11ddfb0d-40da-4cfd-8b23-258525a74cc8",
"risk_score": 60.96,
"confidence": 0.09
} | null | protocol_violation | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | null | Sensor | iot-fc09d3af | 2.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9092eb19-6e6b-4076-952e-a239845f7077 | 2025-01-14T13:30:14 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /until/manager.doc by michael90 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "e90554492c3c463ab0733017352ef469978b3b4bf25064cb2ed4e0a5c3735985",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.0)",
"session_id": "6d99db28-7329-4ed0-aff6-fe554096e9a8",
"risk_score": 66.75,
"confidence": 0.12
} | michael90 | process_stop | /until/manager.doc | 6,187 | explorer.exe | No additional info | Endpoint process_stop /until/manager.doc by michael90 No additional info | {
"baseline_deviation": 0.89,
"entropy": 3.48,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7cca8101-88c7-4a20-a9e1-0dbdb180946e | 2025-02-01T11:24:05 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for christophercruz via password from 107.180.227.36 Credential stuffing pattern detected | {
"geo_location": "Jordan",
"device_hash": "e931b4ceef0da753f6e933021fb44f7331f4e1e6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.0)",
"session_id": "d17d23e3-b3e4-4559-9338-efe70bb50305",
"risk_score": 59.05,
"confidence": 0.87
} | christophercruz | timeout | null | null | null | Credential stuffing pattern detected | Auth timeout for christophercruz via password from 107.180.227.36 Credential stuffing pattern detected | null | null | null | null | 107.180.227.36 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | c4:0c:3c:b4:a7:ec |
76c4c2dc-f988-4660-a9d7-33fad2ca6c23 | 2025-06-24T04:47:30 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth success for christopherlowery via passwordless from 77.48.246.20 No additional info | {
"geo_location": "Philippines",
"device_hash": "2835e60e9c7e908897ddf7337a5fb0ca14d99b87",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/29.0.838.0 Safari/533.2",
"session_id": "7d89360a-e37a-4315-ad7e-0719d6f123c8",
"risk_score": 48.5,
"confidence": 0.91
} | christopherlowery | success | null | null | null | No additional info | Auth success for christopherlowery via passwordless from 77.48.246.20 No additional info | {
"baseline_deviation": 0.66,
"entropy": 2.05,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 77.48.246.20 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | d4:f9:dc:55:53:4a |
56b45cc5-772d-482b-9d3d-4139852f300f | 2025-02-07T23:47:53 | 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 Thermostat side_channel MITRE Technique: T1574.002 noise=tags/categories | {
"geo_location": "Thailand",
"device_hash": "12457858ec4dea634fff6ca287bcb8c980d6f8b1",
"user_agent": "Opera/9.25.(Windows CE; pa-PK) Presto/2.9.183 Version/12.00",
"session_id": "a7f2c23e-c0ad-4e88-a866-c066f2fdda26",
"risk_score": 68,
"confidence": 0.46
} | null | side_channel | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat side_channel MITRE Technique: T1574.002 | null | Thermostat | iot-56bb44b5 | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42bc2cbc-7be8-44fa-bedd-7a255e970e3b | 2025-01-25T10:15:07 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network connection from 8.85.250.131 to 186.94.209.41 MITRE Technique: T1134.001 noise=796668D4 | {
"geo_location": "Dominican Republic",
"device_hash": "7032cc5a1c297f33a3388e7fab51b9d2bff010f3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.7.4 (KHTML, like Gecko) Version/5.0 Safari/535.7.4",
"session_id": "2b20c56c-6c22-4203-ab8c-e28e9548f87c",
"risk_score": 31.3,
"confidenc... | null | connection | null | null | null | MITRE Technique: T1134.001 | Network connection from 8.85.250.131 to 186.94.209.41 MITRE Technique: T1134.001 | {
"baseline_deviation": 1.82,
"entropy": 2.3,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 8.85.250.131 | 186.94.209.41 | null | null | null | null | null | null | null | null | null | null | TCP | 645,114 | null | null | null |
cd5719e1-e052-47dd-9eb7-ab28a157db79 | 2025-05-05T17:55:56 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: ICS Attack detected from 196.244.162.41 targeting 75.221.252.126 MITRE Technique: T1486 | {
"geo_location": "Korea",
"device_hash": "b2fab933051620b31f98c1f845ad064ca4834efc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_4) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/51.0.819.0 Safari/534.0",
"session_id": "088fc682-18fe-44a8-8522-8f11a3602f0c",
"risk_score": 24.25,
"confidence":... | null | null | null | null | null | MITRE Technique: T1486 | Wazuh Alert: ICS Attack detected from 196.244.162.41 targeting 75.221.252.126 MITRE Technique: T1486 | null | null | null | null | 196.244.162.41 | 75.221.252.126 | ICS Attack | SIG-2522 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
3d5ccff7-aad8-481b-808e-85090058ac4d | 2025-04-16T05:41:59 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Azure by deborah99 MITRE Technique: T1078.004 noise=DE56A013 | {
"geo_location": "Andorra",
"device_hash": "e493abf3cbd4c02dd0c314b64fe32f94",
"user_agent": "Mozilla/5.0 (Android 1.0; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "04fa8ea8-6252-4701-8f81-9963d717bebe",
"risk_score": 77.03,
"confidence": 0.58
} | deborah99 | container_escape | null | null | null | MITRE Technique: T1078.004 | Cloud container_escape in Azure by deborah99 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | Azure | res-6bfbeb3c | null | null | null | null | null | null | null | null | null | null |
9b9d5037-ccfb-4ed7-bebb-b9f112fff216 | 2025-03-14T02:22:02 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec /window/art.webm by ghenderson No additional info | {
"geo_location": "Ghana",
"device_hash": "8c3e9a3360168359c0bbbf667ab3b78c87fc39f3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; raj-IN) AppleWebKit/533.20.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6533.20.3",
"session_id": "69470900-1998-4b3d-91d3-a642c56c4a77",
"risk... | ghenderson | powershell_exec | /window/art.webm | 8,610 | explorer.exe | No additional info | Endpoint powershell_exec /window/art.webm by ghenderson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c23960e8-7409-40ea-9d66-221d6849c597 | 2025-06-01T18:19:35 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Zero-Day Exploit detected from 118.239.67.102 targeting 18.239.212.52 No additional info | {
"geo_location": "Finland",
"device_hash": "0c1f78be6e30ccc7174ff96ca6025d5f551a12d141d5c4e5274de62578ea4fc7",
"user_agent": "Opera/8.41.(Windows NT 4.0; yi-US) Presto/2.9.187 Version/12.00",
"session_id": "e15ceb61-b841-47c9-81dc-659900e696b5",
"risk_score": 62.46,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Suricata Alert: Zero-Day Exploit detected from 118.239.67.102 targeting 18.239.212.52 No additional info | null | null | null | null | 118.239.67.102 | 18.239.212.52 | Zero-Day Exploit | SIG-6696 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b9b497f9-7f4b-4788-8b1e-d420f93b1197 | 2025-02-18T02:12:45 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: ICS Attack detected from 119.131.126.201 targeting 197.22.128.137 No additional info | {
"geo_location": "Bermuda",
"device_hash": "b64ad2a5a4d60f024efabfecccfeb9c783d4fb0bc0e6ce1a5d61870aad1770c3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2; rv:1.9.5.20) Gecko/9103-01-23 04:01:01 Firefox/11.0",
"session_id": "fe308b51-a6fe-4e0d-bb63-d6a5d99029ec",
"risk_score": 84.07,
"co... | null | null | null | null | null | No additional info | LogRhythm Alert: ICS Attack detected from 119.131.126.201 targeting 197.22.128.137 No additional info | null | null | null | null | 119.131.126.201 | 197.22.128.137 | ICS Attack | SIG-1437 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
80cf1d15-58f8-42c7-9ca1-cf7b52429de2 | 2025-06-29T15:12:36 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Belize",
"device_hash": "72c5b735184b75c0707934af5f8d08101d741a5421fe156350f9fb6b3bff5ef3",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/47.0.834.0 Safari/531.0",
"session_id": "885ea76f-9405-42ca-9366-7bcaf76e4038",
"risk_score": 86.69,
"... | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-c25bfec4 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4dce4f28-5a17-4357-90cf-a557e4177265 | 2025-01-17T07:12:28 | 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 AWS by lmartin No additional info | {
"geo_location": "North Macedonia",
"device_hash": "b17e5363a99152b326ca5deb1aa86831",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.0)",
"session_id": "10d4fcf5-1be5-4b8d-b5a8-28aad93aa2d4",
"risk_score": 13.16,
"confidence": 0.88
} | lmartin | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by lmartin No additional info | null | null | null | null | null | null | null | null | null | AWS | res-7cc7a51b | null | null | null | null | null | null | null | null | null | null |
508deea7-ce74-4d5b-bbc7-c03cdfc4e054 | 2025-01-28T03:58:51 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: SQL Injection detected from 206.92.50.123 targeting 36.133.73.210 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "8f0333a2121a4473bb53942f7757e2f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.1)",
"session_id": "4b5780f0-a778-485b-8425-be0d6b943d25",
"risk_score": 90.76,
"confidence": 0.52
} | null | null | null | null | null | No additional info | Zeek Alert: SQL Injection detected from 206.92.50.123 targeting 36.133.73.210 No additional info | null | null | null | null | 206.92.50.123 | 36.133.73.210 | SQL Injection | SIG-5293 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
232be35a-aad1-4b6e-96b4-20afd106798c | 2030-02-05T13:06:39 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: Credential Stuffing detected from 208.204.40.3 targeting 10.97.18.76 No additional info | {
"geo_location": "Grenada",
"device_hash": "431576af5de7512c648db2620b0bc6f3",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/47.0.803.0 Mobile/71A795 Safari/532.1",
"session_id": "a0d3edc8-c566-4cdf-81a3-37670158c509",
"risk_score": 61.98,
... | null | null | null | null | null | No additional info | Vectra AI Alert: Credential Stuffing detected from 208.204.40.3 targeting 10.97.18.76 No additional info | null | null | null | null | 208.204.40.3 | 10.97.18.76 | Credential Stuffing | SIG-4663 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
750ddab6-2019-489a-b83f-01e9a12b84d9 | 2025-04-06T06:07:51 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 134.209.88.253:20596 to 83.94.130.87:508 No additional info noise=DFAAE1A3 | {
"geo_location": "Palestinian Territory",
"device_hash": "2f7d5a0e9ef30a9076374dc443baffa8c97a1225",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_1 rv:5.0; byn-ER) AppleWebKit/532.43.3 (KHTML, like Gecko) Version/5.0 Safari/532.43.3",
"session_id": "2ea12575-40c8-4bfe-be05-685a183a4742",
"risk_s... | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 134.209.88.253:20596 to 83.94.130.87:508 No additional info | null | null | null | null | 134.209.88.253 | 83.94.130.87 | null | null | null | null | null | null | null | null | 20,596 | 508 | HTTPS | 567,420 | 3,574 | null | null |
76df2bee-1ab7-4af8-8cab-0d1ac7944a10 | 2025-02-19T15:33:52 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow UDP traffic from 217.215.115.201:773 to 153.90.221.99:556 Associated Threat Actor: Conti | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "1272363deeef9ed2faa0dd0c57fc5b29",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/52.0.812.0 Safari/535.0",
"session_id": "e25ba02b-5417-4509-8108-f9d0ce69c5e1",
"risk_score": 46.91,
"confidence": ... | null | allow | null | null | null | Associated Threat Actor: Conti | Firewall allow UDP traffic from 217.215.115.201:773 to 153.90.221.99:556 Associated Threat Actor: Conti | null | null | null | null | 217.215.115.201 | 153.90.221.99 | null | null | null | null | null | null | null | null | 773 | 556 | UDP | 857,215 | 3,185 | null | null |
5914f1b3-bef2-4e33-aa8a-0b22faa450db | 2025-01-15T16:44:07 | ai | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by meaganweber No additional info | {
"geo_location": "Fiji",
"device_hash": "dffe5ce0c73bba7ff3b0e18473182312a21a195e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_3 rv:4.0; ckb-IQ) AppleWebKit/535.36.3 (KHTML, like Gecko) Version/5.1 Safari/535.36.3",
"session_id": "13cf4356-a1a3-4d79-a65b-4cd1baa8746b",
"risk_score": 35.07,
... | meaganweber | adversarial_input | null | null | null | No additional info | AI system adversarial_input by meaganweber No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5e0ecb49 | 3b6e63c4cf2d1c7fb263d01240abff64 | 34c130d9a7b9bbc7fb2385359daa3fa4a3f2b243 | null | null | null | null | null | null | null |
b897ba05-6f04-43e0-a35c-0b3cc772d8c5 | 2025-02-11T19:58:09 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 192.150.11.230 to 10.16.187.145 No additional info | {
"geo_location": "Montserrat",
"device_hash": "d7999ad7301f8f452443299460ad88e0abafb27e7c0ffa0861c51e5180f102dd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; mr-IN) AppleWebKit/534.9.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.9.7",
"session_id": "7fbcff46-e66c-48be-9... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 192.150.11.230 to 10.16.187.145 No additional info | null | null | null | null | 192.150.11.230 | 10.16.187.145 | null | null | null | null | null | null | null | null | null | null | HTTPS | 981,345 | null | null | null |
191f74a3-71ce-43fe-bf33-dc26ea283612 | 2025-06-06T07:34:36 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by elizabethrios No additional info noise=yet|modern|task | {
"geo_location": "Mongolia",
"device_hash": "92d68ac45a16ececf6916ee270bb1569",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ur-PK) AppleWebKit/531.49.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.49.1",
"session_id": "242e5d09-db41-4ba0-86e7-e695a662a061",
"risk_score... | elizabethrios | prompt_injection | null | null | null | No additional info | AI system prompt_injection by elizabethrios No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d83c9106 | b9eacb8e6fe3f094a8f75eb527fac993e26238859fc22867e69db44fd899a259 | d8566a3464c5ca9e5519eeb388fc82cb | null | null | null | null | null | null | null |
689913d1-c80d-4615-a186-0c3679ac15bc | 2025-01-19T00:04:34 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /table/specific.webm by josesanders No additional info | {
"geo_location": "Russia",
"device_hash": "9772595cd06842be262fcc4da6fe7a356a7587c7",
"user_agent": "Opera/9.92.(Windows NT 5.2; ce-RU) Presto/2.9.183 Version/10.00",
"session_id": "05fd8e91-87bf-4ad7-ba97-e6676579ad8c",
"risk_score": 73.69,
"confidence": 0.67
} | josesanders | persistence_mechanism | /table/specific.webm | 1,701 | explorer.exe | No additional info | Endpoint persistence_mechanism /table/specific.webm by josesanders No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2830ce4e-4f83-4b50-b63d-e689dc7cf3a2 | 2025-06-12T06:29:16 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access success by hernandezkathryn No additional info | {
"geo_location": "Czech Republic",
"device_hash": "4eafa63d9fb4784b39498d6907dec440e3abce8ef162e006ae5630ddc9609aba",
"user_agent": "Mozilla/5.0 (Android 11; Mobile; rv:59.0) Gecko/59.0 Firefox/59.0",
"session_id": "1a3225fb-7c95-417c-a4dc-297aeb121993",
"risk_score": 93.64,
"confidence": 0.91
} | hernandezkathryn | file_access | success | 3,643 | svchost.exe | No additional info | Endpoint file_access success by hernandezkathryn No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b33c8fc9-5f25-4023-be5d-4e6e9f32c8ab | 2025-01-16T08:58:39 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in OCI by scottjenkins No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "e2c1659bdb405088ed8f60a6d5dcd7d5",
"user_agent": "Opera/9.53.(Windows NT 5.01; en-PH) Presto/2.9.187 Version/10.00",
"session_id": "3e2a615e-09dc-4664-8675-fe2edbf3b7e1",
"risk_score": 46.26,
"confidence": 0.22
} | scottjenkins | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by scottjenkins No additional info | null | null | null | null | null | null | null | null | null | OCI | res-8923b299 | null | null | null | null | null | null | null | null | null | null |
58ef22f8-67e7-4b8a-aee8-59dc43af9d88 | 2025-02-12T15:20:10 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: SQL Injection detected from 139.11.200.159 targeting 106.156.155.11 Obfuscated payload detected | {
"geo_location": "Indonesia",
"device_hash": "ab140cfdacb900e02548824de020c20cdcf77c90",
"user_agent": "Opera/8.29.(Windows NT 5.0; dz-BT) Presto/2.9.163 Version/10.00",
"session_id": "02307064-0734-4a5b-837d-a22183a6912b",
"risk_score": 70.72,
"confidence": 0.55
} | null | null | null | null | null | Obfuscated payload detected | LogRhythm Alert: SQL Injection detected from 139.11.200.159 targeting 106.156.155.11 Obfuscated payload detected | null | null | null | null | 139.11.200.159 | 106.156.155.11 | SQL Injection | SIG-6787 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b6ad4483-61d2-418e-9630-f5c987eac691 | 2025-06-24T09:21:39 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTP traffic from 6.130.134.103:215 to 80.23.160.127:733 No additional info noise=WWVhci4= | {
"geo_location": "Jamaica",
"device_hash": "aec973dbeaea5fa36429ab50be836c038e3a5261",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/50.0.869.0 Mobile/62Y720 Safari/536.2",
"session_id": "fbf0821e-fcc8-4edc-b44e-7526bf133349",
"risk_score"... | null | deny | null | null | null | No additional info | Firewall deny HTTP traffic from 6.130.134.103:215 to 80.23.160.127:733 No additional info | null | null | null | null | 6.130.134.103 | 80.23.160.127 | null | null | null | null | null | null | null | null | 215 | 733 | HTTP | 787,083 | 3,088 | null | null |
436c6ba6-ff5a-4a5e-81f0-14053a4322e9 | 2025-03-10T14:17:38 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for rodriguezshannon via biometric from 30.213.234.40 No additional info | {
"geo_location": "Taiwan",
"device_hash": "894986a0496d631169c56514f84867d170ca1325",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/16.5k9926.0 Mobile/76W686 Safari/531.2",
"session_id": "875185a7-44dd-443b-a5fb-d85ca3cbcb1f",
"risk_score": 54.... | rodriguezshannon | challenge | null | null | null | No additional info | Auth challenge for rodriguezshannon via biometric from 30.213.234.40 No additional info | null | null | null | null | 30.213.234.40 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | f3:39:4d:f0:53:ab |
973c63e5-c277-48ce-bbc3-5a721781f09d | 2025-02-05T02:44:47 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 31.205.151.45 to 167.61.217.67 MITRE Technique: T1566.001 | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "c8292365b6ca3045f4d0abc24085c801579e766aae7460563226db0bc16ce2e7",
"user_agent": "Opera/9.53.(X11; Linux i686; yi-US) Presto/2.9.169 Version/10.00",
"session_id": "082efdd8-03b1-4db6-afc1-53c9d91ef32b",
"risk_score": 55.9,
"confidence": 0... | null | data_exfiltration | null | null | null | MITRE Technique: T1566.001 | Network data_exfiltration from 31.205.151.45 to 167.61.217.67 MITRE Technique: T1566.001 | {
"baseline_deviation": 1.13,
"entropy": 7.25,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 31.205.151.45 | 167.61.217.67 | null | null | null | null | null | null | null | null | null | null | HTTPS | 657,119 | null | null | null |
aed7c80f-c67a-4207-8592-a829673b653f | 2025-04-18T19:24:56 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system model_access by tthomas No additional info | {
"geo_location": "Indonesia",
"device_hash": "96d44fd575a4d0d0ea5bfcd1d094672a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.0)",
"session_id": "e6aa7a66-327b-4d08-9e07-f73023419413",
"risk_score": 2.71,
"confidence": 0.08
} | tthomas | model_access | null | null | null | No additional info | AI system model_access by tthomas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ea3d1843 | 1f0833d202eb0226d8214f0ad5411a4eec135dd9 | 2cdee0ab3d12d978788618764623cc14ceb10cf7 | null | null | null | null | null | null | null |
95ec75cf-186c-4b4c-bea8-add6a50ef9cd | 2025-03-18T05:55:53 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 34.200.153.241 to 216.93.135.8 Unconventional IOC: Power consumption spikes | {
"geo_location": "Pakistan",
"device_hash": "23df77e0b13a330748a9911b144fa4d287b2cff260fcd09fd2551233d0a265d3",
"user_agent": "Opera/9.11.(X11; Linux i686; hne-IN) Presto/2.9.165 Version/11.00",
"session_id": "36147d4d-e32d-4fa7-9aea-92fb40f070f1",
"risk_score": 54.16,
"confidence": 0.74
} | null | covert_channel | null | null | null | Unconventional IOC: Power consumption spikes | Network covert_channel from 34.200.153.241 to 216.93.135.8 Unconventional IOC: Power consumption spikes | null | null | null | null | 34.200.153.241 | 216.93.135.8 | null | null | null | null | null | null | null | null | null | null | HTTP | 906,099 | null | null | null |
681cb208-9829-4358-9f0b-8e58ca12b64b | 2025-04-15T21:21:15 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by stran No additional info | {
"geo_location": "Cambodia",
"device_hash": "a0c3a5d686ac9575014dc791fee90b6b32e9f05d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_0 rv:2.0; ml-IN) AppleWebKit/533.40.3 (KHTML, like Gecko) Version/5.1 Safari/533.40.3",
"session_id": "a218e47b-abfa-4e7d-b64d-e3eb3ba5661b",
"risk_score": 60.99,... | stran | fine_tuning | null | null | null | No additional info | AI system fine_tuning by stran No additional info | null | null | null | null | null | null | null | null | null | null | null | model-3ae0e4dd | ebb6425432529953abf1ddded5898380 | 91bf7cc5b54bb79775530286be833803 | null | null | null | null | null | null | null |
a3e7587b-ba48-4ef4-a0b1-45b44ee3a648 | 2025-04-27T20:45:38 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 11.65.227.79 to 144.21.176.101 MITRE Technique: T1574.002 | Associated Threat Actor: Lazarus Group | Possible protocol tunneling | {
"geo_location": "Niger",
"device_hash": "d27e3c40a97f38b23f48149ea1ab65ee0317d35e7d8e28a48756abd59f70aa81",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_3) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/52.0.898.0 Safari/533.0",
"session_id": "0ca59dac-e021-45e8-a04a-617732d53729",
"risk_score": ... | null | disconnection | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Lazarus Group | Possible protocol tunneling | Network disconnection from 11.65.227.79 to 144.21.176.101 MITRE Technique: T1574.002 | Associated Threat Actor: Lazarus Group | Possible protocol tunneling | null | null | null | null | 11.65.227.79 | 144.21.176.101 | null | null | null | null | null | null | null | null | null | null | HTTP | 408,398 | null | null | null |
c68d2380-aad9-4bb5-b1b1-b42c8b82bf67 | 2025-06-07T15:45:42 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load me by kelliwillis No additional info noise=blog | {
"geo_location": "Zimbabwe",
"device_hash": "6ae5be9e6a728e55ae614703aa50d47db81b0031",
"user_agent": "Opera/9.83.(X11; Linux i686; br-FR) Presto/2.9.173 Version/10.00",
"session_id": "11c0b41c-ce47-48c2-bd78-8550827ec5c2",
"risk_score": 53.93,
"confidence": 0.64
} | kelliwillis | driver_load | me | 338 | explorer.exe | No additional info | Endpoint driver_load me by kelliwillis No additional info | {
"baseline_deviation": 2.27,
"entropy": 3.29,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f183b01c-932c-4ff8-b26c-d21ad7ed214e | 2025-03-09T08:37:53 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: DNS Tunneling detected from 106.68.241.85 targeting 25.35.160.25 MITRE Technique: T1071.001 noise=land|dog|admit | {
"geo_location": "Ethiopia",
"device_hash": "947e1d7e6d5c7b1b09ab1726b5852c97",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mg-MG) AppleWebKit/531.15.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.15.6",
"session_id": "fe2f9436-2899-4704-b31f-391fc50e1308",
"risk_score... | null | null | null | null | null | MITRE Technique: T1071.001 | LogRhythm Alert: DNS Tunneling detected from 106.68.241.85 targeting 25.35.160.25 MITRE Technique: T1071.001 | null | null | null | null | 106.68.241.85 | 25.35.160.25 | DNS Tunneling | SIG-2633 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
a2472f73-4d1b-40ab-b3fe-815426fc5fb7 | 2025-04-06T07:01:55 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat side_channel MITRE Technique: T1134.001 noise=989DAF8B | {
"geo_location": "Zimbabwe",
"device_hash": "820b7ee897ada277291e8d03c193a93046ad76f6cdae1febfd5212cb2b00f193",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5537-09-14 07:32:44 Firefox/3.6.12",
"session_id": "730e74b9-4108-414a-8e3d-0dd1f7d37ae6",
"risk_score": 77.76,
"confidence": 0.47
... | null | side_channel | null | null | null | MITRE Technique: T1134.001 | IoT device Thermostat side_channel MITRE Technique: T1134.001 | null | Thermostat | iot-dea984f5 | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ff72721-adb1-47d5-ae60-41a692c0a38f | 2025-02-08T06:29:39 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network disconnection from 27.178.18.152 to 48.188.97.193 No additional info noise=53F87D04 | {
"geo_location": "Iran",
"device_hash": "ff99fdce0eaf7adf07ef003be19bb6f5fa6b7f6dc88e37ff7029848fc013288c",
"user_agent": "Mozilla/5.0 (Android 4.3.1; Mobile; rv:66.0) Gecko/66.0 Firefox/66.0",
"session_id": "8769f3d1-8b24-4538-9028-fa231ac2b72a",
"risk_score": 18.68,
"confidence": 0.4
} | null | disconnection | null | null | null | No additional info | Network disconnection from 27.178.18.152 to 48.188.97.193 No additional info | null | null | null | null | 27.178.18.152 | 48.188.97.193 | null | null | null | null | null | null | null | null | null | null | ICMP | 373,316 | null | null | null |
feeb4451-d0fb-4006-9492-35d48130525a | 2025-06-28T04:58:03 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for singhjohn via password from 76.22.25.18 MITRE Technique: T1486 | {
"geo_location": "Lesotho",
"device_hash": "4d0bbf0a34c95d744bee23bc72a130a3",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/9.0x8407.0 Mobile/04Y300 Safari/536.2",
"session_id": "ecdb9be6-643b-4335-8fe1-d625fa2bc559",
"risk_score": 24.52,
"c... | singhjohn | bypass | null | null | null | MITRE Technique: T1486 | Auth bypass for singhjohn via password from 76.22.25.18 MITRE Technique: T1486 | null | null | null | null | 76.22.25.18 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 29:c5:db:11:d6:67 |
08d1603f-6025-432c-a8aa-e65b52b1c949 | 2025-02-07T04:27:47 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 96.57.145.238 to 217.251.15.100 MITRE Technique: T1134.001 | {
"geo_location": "Macao",
"device_hash": "7a69fcdec5596da4f26d4d2752eada353ba5e5a8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; kw-GB) AppleWebKit/532.21.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6532.21.5",
"session_id": "391f300a-3010-4c02-b513-fdf817260407",
"risk_... | null | covert_channel | null | null | null | MITRE Technique: T1134.001 | Network covert_channel from 96.57.145.238 to 217.251.15.100 MITRE Technique: T1134.001 | null | null | null | null | 96.57.145.238 | 217.251.15.100 | null | null | null | null | null | null | null | null | null | null | UDP | 90,125 | null | null | null |
26d7dae0-caf4-49b8-aa49-346a4e9a50f0 | 2025-04-25T03:09:31 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network disconnection from 206.235.20.182 to 166.201.25.22 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "1a670d92b350676548872abedbd20c2bb099ebe1",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/62.0.822.0 Safari/531.2",
"session_id": "0bf7a562-00cd-4ea9-b7f9-45e2a294e297",
"risk_score": 54.43,
"confidence": 0.07
... | null | disconnection | null | null | null | No additional info | Network disconnection from 206.235.20.182 to 166.201.25.22 No additional info | null | null | null | null | 206.235.20.182 | 166.201.25.22 | null | null | null | null | null | null | null | null | null | null | UDP | 18,943 | null | null | null |
a813e111-46fe-443f-bc48-42d93f87aed0 | 2025-02-24T20:15:40 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC unusual_activity MITRE Technique: T1078.004 | {
"geo_location": "North Korea",
"device_hash": "9c9f7c9034e8e52f8af33ac6c09ed3cd",
"user_agent": "Opera/9.71.(X11; Linux x86_64; yue-HK) Presto/2.9.164 Version/10.00",
"session_id": "b41c0591-e104-470f-b231-f810b98c4be9",
"risk_score": 85.42,
"confidence": 0.15
} | null | unusual_activity | null | null | null | MITRE Technique: T1078.004 | IoT device HVAC unusual_activity MITRE Technique: T1078.004 | null | HVAC | iot-5a176d78 | 1.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
399651da-6084-4d94-aefa-433d3ee31ee2 | 2025-04-24T03:35:27 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by fvaughan No additional info noise=search | {
"geo_location": "Montenegro",
"device_hash": "e7754f193c6661b034dfa3d8c2aa43e1ddd6fdffcda1619edd5a4e355854f9e7",
"user_agent": "Opera/9.62.(Windows NT 5.0; sa-IN) Presto/2.9.190 Version/12.00",
"session_id": "3bfbdc55-7cda-43db-b719-ac7cbdf60645",
"risk_score": 70.01,
"confidence": 0.26
} | fvaughan | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by fvaughan No additional info | null | null | null | null | null | null | null | null | null | Azure | res-8abf88ae | null | null | null | null | null | null | null | null | null | null |
acfd3e34-1973-4f1b-9b0d-89eef6de315c | 2025-02-01T16:59:00 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec something by xjones No additional info | {
"geo_location": "Myanmar",
"device_hash": "8e7b1f8771b77cb9475699404bd0f13f5c4448bd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_2 rv:6.0; ckb-IQ) AppleWebKit/531.35.1 (KHTML, like Gecko) Version/4.0.5 Safari/531.35.1",
"session_id": "b78d75cd-7b0d-4d33-b06e-711d4b1c381c",
"risk_score": 44.0... | xjones | powershell_exec | something | 7,433 | svchost.exe | No additional info | Endpoint powershell_exec something by xjones No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dcd94f55-5f85-4618-bbfd-96ec2c773bf6 | 2022-03-14T03:03:11 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update Associated Threat Actor: BlueNoroff | {
"geo_location": "Qatar",
"device_hash": "931eb980f490d652d6f7491e0cfac3b9e1dd1d5e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.2.5 (KHTML, like Gecko) Version/4.0.2 Safari/533.2.5",
"session_id": "a5c67ea5-7d52-49e3-a536-2acaeb07fbe4",
"risk_score": 73.41,
"confidence": 0.87
} | null | firmware_update | null | null | null | Associated Threat Actor: BlueNoroff | IoT device Camera firmware_update Associated Threat Actor: BlueNoroff | null | Camera | iot-df15dc72 | 4.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fe970ec7-0ce4-450f-9fb8-58d0acb27fee | 2025-06-26T02:41:23 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec national by millerchris MITRE Technique: T1190 | Associated Threat Actor: Sandworm Team | Fileless execution detected | {
"geo_location": "Bahamas",
"device_hash": "bda177786b85ec01fe4ed0a67837de3a76bccd00",
"user_agent": "Opera/9.94.(X11; Linux x86_64; he-IL) Presto/2.9.187 Version/10.00",
"session_id": "47855b9b-9292-41dc-9d4d-eea4ad908dd6",
"risk_score": 65.65,
"confidence": 0.96
} | millerchris | powershell_exec | national | 7,454 | svchost.exe | MITRE Technique: T1190 | Associated Threat Actor: Sandworm Team | Fileless execution detected | Endpoint powershell_exec national by millerchris MITRE Technique: T1190 | Associated Threat Actor: Sandworm Team | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dba126af-f05a-4573-8d43-0d96874b77e2 | 2025-05-10T01:57:14 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only SMB traffic from 10.238.101.29:561 to 10.38.182.243:64269 No additional info | {
"geo_location": "Kenya",
"device_hash": "c0995239512c218344fa9221b603b3ba79aca932",
"user_agent": "Opera/8.22.(Windows NT 11.0; uz-UZ) Presto/2.9.185 Version/10.00",
"session_id": "a189f7c4-8995-4a0e-9928-1f6cee629200",
"risk_score": 56.18,
"confidence": 0.6
} | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 10.238.101.29:561 to 10.38.182.243:64269 No additional info | null | null | null | null | 10.238.101.29 | 10.38.182.243 | null | null | null | null | null | null | null | null | 561 | 64,269 | SMB | 879,921 | 2,122 | null | null |
76a170a7-343b-4a7d-885b-c2a7669c44e0 | 2025-05-23T09:42:04 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Medical unusual_activity MITRE Technique: T1486 | {
"geo_location": "Jamaica",
"device_hash": "e069e6b55437719ac88e29be951230f2",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/29.0.854.0 Safari/532.1",
"session_id": "685abbb3-a6a7-4315-937b-a5a2bf3405a8",
"risk_score": 41.31,
"confidence": 0.09
} | null | unusual_activity | null | null | null | MITRE Technique: T1486 | IoT device Medical unusual_activity MITRE Technique: T1486 | null | Medical | iot-91300b7f | 8.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c0ca1e2-ab31-4580-a913-df9d91e1a8a3 | 2025-07-10T02:13:39 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTPS traffic from 10.158.174.110:384 to 72.102.217.61:146 No additional info | {
"geo_location": "Niger",
"device_hash": "0ff6a4a0b9a5326de27e9a77d014fb87",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/19.0.888.0 Safari/531.0",
"session_id": "7980c804-65db-458d-89b8-6b200b6521cd",
"risk_score": 0,
"confidence": 0.21
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 10.158.174.110:384 to 72.102.217.61:146 No additional info | null | null | null | null | 10.158.174.110 | 72.102.217.61 | null | null | null | null | null | null | null | null | 384 | 146 | HTTPS | 59,551 | 658 | null | null |
1c8f84b8-f384-4eaa-b1f4-82c0661ff681 | 2025-03-16T21:54:01 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Christmas Island",
"device_hash": "71af28951866f5e6e9245fa0573a11698556c3594cf96940e17e8014ce7d7be3",
"user_agent": "Opera/9.92.(Windows NT 6.0; sid-ET) Presto/2.9.175 Version/10.00",
"session_id": "53eab071-812d-43cf-819a-738914cb994b",
"risk_score": 34.66,
"confidence": 0.02
} | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-6081cd53 | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d17848e5-7b81-4cda-b5eb-8c7d62f89cda | 2025-04-23T10:38:53 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Dominica",
"device_hash": "7fcb2ac995f368b1200073466cfb9cff",
"user_agent": "Mozilla/5.0 (Linux; Android 1.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/56.0.875.0 Safari/531.2",
"session_id": "2ce3fe5a-9765-4b21-b858-019bcc084c2b",
"risk_score": 81.27,
"confidence": 0.47
} | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-031c4c2c | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
940cf429-3207-49d2-bb09-cdc97e2c80df | 2025-05-01T18:40:31 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall allow TCP traffic from 174.134.230.22:526 to 206.67.69.118:938 MITRE Technique: T1190 | Associated Threat Actor: APT37 | {
"geo_location": "Tunisia",
"device_hash": "e556f6f62c7bc172983a52c072f036d42b67cdae853863ebde60f42028077562",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/58.0.880.0 Mobile/23V385 Safari/534.2",
"session_id": "adb55b17-46e5-4f93-b2af-95e26... | null | allow | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: APT37 | Firewall allow TCP traffic from 174.134.230.22:526 to 206.67.69.118:938 MITRE Technique: T1190 | Associated Threat Actor: APT37 | null | null | null | null | 174.134.230.22 | 206.67.69.118 | null | null | null | null | null | null | null | null | 526 | 938 | TCP | 32,580 | 520 | null | null |
9d0d2fc9-376f-4b89-90b7-3fb97f31569f | 2025-01-31T14:02:46 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start side by cynthiaalvarado No additional info | {
"geo_location": "Honduras",
"device_hash": "a43040574f5e4e76f93ba73eb7929289",
"user_agent": "Opera/8.65.(Windows NT 5.0; ug-CN) Presto/2.9.166 Version/12.00",
"session_id": "dcb64a37-d67c-4455-bead-f43a6f3a2b17",
"risk_score": 37.19,
"confidence": 0.57
} | cynthiaalvarado | process_start | side | 2,478 | explorer.exe | No additional info | Endpoint process_start side by cynthiaalvarado No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
415a5b04-ee5d-4b2a-913c-52c4dffd4c19 | 2025-07-10T22:24:14 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical battery_drain MITRE Technique: T1574.002 | {
"geo_location": "Norfolk Island",
"device_hash": "be87ad55c029e4852adf89063269e8ccac018f89",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2 rv:5.0; dv-MV) AppleWebKit/534.32.5 (KHTML, like Gecko) Version/5.1 Safari/534.32.5",
"session_id": "e9cab1ca-88ec-496a-b74a-f8ac5e17b6a6",
"risk_score": 50... | null | battery_drain | null | null | null | MITRE Technique: T1574.002 | IoT device Medical battery_drain MITRE Technique: T1574.002 | null | Medical | iot-3ffc40b0 | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a54962f3-1836-4eb5-b564-1fe14a822141 | 2025-03-06T03:00:21 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by andrew88 No additional info | {
"geo_location": "Ireland",
"device_hash": "ef2b05c07caaae5aa1bd33a2417a684bf992eea6ae75816cd73692eb238dc418",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; cmn-TW; rv:1.9.2.20) Gecko/4673-01-30 23:05:17 Firefox/3.6.7",
"session_id": "0a3767de-a4dc-42d1-b955-edc259ba50b2",
"risk_score": 64.19,
"confidence":... | andrew88 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by andrew88 No additional info | {
"baseline_deviation": 2.63,
"entropy": 7.33,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-c1b31ef1 | a26d1fa2a92a7941ea7223a0346450c88603ecde | 7830f5bdae23fd447925498ac5e74697 | null | null | null | null | null | null | null |
0830d5b4-e3f9-44d0-ae06-e914c626122f | 2025-02-06T04:06:29 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism protect by nancyodom MITRE Technique: T1053.005 | {
"geo_location": "Mongolia",
"device_hash": "c279b313eff620f2fabe57ceec13f829d0713719",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; ko-KR; rv:1.9.2.20) Gecko/7628-08-10 05:32:38 Firefox/13.0",
"session_id": "0f457d7f-d56f-4d4d-b5e6-cfabfb3404ca",
"risk_score": 60.38,
"confidence": 0.12
} | nancyodom | persistence_mechanism | protect | 6,603 | svchost.exe | MITRE Technique: T1053.005 | Endpoint persistence_mechanism protect by nancyodom MITRE Technique: T1053.005 | {
"baseline_deviation": 0.68,
"entropy": 6.5,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ffb6b4be-7081-4d94-ba43-f03794ba51d1 | 2025-01-22T15:38:56 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info noise=UHJldHR5Lg== | {
"geo_location": "Timor-Leste",
"device_hash": "d0fe61c0b68a2cbdd9d29342b17cbbb320514093",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_9 rv:5.0; ik-CA) AppleWebKit/535.36.5 (KHTML, like Gecko) Version/4.1 Safari/535.36.5",
"session_id": "9d3bd0fa-0e24-49e9-ba03-345907e64aa8",
"risk_score": 72... | null | protocol_violation | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | null | Thermostat | iot-1e0348b5 | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6a9601a8-26fd-48ad-bfbf-52181b9999bc | 2025-06-22T03:57:28 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 125.254.82.45 to 13.250.97.58 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Belgium",
"device_hash": "6d59eaade0a6ca9b626e68519ec4ccfcd21e2ab40745312903575ed166f16287",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/35.0.848.0 Safari/536.1",
"session_id": "78353977-ef59-4b1a-8634-5f11bb165130",
"risk_score": 23.13,... | null | protocol_anomaly | null | null | null | Unconventional IOC: Quantum random number deviations | Network protocol_anomaly from 125.254.82.45 to 13.250.97.58 Unconventional IOC: Quantum random number deviations | null | null | null | null | 125.254.82.45 | 13.250.97.58 | null | null | null | null | null | null | null | null | null | null | HTTP | 698,276 | null | null | null |
c5e1b410-3550-4e77-8498-7c3a87868d3a | 2025-02-21T06:22:20 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 89.103.57.61 to 217.177.169.64 MITRE Technique: T1543.003 noise=app | {
"geo_location": "Croatia",
"device_hash": "4bc83d326f9729db175664843a0a570f0d0efa59",
"user_agent": "Opera/8.62.(X11; Linux x86_64; tig-ER) Presto/2.9.169 Version/11.00",
"session_id": "ec5b5367-2244-4f73-bf4e-8b65ef2d8ef1",
"risk_score": 62.62,
"confidence": 0.44
} | null | data_exfiltration | null | null | null | MITRE Technique: T1543.003 | Network data_exfiltration from 89.103.57.61 to 217.177.169.64 MITRE Technique: T1543.003 | null | null | null | null | 89.103.57.61 | 217.177.169.64 | null | null | null | null | null | null | null | null | null | null | TCP | 755,541 | null | null | null |
befa4364-2edc-4f0f-954a-86c6a9de5cb0 | 2025-06-19T09:36:39 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel MITRE Technique: T1059.001 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "1d8106bd9f06f8489c5e38c63fa5fc08",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.0)",
"session_id": "4cb590f5-2cc7-48cc-a6bf-bfcf16782ad3",
"risk_score": 49.69,
"confidence": 0.19
} | null | side_channel | null | null | null | MITRE Technique: T1059.001 | IoT device Sensor side_channel MITRE Technique: T1059.001 | null | Sensor | iot-d15afb35 | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2d06ec8-433a-4191-87a7-40b2256c28d4 | 2025-04-23T01:30:06 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by garrettheather MITRE Technique: T1110.003 | {
"geo_location": "North Korea",
"device_hash": "17f5e1490d89a2ad82a2511d75505fcf",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_8; rv:1.9.3.20) Gecko/8486-11-19 21:09:37 Firefox/12.0",
"session_id": "546c8cc5-69ee-490b-86a8-f6fdb277866f",
"risk_score": 64.76,
"confidence": 0.65
} | garrettheather | fine_tuning | null | null | null | MITRE Technique: T1110.003 | AI system fine_tuning by garrettheather MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-af3199c7 | 43f967b75c54b40acce24bb2e8e7c75c | ccfb6569ae36fd58ee02510ddd978c9574fc1a5983b175354e0169ab8cf54ae6 | null | null | null | null | null | null | null |
1499d4d5-f987-4043-ab04-70bdd5f05499 | 2025-04-28T02:54:44 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine RDP traffic from 117.204.123.177:379 to 194.63.53.119:141 No additional info noise=tag/app/categories | {
"geo_location": "Bahrain",
"device_hash": "eb0c3af9167b659f49c0c0e9a4cbe282af10a1e2",
"user_agent": "Opera/8.58.(Windows NT 6.0; ckb-IQ) Presto/2.9.176 Version/12.00",
"session_id": "334f28e7-9466-46f2-b35e-e7e644cbf4ef",
"risk_score": 76.62,
"confidence": 0.92
} | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 117.204.123.177:379 to 194.63.53.119:141 No additional info | null | null | null | null | 117.204.123.177 | 194.63.53.119 | null | null | null | null | null | null | null | null | 379 | 141 | RDP | 706,126 | 2,512 | null | null |
2ec26746-f6c8-4bac-b148-e0443a2b8bc2 | 2025-05-16T09:52:26 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start discussion by christopheraustin Associated Threat Actor: REvil | {
"geo_location": "Belize",
"device_hash": "d7b10d6e5f3639b6e9bf0ec738e807d8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; uz-UZ) AppleWebKit/531.41.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.41.4",
"session_id": "fd6063bd-54c1-47e3-bfba-2b7f5d5d6e68",
"risk_score":... | christopheraustin | process_start | discussion | 8,447 | cmd.exe | Associated Threat Actor: REvil | Endpoint process_start discussion by christopheraustin 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 |
ba4dd1a8-6a7a-4b31-a0b7-310a02096e79 | 2025-01-29T00:01:01 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for lunasarah via key from 34.200.98.1 No additional info | {
"geo_location": "Guernsey",
"device_hash": "30683e0ac2ed0d125c1c81700b264ab4e1c06071",
"user_agent": "Opera/8.95.(X11; Linux x86_64; my-MM) Presto/2.9.184 Version/10.00",
"session_id": "a47c59ff-e008-4fc2-8cd9-b94e31771496",
"risk_score": 41.13,
"confidence": 0.97
} | lunasarah | failed | null | null | null | No additional info | Auth failed for lunasarah via key from 34.200.98.1 No additional info | null | null | null | null | 34.200.98.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 2b:b0:da:1c:81:7f |
0251657c-4b9d-4e9a-a4ce-2d2542ff43ac | 2025-03-30T18:31:06 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /hotel/answer.pdf by kaufmanlaurie No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "5c6eb25bd82d5ffc57f37aba59b09e8fc3cafc16",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.1)",
"session_id": "449ce188-19bf-4da2-a1ea-df69e0906d78",
"risk_score": 57.06,
"confidence": 0.56
} | kaufmanlaurie | process_start | /hotel/answer.pdf | 9,063 | cmd.exe | No additional info | Endpoint process_start /hotel/answer.pdf by kaufmanlaurie No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
306c16b4-1da5-4fe2-9c37-24bb6dafb56a | 2025-02-05T23:16:49 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: SQL Injection detected from 77.168.35.140 targeting 140.50.37.161 No additional info noise=main | {
"geo_location": "Colombia",
"device_hash": "df490ddd7218107341c3331de96ad7d463842810",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_9) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/19.0.832.0 Safari/534.0",
"session_id": "7b94ae2b-3e15-414b-bf8f-291f00cf6a8c",
"risk_score": 50.36,
"confid... | null | null | null | null | null | No additional info | Tanium Alert: SQL Injection detected from 77.168.35.140 targeting 140.50.37.161 No additional info | null | null | null | null | 77.168.35.140 | 140.50.37.161 | SQL Injection | SIG-4492 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
3cc074ca-d2b0-4b22-94b4-77ecfcc61762 | 2025-03-08T00:11:20 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by carolyn77 Training data poisoning attempt | {
"geo_location": "Taiwan",
"device_hash": "ff6a0e1d9cb3ec9fa8b5043e8fa45a21",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/16.5z6429.0 Mobile/18E626 Safari/534.0",
"session_id": "158b6c67-4b9f-49d7-8ff8-444fb12765e7",
"risk_score": 59.3,
"c... | carolyn77 | fine_tuning | null | null | null | Training data poisoning attempt | AI system fine_tuning by carolyn77 Training data poisoning attempt | null | null | null | null | null | null | null | null | null | null | null | model-c75d24ea | 54e5dfe032c322a2d14936895dea2871 | 44f0ec0348b9d68a62c2bec5d8db2ec3edc45d23 | null | null | null | null | null | null | null |
1440904c-5511-4a73-add5-e52c4290e5a3 | 2025-04-20T22:25:38 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow UDP traffic from 138.243.44.6:50944 to 64.221.157.133:373 No additional info | {
"geo_location": "Armenia",
"device_hash": "5acb290ee5d979c6a190fd7282ffe90148172aa6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.28.3 (KHTML, like Gecko) Version/4.0.3 Safari/532.28.3",
"session_id": "cc4900ad-6127-4c1e-917f-d35551a90157",
"risk_score": 35.73,
"confidence": 0.... | null | allow | null | null | null | No additional info | Firewall allow UDP traffic from 138.243.44.6:50944 to 64.221.157.133:373 No additional info | null | null | null | null | 138.243.44.6 | 64.221.157.133 | null | null | null | null | null | null | null | null | 50,944 | 373 | UDP | 919,070 | 2,534 | null | null |
3d3b4ddf-e923-41c7-ab41-a600ceaada2a | 2025-05-29T10:23:45 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Azure by tyronecosta No additional info | {
"geo_location": "Brazil",
"device_hash": "41791f6cca690366e067d35825d818d946d2a8c619fa6dd26df5e880a4ccb2ec",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/22.0.895.0 Safari/532.2",
"session_id": "ef6218f7-bdff-466e-9c32-ca8a0ff122c5",
"risk_score": 70.13,
"confid... | tyronecosta | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by tyronecosta No additional info | null | null | null | null | null | null | null | null | null | Azure | res-349d44bb | null | null | null | null | null | null | null | null | null | null |
164fb9aa-6616-4178-930d-94eda1613ad2 | 2025-05-05T02:38:15 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Lithuania",
"device_hash": "32b1a4eff33d9adb1d0b7540e72d35d3a36fe1a53ad839c2128e52615cf70bb8",
"user_agent": "Opera/8.11.(Windows NT 10.0; hi-IN) Presto/2.9.184 Version/11.00",
"session_id": "eb92cbcc-40f9-4cdf-8972-f33d59ede54e",
"risk_score": 48.28,
"confidence": 0.15
} | null | command_injection | null | null | null | No additional info | IoT device Sensor command_injection No additional info | {
"baseline_deviation": 0.76,
"entropy": 4.15,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Sensor | iot-2811edec | 7.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f81f8545-177b-4ec5-bb84-34795077a449 | 2025-03-17T08:28:08 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for lorimoore via passwordless from 114.171.174.41 MITRE Technique: T1543.003 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Mauritania",
"device_hash": "34ab4f192853ed09a5d2db4ac1371d29",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; pa-IN) AppleWebKit/532.44.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6532.44.2",
"session_id": "75480522-81b3-4659-a422-dd8f030d58f8",
"risk_sco... | lorimoore | challenge | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: CPU microcode changes | Auth challenge for lorimoore via passwordless from 114.171.174.41 MITRE Technique: T1543.003 | Unconventional IOC: CPU microcode changes | null | null | null | null | 114.171.174.41 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 95:53:77:1b:db:d7 |
bf1fc74d-ab6b-48d3-b9f1-91a3d7502d28 | 2025-02-05T13:04:46 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for cfinley via MFA from 193.135.247.187 MITRE Technique: T1059.001 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "f1b658bf5e53f907549133c34f1494357126bbfa18cdedc64d1f1f9dfe06ec95",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.18.4 (KHTML, like Gecko) Version/5.0.5 Safari/533.18.4",
"session_id": "446d0586-8707-4f69-9b77-8d3aa2d8e724",
... | cfinley | bypass | null | null | null | MITRE Technique: T1059.001 | Auth bypass for cfinley via MFA from 193.135.247.187 MITRE Technique: T1059.001 | null | null | null | null | 193.135.247.187 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 4a:31:51:94:97:83 |
4ac91ae9-6ef6-49a5-8a9f-764bf575f866 | 2025-03-23T21:08:23 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system api_abuse by andreschmidt Unconventional IOC: GPU memory artifacts noise=posts | {
"geo_location": "Reunion",
"device_hash": "7da933cea5974011cc654af106b04cbf",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mg-MG) AppleWebKit/531.48.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.48.5",
"session_id": "3b232812-0b1d-4e12-8f69-42127a72ea99",
"risk_score"... | andreschmidt | api_abuse | null | null | null | Unconventional IOC: GPU memory artifacts | AI system api_abuse by andreschmidt Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | model-7ece0397 | 8369e67fceead2229d65f17d1338fdb7596fc51c | 37b331e459f6140ddf2f6990a93556ca5a9a297c | null | null | null | null | null | null | null |
c1d3c9d2-731f-4a6f-b4e4-e0c16ee33ada | 2025-02-23T06:19:02 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /find/treat.odp by mannjoshua No additional info | {
"geo_location": "United Kingdom",
"device_hash": "6b782d1d6fa7824c42d202120fe877eafd368ff9f4a8fad89b271a7d6870bb00",
"user_agent": "Mozilla/5.0 (Android 4.4.2; Mobile; rv:54.0) Gecko/54.0 Firefox/54.0",
"session_id": "1de33b04-19ee-46a3-9acd-8f9fd65d3f83",
"risk_score": 73.21,
"confidence": 0.5
} | mannjoshua | service_install | /find/treat.odp | 9,096 | cmd.exe | No additional info | Endpoint service_install /find/treat.odp by mannjoshua No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
974d03d0-5f8c-4717-994e-cd859f39afff | 2025-01-16T06:24:29 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in OCI by mary74 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "7dca5c9df8b35d823410ea9ab038dc4016c455b2ed7ecd670dd0f4088861b39e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/33.0.850.0 Safari/533.2",
"session_id": "8df81a00-6f97-4bf9-9803... | mary74 | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by mary74 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-b8a1c9ed | null | null | null | null | null | null | null | null | null | null |
dbd8692e-541d-4214-b92d-6f456130e05e | 2025-05-01T01:04:07 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow RDP traffic from 5.224.99.219:974 to 175.250.238.241:909 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "a1f2ebb89198fd659681ab7169cb094c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/53.0.804.0 Safari/532.0",
"session_id": "af8841b2-9f92-4759-a3dd-ea7d6cc23d93",
"risk_score": 47.06,
"confidence": 0.0... | null | allow | null | null | null | No additional info | Firewall allow RDP traffic from 5.224.99.219:974 to 175.250.238.241:909 No additional info | null | null | null | null | 5.224.99.219 | 175.250.238.241 | null | null | null | null | null | null | null | null | 974 | 909 | RDP | 911,826 | 953 | null | null |
a62760c8-cce5-43df-8e5e-ce3c20e26a62 | 2025-03-05T09:44:28 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop Republican by wellis Associated Threat Actor: Kimsuky noise=tag/wp-content/app | {
"geo_location": "Botswana",
"device_hash": "c2f6fc0b2a9bb37b7de2936d48c8beda2f5b616c666f1a68c57e9153c18a9784",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "3d08f9f7-5559-4cd8-99dc-883eb1ee064a",
"risk_score": 56.71,
"confidence": 0.86
} | wellis | process_stop | Republican | 8,852 | cmd.exe | Associated Threat Actor: Kimsuky | Endpoint process_stop Republican by wellis Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9fac85e4-9dfd-4112-afcf-8e50377cf50f | 2025-06-10T20:03:20 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall drop NTP traffic from 8.9.251.230:961 to 10.247.11.214:759 MITRE Technique: T1547.001 | {
"geo_location": "Dominica",
"device_hash": "a9280ba7f3bd60632b17301df930bf4ed9f872d1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/35.0.828.0 Mobile/98A513 Safari/532.2",
"session_id": "ab521345-1ea1-4a66-99f1-c58b6d7fcc84",
"risk_score": 100... | null | drop | null | null | null | MITRE Technique: T1547.001 | Firewall drop NTP traffic from 8.9.251.230:961 to 10.247.11.214:759 MITRE Technique: T1547.001 | null | null | null | null | 8.9.251.230 | 10.247.11.214 | null | null | null | null | null | null | null | null | 961 | 759 | NTP | 233,983 | 3,516 | null | null |
26d0e2fa-55f8-4a71-a4d9-48bf65929c0e | 2025-07-10T11:41:59 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system model_access by randy65 No additional info | {
"geo_location": "Bermuda",
"device_hash": "21470c144606149cd7323bde2dc82d75",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/5.1)",
"session_id": "fb29bde5-cf84-47cc-9e9b-765162854f35",
"risk_score": 51.31,
"confidence": 0.26
} | randy65 | model_access | null | null | null | No additional info | AI system model_access by randy65 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ebd10e9b | 27d0529506fd5778f6347071caccd86d64cd13e01e110a8d514635d4f1b87a5d | ec0837398dfae9ce05e120e4ea9015d32864979d | null | null | null | null | null | null | null |
34d46dd3-3bb4-4d19-b395-f52de309146b | 2025-06-20T14:56:41 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for sallison via passwordless from 141.16.133.63 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "fee51f20369808e49205a06fbcdd9540",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/59.0.809.0 Safari/535.1",
"session_id": "441e7b7b-1e3f-448c-9309-b82f7d5b1371",
"risk_score": 19.98,
"confidence": 0.8
} | sallison | challenge | null | null | null | No additional info | Auth challenge for sallison via passwordless from 141.16.133.63 No additional info | null | null | null | null | 141.16.133.63 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | c1:0d:ac:e6:48:e0 |
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