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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e877f865-4a7b-441b-9535-c0675be4a95c | 2025-04-30T17:56:07 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in OCI by ericbell MITRE Technique: T1543.003 | {
"geo_location": "China",
"device_hash": "8275e616f96b69b1681d27fb5c0057522ab89788",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_8 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/27.0.803.0 Mobile/59L562 Safari/534.1",
"session_id": "0cc2f5e3-1704-453e-bc7c-9d1c578db03d",
"risk_score": ... | ericbell | instance_creation | null | null | null | MITRE Technique: T1543.003 | Cloud instance_creation in OCI by ericbell MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | OCI | res-f12d4bf2 | null | null | null | null | null | null | null | null | null | null |
76b0e328-2931-4a9a-ab78-b9663388d524 | 2025-07-04T04:36:36 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /former/result.flac by robert88 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "95584a17f637bcf0fd91c59c2458376d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/46.0.868.0 Safari/536.0",
"session_id": "bd3b06cd-9041-4f84-9b75-553567ad6da2",
"risk_score": 64.64,
"confidence": 0.81
} | robert88 | process_stop | /former/result.flac | 4,286 | powershell.exe | No additional info | Endpoint process_stop /former/result.flac by robert88 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6697f6b1-06ac-45f1-897f-179e04e87cea | 2025-06-13T06:14:08 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 199.95.120.54 to 136.73.78.248 No additional info noise=explore/wp-content/explore | {
"geo_location": "Palestinian Territory",
"device_hash": "e3aa5fa29e69772470bc3b5809b83b28530ae41e20f5f003554471f33261383a",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/46.0.862.0 Safari/533.2",
"session_id": "105be162-11c6-45f5-badb-c8d6f1162e42",
"risk_score... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 199.95.120.54 to 136.73.78.248 No additional info | null | null | null | null | 199.95.120.54 | 136.73.78.248 | null | null | null | null | null | null | null | null | null | null | HTTPS | 197,410 | null | null | null |
d988eceb-3bee-4b81-b7df-b0222deba205 | 2023-05-05T12:59:05 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Iraq",
"device_hash": "99d14a989c4320231f28bab184598c1d27666353",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/5.0)",
"session_id": "1ebc4c65-4e2a-4ef2-bbb9-37604a3cf0c1",
"risk_score": 66.75,
"confidence": 0.47
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-61fe2f46 | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bd94885b-fb26-4be0-a711-02b836329339 | 2025-04-26T13:12:45 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 10.66.100.52 to 10.243.126.234 MITRE Technique: T1053.005 | Unconventional IOC: Power consumption spikes noise=QXV0aG9yLg== | {
"geo_location": "Norway",
"device_hash": "6e97b29229b9b00810d233feb2419ff0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/14.0.830.0 Safari/533.1",
"session_id": "ea68cffa-3e34-4d0d-b117-7df5d1fba6c8",
"risk_score": 50.47,
"confidence": 0.59
} | null | data_exfiltration | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: Power consumption spikes | Network data_exfiltration from 10.66.100.52 to 10.243.126.234 MITRE Technique: T1053.005 | Unconventional IOC: Power consumption spikes | {
"baseline_deviation": 0.88,
"entropy": 3.75,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.66.100.52 | 10.243.126.234 | null | null | null | null | null | null | null | null | null | null | UDP | 83,083 | null | null | null |
a790123f-06d1-4db8-b2f4-709670768c1d | 2025-02-16T04:03:33 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "b99b016c7a71f543c8556b5174cb93eb99678ef1cb6893c2dd27c14f08d92017",
"user_agent": "Opera/9.23.(Windows NT 5.2; kl-GL) Presto/2.9.171 Version/10.00",
"session_id": "5be73fc8-8f43-42f6-9cf3-4926570a3516",
"risk_score": 62.18,
"co... | null | unusual_activity | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | null | Sensor | iot-2b05191d | 1.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8f8b823-4aa3-4bb1-ba2a-5d109de71e67 | 2025-06-01T11:00:36 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by sharonflores No additional info | {
"geo_location": "Poland",
"device_hash": "e67114b054ca47d1568d3df8aadb1e7a4ddf0eafc0e047564499ca16a3a7d642",
"user_agent": "Opera/8.32.(Windows NT 6.1; gez-ER) Presto/2.9.176 Version/11.00",
"session_id": "da10ad84-3075-4587-a84e-106a6d6a5ab5",
"risk_score": 33.88,
"confidence": 0.11
} | sharonflores | adversarial_input | null | null | null | No additional info | AI system adversarial_input by sharonflores No additional info | {
"baseline_deviation": 2.31,
"entropy": 3.2,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-8e7cd093 | 4a9dac34c3e839fdae8e9fcffd45b44016154c8d | 4628f2c14876890aa37b44f304ed8fff960798cb | null | null | null | null | null | null | null |
41aeeba6-df35-477c-ae61-5b51c9f50e90 | 2025-06-24T21:14:28 | auth | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth success for kendramorales via key from 136.154.154.122 No additional info | {
"geo_location": "Malta",
"device_hash": "34c8d0fed6540b30b2fef9fbc895aeda",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.0)",
"session_id": "bc083bf5-5c30-49ba-a6ce-b897be5c8418",
"risk_score": 92.11,
"confidence": 0.43
} | kendramorales | success | null | null | null | No additional info | Auth success for kendramorales via key from 136.154.154.122 No additional info | null | null | null | null | 136.154.154.122 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 96:2d:0a:39:bd:9b |
ec36af16-57f4-4f19-8327-af7a5c779777 | 2025-02-23T14:04:13 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access middle by benjaminjohnson No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "1fe75ac626f74d8aa56094872eb97b3e9ed3c078",
"user_agent": "Mozilla/5.0 (Android 2.3.7; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "1a16161d-fc36-49b9-9fed-49440d5c3558",
"risk_score": 49.2,
"confidence": 0.42
} | benjaminjohnson | file_access | middle | 1,055 | powershell.exe | No additional info | Endpoint file_access middle by benjaminjohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
803c739f-7c98-48d2-b360-0e6376e17639 | 2025-06-14T07:46:01 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC battery_drain No additional info noise=QXBwbHkgcHV0Lg== | {
"geo_location": "Timor-Leste",
"device_hash": "ba10f681fb8fe2f405cdfeb05e2fdc05828469a4c5273ca8d0aebfece4b442bd",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/37.0.848.0 Safari/534.0",
"session_id": "0fa16f29-0dfb-4ce2-b2bb-c4de76685c93",
"risk_score": 72.79,
"c... | null | battery_drain | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | null | HVAC | iot-64be5219 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8b46cc17-cbbb-41b4-a4da-e3d7529b4e65 | 2025-05-06T20:52:57 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: Living-off-the-Land detected from 145.118.90.204 targeting 48.68.246.86 MITRE Technique: T1566.001 | Obfuscated payload detected | {
"geo_location": "Bolivia",
"device_hash": "a45e59353b6cbd4f395fb49929e686b3",
"user_agent": "Opera/8.25.(X11; Linux i686; am-ET) Presto/2.9.161 Version/11.00",
"session_id": "604c90c6-0c0b-48ce-8b69-636273794728",
"risk_score": 27.99,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1566.001 | Obfuscated payload detected | LogRhythm Alert: Living-off-the-Land detected from 145.118.90.204 targeting 48.68.246.86 MITRE Technique: T1566.001 | Obfuscated payload detected | null | null | null | null | 145.118.90.204 | 48.68.246.86 | Living-off-the-Land | SIG-5397 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
8500b3ca-6da6-43f1-bd39-80269b1ba36a | 2025-04-06T05:00:44 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 223.71.237.68 to 65.67.159.156 No additional info | {
"geo_location": "Mayotte",
"device_hash": "07062f82209f704fa5f11cbe8fd61b301f9d94acdc832ef18764bcf8dff8a098",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "2b460604-34de-4bb5-ac57-ea5d053458bb",
"risk_score": 23.55,
"confidence": 0.3
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 223.71.237.68 to 65.67.159.156 No additional info | null | null | null | null | 223.71.237.68 | 65.67.159.156 | null | null | null | null | null | null | null | null | null | null | TCP | 802,511 | null | null | null |
eed6de8a-6127-44b9-81e2-1c3982d17286 | 2025-04-10T17:02:38 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 202.37.86.199 to 171.177.11.84 No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "31936ce197a438f3896c5f998c56c59953c4c10da36c70ea11c900bab06a41cf",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/43.0.863.0 Safari/536.1",
"session_id": "fddfe82f-7658-4122-9e72-e338bb83031a",
"risk_score": ... | null | connection | null | null | null | No additional info | Network connection from 202.37.86.199 to 171.177.11.84 No additional info | null | null | null | null | 202.37.86.199 | 171.177.11.84 | null | null | null | null | null | null | null | null | null | null | UDP | 886,986 | null | null | null |
ce5fee58-1d4e-47e1-b179-bac493822b12 | 2025-04-29T09:07:45 | firewall | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only SSH traffic from 70.163.179.79:851 to 106.226.202.32:95 No additional info | {
"geo_location": "Iraq",
"device_hash": "0d5ceda9e1b5e77b60e3854621451251",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_1; rv:1.9.5.20) Gecko/2990-07-02 18:50:26 Firefox/3.6.20",
"session_id": "cdf7b6fc-8a47-4380-96c1-245825f516d5",
"risk_score": 35.33,
"confidence": 0.31
} | null | log-only | null | null | null | No additional info | Firewall log-only SSH traffic from 70.163.179.79:851 to 106.226.202.32:95 No additional info | null | null | null | null | 70.163.179.79 | 106.226.202.32 | null | null | null | null | null | null | null | null | 851 | 95 | SSH | 809,139 | 3,504 | null | null |
8fc89a58-69fd-43c7-a06f-7e027d26ac60 | 2025-01-18T06:04:01 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by wileyjames MITRE Technique: T1053.005 | {
"geo_location": "Netherlands Antilles",
"device_hash": "0e559c1ad979e138e5e6b510c422a0207acd1b92c99f089686fe0b2e3dabdc99",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.0)",
"session_id": "f8541ee5-0923-4fc0-bd35-59c09e324ea4",
"risk_score": 50.38,
"confidence": 0.62
} | wileyjames | adversarial_input | null | null | null | MITRE Technique: T1053.005 | AI system adversarial_input by wileyjames MITRE Technique: T1053.005 | {
"baseline_deviation": 2.59,
"entropy": 7.74,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-c9201d15 | 2ce1133f2d5fb45781929a7f5a73e393 | 0a86debb110b397dc466456208d2bebf773b01e5 | null | null | null | null | null | null | null |
e090d62c-8ad9-4ab4-8cbb-6b2e406dac23 | 2025-04-05T02:10:50 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: MFA Bypass detected from 118.31.150.20 targeting N/A No additional info | {
"geo_location": "Bolivia",
"device_hash": "5359a6d7a7d5ad7facb2348d5be1c50f0bca80d1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0; rv:1.9.4.20) Gecko/4438-12-11 20:29:44 Firefox/3.8",
"session_id": "2b7c401a-1c72-4636-9a8d-b923067fb0d7",
"risk_score": 49.33,
"confidence": 0.42
} | null | null | null | null | null | No additional info | Zeek Alert: MFA Bypass detected from 118.31.150.20 targeting N/A No additional info | null | null | null | null | 118.31.150.20 | N/A | MFA Bypass | SIG-3277 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
6a4d592e-67b0-49ba-a164-fbfa9c36d243 | 2025-05-13T00:46:52 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by anthonybaird No additional info | {
"geo_location": "Mozambique",
"device_hash": "2e1a6c19258cec2fe12545b4906c0b95b5458dccf3f8d0424135f06034a7a2eb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.0)",
"session_id": "fbf47a98-2424-4dfa-b346-5945fc70e742",
"risk_score": 51.92,
"confidence": 0.65
} | anthonybaird | adversarial_input | null | null | null | No additional info | AI system adversarial_input by anthonybaird No additional info | null | null | null | null | null | null | null | null | null | null | null | model-bfe2750a | f1d9826c4b93051bb0c9761adf78ccfe | 88ef5e451a7ded9c9369b6bd5b571ed7 | null | null | null | null | null | null | null |
1c3615a9-52ce-4514-a6df-59e1c4017517 | 2025-01-18T11:58:15 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in AWS by cobbrandy No additional info | {
"geo_location": "Tonga",
"device_hash": "e3473afe5f90193a0bd3ecbf2b248aa4bb9697cde20169eec12b3012a5baa4f8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.42.3 (KHTML, like Gecko) Version/5.0.3 Safari/531.42.3",
"session_id": "c0af5113-72df-4054-9586-3fe11c2d85a3",
"risk_score": 31.... | cobbrandy | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by cobbrandy No additional info | null | null | null | null | null | null | null | null | null | AWS | res-749c7257 | null | null | null | null | null | null | null | null | null | null |
647d6232-b0cb-4f95-8901-35dc9df55e23 | 2025-01-17T23:38:10 | cloud | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in AWS by uescobar Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Iceland",
"device_hash": "4a310419474c83587eef034c7a0022814bc3b64945523450df0a081e9c0d79b5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.1)",
"session_id": "68ef9218-e2c9-4201-a676-37aa4849bb48",
"risk_score": 14.66,
"confidence": 0.85
} | uescobar | lambda_execution | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud lambda_execution in AWS by uescobar Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | AWS | res-b194599e | null | null | null | null | null | null | null | null | null | null |
4e556c71-2b59-4573-93df-f46b12cd8046 | 2025-04-15T20:51:25 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 113.75.128.24 to 193.16.23.137 MITRE Technique: T1110.003 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "f60f9ac0810750de772a69b3be88931be80f8a016c79db8dbb6ebe8975de6d63",
"user_agent": "Opera/8.85.(X11; Linux x86_64; sl-SI) Presto/2.9.185 Version/12.00",
"session_id": "e27fcc62-c27d-4851-bfcf-98605286e193",
"risk_score": 50.71,
... | null | bandwidth_usage | null | null | null | MITRE Technique: T1110.003 | Network bandwidth_usage from 113.75.128.24 to 193.16.23.137 MITRE Technique: T1110.003 | null | null | null | null | 113.75.128.24 | 193.16.23.137 | null | null | null | null | null | null | null | null | null | null | ICMP | 677,082 | null | null | null |
de8880bf-9c33-41d7-a6a9-1809e66cfe12 | 2022-07-09T19:25:27 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec /arrive/item.txt by richardsgregory MITRE Technique: T1053.005 | {
"geo_location": "Zimbabwe",
"device_hash": "7c5f5dfd1b88d0e3b8ae36972e7fc995",
"user_agent": "Mozilla/5.0 (Windows CE; ar-KW; rv:1.9.2.20) Gecko/4973-08-20 15:17:42 Firefox/3.8",
"session_id": "e784b7c8-5da1-420a-b28c-2813bbd63025",
"risk_score": 71.02,
"confidence": 0.39
} | richardsgregory | wmi_exec | /arrive/item.txt | 2,351 | cmd.exe | MITRE Technique: T1053.005 | Endpoint wmi_exec /arrive/item.txt by richardsgregory MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b20183b5-103f-4994-bbff-a54ca06499bf | 2025-02-27T02:24:14 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for kleinangela via passwordless from 3.200.164.242 No additional info noise=tag | {
"geo_location": "Somalia",
"device_hash": "4040c675c1f319f8633b912c491004499041e9feb230a22013bff4ab9709c324",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.1)",
"session_id": "cb81f8a3-4ff0-492b-a102-cf2aafd92df3",
"risk_score": 23.65,
"confidence": 0.49
} | kleinangela | challenge | null | null | null | No additional info | Auth challenge for kleinangela via passwordless from 3.200.164.242 No additional info | null | null | null | null | 3.200.164.242 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 4f:39:ae:c5:9a:8f |
807c6246-a43c-4b9a-84d6-e928c8f39966 | 2025-01-27T04:04:18 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Russia",
"device_hash": "841ce18e18fc956d03b79a42b7603a57fc661e89",
"user_agent": "Opera/8.66.(Windows NT 10.0; ur-PK) Presto/2.9.185 Version/11.00",
"session_id": "cb2f6148-cae3-44ff-989b-119899019b1e",
"risk_score": 24.79,
"confidence": 0.89
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-b848ef8b | 4.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2397b164-6dd3-466b-ad5d-057312c2b528 | 2025-01-26T11:38:16 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect TCP traffic from 10.114.113.16:360 to 65.132.88.34:168 No additional info | {
"geo_location": "Nauru",
"device_hash": "536c6db7ea5c512dde4c71d51a3f3a962de499ad",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ca-AD) AppleWebKit/534.4.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6534.4.2",
"session_id": "c2bcfddb-44c6-46c5-9b65-3e7b75f37dad",
"risk_sc... | null | inspect | null | null | null | No additional info | Firewall inspect TCP traffic from 10.114.113.16:360 to 65.132.88.34:168 No additional info | null | null | null | null | 10.114.113.16 | 65.132.88.34 | null | null | null | null | null | null | null | null | 360 | 168 | TCP | 344,141 | 2,449 | null | null |
b847ad37-a1c1-426a-98cf-8ef9b7752ef0 | 2025-06-18T22:23:50 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Chad",
"device_hash": "02d30abbb1539ac7d62bf0c78341d527",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "73c1fec1-1083-4670-a1c3-05697ea246ea",
"risk_score": 71.93,
"confidence": 0.34
} | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-d3f53b5c | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2beb2137-9f79-4763-ba5d-70ff4cdb4292 | 2025-04-19T23:35:58 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in OCI by rodneydavis MITRE Technique: T1078.004 | {
"geo_location": "Latvia",
"device_hash": "c1b13958ce0846f75e7533d7c860b842c77e9701",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.1)",
"session_id": "af75dbd6-74fe-4329-8dab-aa444a10e846",
"risk_score": 79.63,
"confidence": 0.5
} | rodneydavis | lambda_execution | null | null | null | MITRE Technique: T1078.004 | Cloud lambda_execution in OCI by rodneydavis MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | OCI | res-e7f60ddd | null | null | null | null | null | null | null | null | null | null |
751abba7-c0f5-4872-9eda-f08fdcd89c53 | 2025-06-08T18:18:36 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in OCI by dennisfrederick MITRE Technique: T1059.001 | {
"geo_location": "Liberia",
"device_hash": "cd46c3bb037b70b2a734c5a7dc5ff3ed9222e044",
"user_agent": "Opera/8.29.(X11; Linux i686; mr-IN) Presto/2.9.171 Version/12.00",
"session_id": "92d19238-6ddc-4c6f-8f19-0140fbcec396",
"risk_score": 73.29,
"confidence": 0.54
} | dennisfrederick | container_escape | null | null | null | MITRE Technique: T1059.001 | Cloud container_escape in OCI by dennisfrederick MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | OCI | res-495b4aaa | null | null | null | null | null | null | null | null | null | null |
b8c2c647-c9a4-4596-be3c-c1a533b4956f | 2025-06-12T01:52:56 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity MITRE Technique: T1566.001 | {
"geo_location": "Guatemala",
"device_hash": "513da0e1008441901c7dee8941f6f7c659f753d8",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; mk-MK; rv:1.9.1.20) Gecko/3966-02-08 17:52:18 Firefox/3.8",
"session_id": "a608e47e-1603-4af9-9478-87d0f7324c89",
"risk_score": 48.49,
"confidence": 0.42
} | null | unusual_activity | null | null | null | MITRE Technique: T1566.001 | IoT device HVAC unusual_activity MITRE Technique: T1566.001 | null | HVAC | iot-0abe79ca | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2f78702f-8db5-4380-81cb-8ca7e7bc586c | 2025-05-31T23:21:47 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1543.003 | {
"geo_location": "Bhutan",
"device_hash": "4540bdadaadd65727319a96847c3bca1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/60.0.809.0 Safari/531.0",
"session_id": "f266137a-b1e8-4acf-82cc-4ea9342550a3",
"risk_score": 72.69,
"confidence": 0.67
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1543.003 | IoT device HVAC sensor_spoofing MITRE Technique: T1543.003 | null | HVAC | iot-3e4b99c3 | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
da180775-bbf9-4bc2-b001-be9363ea7292 | 2025-05-21T20:17:20 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny UDP traffic from 121.161.73.101:939 to 25.90.103.170:211 MITRE Technique: T1071.001 | {
"geo_location": "Italy",
"device_hash": "14e2ac2aa921d588dabcaf417db70ae0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.1)",
"session_id": "a9b39673-4528-4cad-a8b6-b03ecc1c0dcb",
"risk_score": 85.95,
"confidence": 0.92
} | null | deny | null | null | null | MITRE Technique: T1071.001 | Firewall deny UDP traffic from 121.161.73.101:939 to 25.90.103.170:211 MITRE Technique: T1071.001 | null | null | null | null | 121.161.73.101 | 25.90.103.170 | null | null | null | null | null | null | null | null | 939 | 211 | UDP | 661,250 | 1,255 | null | null |
df531514-0dad-4247-a40b-5244495ac456 | 2025-02-04T16:15:29 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth timeout for josephwolf via OAuth from 165.7.173.155 No additional info | {
"geo_location": "Maldives",
"device_hash": "56ddbab369e973517cca15c7e947208810f4c5ac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "af9bf380-7855-4922-a797-5d568cc275e7",
"risk_score": 36.69,
"confidence": 0.09
} | josephwolf | timeout | null | null | null | No additional info | Auth timeout for josephwolf via OAuth from 165.7.173.155 No additional info | null | null | null | null | 165.7.173.155 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 30:88:74:a2:81:57 |
c7a4632c-ed54-4583-b8ad-ee2cc0afd7a3 | 2025-05-04T21:04:28 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in AWS by evelynglover No additional info | {
"geo_location": "Montserrat",
"device_hash": "f82b403f06aca9381232fcf2efdef2c3aa012e02e3c7dd8cbe26785ed37d43c2",
"user_agent": "Opera/9.52.(Windows CE; ku-TR) Presto/2.9.167 Version/10.00",
"session_id": "b0ad061c-e65e-4750-a774-a73200b0c2c1",
"risk_score": 41.79,
"confidence": 0.6
} | evelynglover | storage_access | null | null | null | No additional info | Cloud storage_access in AWS by evelynglover No additional info | null | null | null | null | null | null | null | null | null | AWS | res-a574dbeb | null | null | null | null | null | null | null | null | null | null |
3f9c8f5a-d879-4f81-b44a-4ec821d9afa7 | 2021-11-24T13:04:04 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network latency_spike from 143.196.85.230 to 10.248.95.249 MITRE Technique: T1190 | {
"geo_location": "Chile",
"device_hash": "b4d02be3167b2b104dea166f671d35b04827075c5f8eb474194bdfa967bb9901",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.36.4 (KHTML, like Gecko) Version/5.1 Safari/534.36.4",
"session_id": "91f724a0-439f-4500-a78f-e23c3f18a3c5",
"risk_score": 64.49... | null | latency_spike | null | null | null | MITRE Technique: T1190 | Network latency_spike from 143.196.85.230 to 10.248.95.249 MITRE Technique: T1190 | null | null | null | null | 143.196.85.230 | 10.248.95.249 | null | null | null | null | null | null | null | null | null | null | HTTPS | 219,518 | null | null | null |
c946c7e6-6ff7-4bfd-b5cd-8f15c4a3749a | 2025-04-19T22:35:14 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Armenia",
"device_hash": "8bb4e87300b1352b5b8ff25803f2e93e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.3.6 (KHTML, like Gecko) Version/5.1 Safari/531.3.6",
"session_id": "eaab1520-157d-4dad-a8d8-d4425836717b",
"risk_score": 14.66,
"confidence": 0.57
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-130e272c | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5f970bd9-1633-44bd-8ec8-ffda9a59dfbe | 2025-05-31T06:28:28 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Zero-Day Exploit detected from 94.248.45.137 targeting N/A MITRE Technique: T1204.002 | {
"geo_location": "Liechtenstein",
"device_hash": "7b0a9e4f79f86c2e6f5bd73605194210",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/49.0.887.0 Safari/531.2",
"session_id": "40698ba4-239c-49a9-ad85-7e065c652495",
"risk_score": 49.67,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1204.002 | Trellix Alert: Zero-Day Exploit detected from 94.248.45.137 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | 94.248.45.137 | N/A | Zero-Day Exploit | SIG-3563 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
00459279-88c3-4ca0-be47-5792b3dfaeb2 | 2025-05-06T07:15:25 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 98.162.229.137 to 10.172.203.243 No additional info | {
"geo_location": "Senegal",
"device_hash": "a2b4a823717c3de48ae27975d10d7e2955fb7d0c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/53.0.896.0 Mobile/39P834 Safari/533.2",
"session_id": "e9244d1a-a5bf-48bc-9baa-d548fb1a1127",
"risk_score": 69.7... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 98.162.229.137 to 10.172.203.243 No additional info | null | null | null | null | 98.162.229.137 | 10.172.203.243 | null | null | null | null | null | null | null | null | null | null | ICMP | 522,407 | null | null | null |
60c8ffea-1f1f-4e40-9d28-969a726dcb3b | 2025-04-07T21:18:12 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth challenge for sharpmichael via OAuth from 10.1.133.179 No additional info | {
"geo_location": "North Korea",
"device_hash": "c53e9999230645032d21e65853e4f5b8a6499b7eb62e6f259e480ba97178ec80",
"user_agent": "Opera/8.58.(Windows NT 5.0; si-LK) Presto/2.9.189 Version/11.00",
"session_id": "44e79bab-2710-4373-9525-aaa5c30e05ec",
"risk_score": 19.28,
"confidence": 0.34
} | sharpmichael | challenge | null | null | null | No additional info | Auth challenge for sharpmichael via OAuth from 10.1.133.179 No additional info | null | null | null | null | 10.1.133.179 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 3e:57:8a:d9:5f:61 |
2f526062-39ee-40ab-8e4a-933daaffd23f | 2025-06-25T16:11:13 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system membership_inference by brianbarron No additional info | {
"geo_location": "Honduras",
"device_hash": "062ecc2940e555ef298b134cdb5f72d95db38ce4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.0)",
"session_id": "5ded3539-7ee6-4012-8aac-0eb74c75f7db",
"risk_score": 43.19,
"confidence": 0.83
} | brianbarron | membership_inference | null | null | null | No additional info | AI system membership_inference by brianbarron No additional info | null | null | null | null | null | null | null | null | null | null | null | model-44970b6c | 54d9e6b8ce47fd1ccf211c8ad0b7dc204db9c0ae8083ddf3b7511e37860b4f16 | d13dcf625ec68dbc1b869f51d675f2442074ddae338bb2e5e32713c4a996fbd5 | null | null | null | null | null | null | null |
64bf0e9a-da35-450b-876b-8f63c6f5faa1 | 2025-01-17T14:45:38 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTPS traffic from 54.211.41.198:418 to 129.179.36.16:905 No additional info | {
"geo_location": "Guatemala",
"device_hash": "8ae48030cc2e9e226a0b6919e200bf8707b05c782afc9fd2161bd44c7162d4b0",
"user_agent": "Mozilla/5.0 (Linux; Android 10) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/23.0.865.0 Safari/534.2",
"session_id": "21809f62-f001-430f-b44a-a0eb4712b090",
"risk_score": 100,
"co... | null | inspect | null | null | null | No additional info | Firewall inspect HTTPS traffic from 54.211.41.198:418 to 129.179.36.16:905 No additional info | null | null | null | null | 54.211.41.198 | 129.179.36.16 | null | null | null | null | null | null | null | null | 418 | 905 | HTTPS | 975,958 | 2,932 | null | null |
c642bfaa-27af-451a-bb7f-a7ec14140c27 | 2025-05-14T04:37:17 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by gregorymahoney MITRE Technique: T1078.004 | {
"geo_location": "Sudan",
"device_hash": "b9fa64216986c1be21b11de143a8a05fdae4c592",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/14.7o8593.0 Mobile/81C414 Safari/535.1",
"session_id": "0ed9fcaf-3072-4817-967a-fa67c62b83a8",
"risk_score": 6... | gregorymahoney | api_abuse | null | null | null | MITRE Technique: T1078.004 | AI system api_abuse by gregorymahoney MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-06e55d21 | e3b92f79c76f7b5fa522c456b0a334986503e474d78b30c943115cd96936481d | a2bb9aa0e97092d342b4ccd69baa2758 | null | null | null | null | null | null | null |
82a86639-dd9f-4fea-bb4a-5decc75f815a | 2025-03-18T00:54:31 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth failed for haley03 via MFA from 104.34.49.201 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Tajikistan",
"device_hash": "11e3e54c644814ebedfc06068a0c59b7405c47bdcf4f33c76c51c7a3344920b3",
"user_agent": "Mozilla/5.0 (Windows CE; tig-ER; rv:1.9.1.20) Gecko/8444-05-25 01:40:26 Firefox/3.6.16",
"session_id": "f74d68d1-204e-4def-8694-a5f3b0c01e2c",
"risk_score": 43.65,
"confidence": ... | haley03 | failed | null | null | null | Unconventional IOC: GPU memory artifacts | Auth failed for haley03 via MFA from 104.34.49.201 Unconventional IOC: GPU memory artifacts | null | null | null | null | 104.34.49.201 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 20:89:0f:60:43:b0 |
17adc649-12d1-4e8a-a4a9-b5caf485213b | 2025-02-03T04:56:09 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth timeout for tuckereric via password from 10.113.187.1 No additional info | {
"geo_location": "Tokelau",
"device_hash": "c50017576e860ca91da28f4112879080",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "b32b9162-d3fe-46f5-9779-87895225767c",
"risk_score": 62.29,
"confidence": 0.26
} | tuckereric | timeout | null | null | null | No additional info | Auth timeout for tuckereric via password from 10.113.187.1 No additional info | null | null | null | null | 10.113.187.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 65:fd:ee:11:f9:bd |
412380da-ccd5-40a3-a8d2-5b7b422367d6 | 2025-03-31T04:35:43 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation MITRE Technique: T1190 | {
"geo_location": "Comoros",
"device_hash": "8072e5ab0c81ab48ea0abeea9c099198",
"user_agent": "Opera/8.24.(Windows CE; niu-NZ) Presto/2.9.164 Version/10.00",
"session_id": "9ab80aa2-3907-435b-a229-fe5868fe4814",
"risk_score": 61.24,
"confidence": 0.04
} | null | protocol_violation | null | null | null | MITRE Technique: T1190 | IoT device HVAC protocol_violation MITRE Technique: T1190 | null | HVAC | iot-b610e3c3 | 3.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5424c06a-4f9e-4957-8929-5ba32b984883 | 2025-07-10T04:07:40 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth timeout for markmarsh via passwordless from 208.74.244.117 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "22a39d50f6eaffcec5ac64b7a45a4da39bc58f18c748f9327d2bcd3f7e066deb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.23.3 (KHTML, like Gecko) Version/4.0 Safari/534.23.3",
"session_id": "da4070a5-a0a9-4a28-b0f6-046a52bdb425",
"risk_s... | markmarsh | timeout | null | null | null | No additional info | Auth timeout for markmarsh via passwordless from 208.74.244.117 No additional info | null | null | null | null | 208.74.244.117 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | a8:86:8f:09:f9:c8 |
0d3e4841-96e1-48ab-a5f3-81d0ad865c42 | 2025-03-17T01:50:44 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec /lose/rate.mp3 by gbell Associated Threat Actor: APT41 | {
"geo_location": "United States Virgin Islands",
"device_hash": "f46027bc3648c48049f2e838787a3305e4a1729c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.1)",
"session_id": "87262b58-3c97-46c8-8a00-0cc2a3874fdb",
"risk_score": 67.66,
"confidence": 0.76
} | gbell | powershell_exec | /lose/rate.mp3 | 3,790 | svchost.exe | Associated Threat Actor: APT41 | Endpoint powershell_exec /lose/rate.mp3 by gbell Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c721c3f3-7ff7-46ba-a8dd-2af25cb9a5c5 | 2025-03-08T20:41:44 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 10.53.225.235 to 86.86.199.68 MITRE Technique: T1543.003 | {
"geo_location": "Reunion",
"device_hash": "fd89151c1bd75846c816eb5c946847f1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/10.2s9309.0 Mobile/92C465 Safari/533.1",
"session_id": "d09f4fd5-16ff-4926-aca1-93e0fe6924af",
"risk_score": 38.14,
... | null | bandwidth_usage | null | null | null | MITRE Technique: T1543.003 | Network bandwidth_usage from 10.53.225.235 to 86.86.199.68 MITRE Technique: T1543.003 | null | null | null | null | 10.53.225.235 | 86.86.199.68 | null | null | null | null | null | null | null | null | null | null | HTTP | 88,291 | null | null | null |
638b6760-b52b-4396-b1aa-e72f3f799233 | 2025-01-15T10:23:21 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by garciasarah MITRE Technique: T1204.002 noise=AFC358DF | {
"geo_location": "Bahamas",
"device_hash": "dcb526ff50cff348416f121c1b09d0daeab148999f9339b34d0793004cd5b3b9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; tk-TM) AppleWebKit/533.49.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.49.4",
"session_id": "bf803cec-1f51-421c-b8... | garciasarah | fine_tuning | null | null | null | MITRE Technique: T1204.002 | AI system fine_tuning by garciasarah MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-3f90c5e0 | 8984660218588cdcf7d9d8747cf675e2ef6ba6aa | b2e1db97c51d4ac856990d5ae08d11ce3c34c8e2496bf0b4237de6c329235314 | null | null | null | null | null | null | null |
059ed063-e42c-4373-b2d2-b0f4d904ad2f | 2028-05-11T06:42:27 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 125.105.29.162 to 10.196.176.139 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "6009e0434d6a98bd576c95cd7287281f1b378349c046e61d4609316c01cda100",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.1)",
"session_id": "10252bed-aac9-46d8-b6ff-8aaa6ba2d6b4",
"risk_score": 56.69,
"confidence": 0.87
} | null | connection | null | null | null | No additional info | Network connection from 125.105.29.162 to 10.196.176.139 No additional info | null | null | null | null | 125.105.29.162 | 10.196.176.139 | null | null | null | null | null | null | null | null | null | null | ICMP | 609,423 | null | null | null |
272dcef5-c7a7-42c5-bd26-68b6c9fd4d54 | 2025-02-06T17:20:38 | firewall | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|info| desc=Firewall drop HTTP traffic from 124.246.16.20:1001 to 191.201.182.210:409 MITRE Technique: T1204.002 | {
"geo_location": "Saint Martin",
"device_hash": "76fb78f9b9a5dfb262fae94f903d6f7274fb850eb00a0bfc0c0bfd361f96557a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; gez-ER) AppleWebKit/532.19.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.19.7",
"session_id": "0bc6eee4-bc28-4... | null | drop | null | null | null | MITRE Technique: T1204.002 | Firewall drop HTTP traffic from 124.246.16.20:1001 to 191.201.182.210:409 MITRE Technique: T1204.002 | null | null | null | null | 124.246.16.20 | 191.201.182.210 | null | null | null | null | null | null | null | null | 1,001 | 409 | HTTP | 978,430 | 752 | null | null |
b9e7aa4d-ed43-41d2-baf8-11a6870b0985 | 2025-04-22T22:28:00 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel MITRE Technique: T1134.001 | {
"geo_location": "Guinea-Bissau",
"device_hash": "4dc9419543c348ff430494499a2db4466574ed80",
"user_agent": "Opera/9.46.(X11; Linux i686; cmn-TW) Presto/2.9.164 Version/12.00",
"session_id": "d50f8ca3-f463-4b80-839e-4069c2162c57",
"risk_score": 43.27,
"confidence": 0.01
} | null | side_channel | null | null | null | MITRE Technique: T1134.001 | IoT device Camera side_channel MITRE Technique: T1134.001 | null | Camera | iot-5fffa2f3 | 6.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
577038a6-5f82-4f35-9f5c-129ce73588cc | 2025-02-09T04:46:33 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 82.86.25.244 to 10.101.229.236 No additional info noise=A1226C00 | {
"geo_location": "Botswana",
"device_hash": "7f80757ce216da890e1b867c6231a132f4d96b3a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.37.3 (KHTML, like Gecko) Version/4.0 Safari/535.37.3",
"session_id": "75d19f3a-3c8e-46f4-88be-e5d041e85523",
"risk_score": 60.52,
"confidence": 0.9
} | null | beaconing | null | null | null | No additional info | Network beaconing from 82.86.25.244 to 10.101.229.236 No additional info | null | null | null | null | 82.86.25.244 | 10.101.229.236 | null | null | null | null | null | null | null | null | null | null | ICMP | 589,745 | null | null | null |
55c0a975-429c-4a29-a831-4e160431ac31 | 2025-02-24T07:19:05 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth success for sarah78 via MFA from 168.229.5.230 No additional info noise=blog/tags | {
"geo_location": "Nepal",
"device_hash": "91c930ec3df52799893b5584ede30fe2fd444fd6acbf168e5197a8a72335ce90",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/20.0.848.0 Safari/536.2",
"session_id": "ef6d82cf-030d-442f-9001-8a8855bd8d66",
"risk_score": 28.18,
"confidence"... | sarah78 | success | null | null | null | No additional info | Auth success for sarah78 via MFA from 168.229.5.230 No additional info | null | null | null | null | 168.229.5.230 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 42:6c:48:67:3a:fa |
431df4cf-f0dd-4fe0-9ffd-95f41e4679ce | 2025-06-20T02:19:21 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in GCP by smithadam MITRE Technique: T1071.001 | {
"geo_location": "United Kingdom",
"device_hash": "1e1d375b6183d943412512f95ebcabb5d86fdcf8",
"user_agent": "Opera/9.81.(Windows NT 4.0; cs-CZ) Presto/2.9.168 Version/10.00",
"session_id": "33097efb-ff31-4045-b138-addbf4332d5e",
"risk_score": 11.66,
"confidence": 0.93
} | smithadam | shadow_it | null | null | null | MITRE Technique: T1071.001 | Cloud shadow_it in GCP by smithadam MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | GCP | res-910bfe81 | null | null | null | null | null | null | null | null | null | null |
69d82e50-9898-4155-9066-d7ef2b76aeb2 | 2025-03-25T02:20:17 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTPS traffic from 120.216.4.94:120 to 134.42.151.14:537 No additional info | {
"geo_location": "Bhutan",
"device_hash": "d1d8cfc80145ddeb717273ee19ecf8d43b68e3db",
"user_agent": "Opera/8.81.(X11; Linux x86_64; ayc-PE) Presto/2.9.175 Version/11.00",
"session_id": "478ea170-a64c-4a1a-96bd-c86452a2f40a",
"risk_score": 65.38,
"confidence": 0.04
} | null | inspect | null | null | null | No additional info | Firewall inspect HTTPS traffic from 120.216.4.94:120 to 134.42.151.14:537 No additional info | null | null | null | null | 120.216.4.94 | 134.42.151.14 | null | null | null | null | null | null | null | null | 120 | 537 | HTTPS | 777,982 | 3,123 | null | null |
c1c324f7-cf02-4952-aa2e-5a68ff988b5e | 2021-12-02T06:23:24 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: DDoS detected from 13.94.83.201 targeting 137.208.89.230 MITRE Technique: T1190 | {
"geo_location": "Netherlands Antilles",
"device_hash": "c024ca33845dff2136999ba830558087e908dd54092ac7382e801eb75840747d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.0)",
"session_id": "2048e8ea-3823-4462-b6a6-ee5c6e1c9277",
"risk_score": 48.69,
"confidence": 0.49
} | null | null | null | null | null | MITRE Technique: T1190 | AlienVault Alert: DDoS detected from 13.94.83.201 targeting 137.208.89.230 MITRE Technique: T1190 | null | null | null | null | 13.94.83.201 | 137.208.89.230 | DDoS | SIG-2195 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7386ec83-8aa3-453a-af9e-3280609f205d | 2025-03-02T14:41:13 | cloud | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by jonesvincent No additional info | {
"geo_location": "Cuba",
"device_hash": "e9e93d8264df9460d6909ab3742d73977b562d42",
"user_agent": "Opera/9.81.(X11; Linux x86_64; iu-CA) Presto/2.9.183 Version/12.00",
"session_id": "2f577ac2-7d98-401e-9aa8-3cb1a9297b21",
"risk_score": 75.75,
"confidence": 0.07
} | jonesvincent | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by jonesvincent No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-566095ef | null | null | null | null | null | null | null | null | null | null |
441b5254-5814-43c3-8bcf-ef1c370e419b | 2025-05-04T00:29:24 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical side_channel No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "1544a719ff7214eede097eb0a3411b4105fea91ee072da7318d401c6a67189f7",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_7; rv:1.9.2.20) Gecko/9281-05-14 13:11:21 Firefox/3.8",
"session_id": "ff54452b-804c-44eb-a624-f1a5922fa2c3",
"risk_sc... | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-82887ee6 | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c83d0c50-a418-4a34-adc6-b41a2324198c | 2025-04-04T17:24:12 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Uganda",
"device_hash": "4905270309c315504d4474663335887da75dfe84f2737a41b6b097c358f9dddf",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/20.0.866.0 Mobile/42X612 Safari/536.0",
"session_id": "97d5644e-be93-4bcf-be30-a11f77... | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | null | Thermostat | iot-62aec959 | 3.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d0252be-0704-47d5-93f5-0057a300ed09 | 2025-01-12T20:05:39 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Vietnam",
"device_hash": "6e3a905f2cf085f4a00833cf46e62e74",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_8) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/32.0.890.0 Safari/533.2",
"session_id": "6ca8fcb8-e359-4887-8cba-d4864930408e",
"risk_score": 75.27,
"confidence": 0.52
} | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-3a7c91ab | 8.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4690f008-f068-4f73-9c3b-6c55b67faad4 | 2025-05-07T11:02:38 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by johnsondaniel No additional info noise=partner|wife|loss | {
"geo_location": "Kenya",
"device_hash": "8129dc6557473150349ddda16441fba17b6e725eabb9c4be093d05f2e7ac5a6f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_9; rv:1.9.5.20) Gecko/6132-09-09 20:48:16 Firefox/15.0",
"session_id": "0d31a8cb-81b4-4ef2-a49a-dc68770d78a6",
"risk_score": 61.63,
"co... | johnsondaniel | membership_inference | null | null | null | No additional info | AI system membership_inference by johnsondaniel No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4380caad | b9da01877a184148a3319e848744e3169abf1f76 | 728069f39b110052fa54ac21e39b225e | null | null | null | null | null | null | null |
97c18c61-65e9-41fb-bf44-fa686052cdfd | 2025-03-08T02:42:22 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth success for barkerbryan via key from 60.163.42.137 No additional info noise=21ACE16F | {
"geo_location": "Guinea",
"device_hash": "03a59136c5286d53bd00f7304683afc6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.1)",
"session_id": "cd3c8d14-d5a0-4567-ab5a-adb1cd246297",
"risk_score": 72.19,
"confidence": 0.02
} | barkerbryan | success | null | null | null | No additional info | Auth success for barkerbryan via key from 60.163.42.137 No additional info | {
"baseline_deviation": 2.03,
"entropy": 4.03,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 60.163.42.137 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 0d:8c:6c:1e:77:e4 |
f2ec25b9-1995-4459-ac87-b764500049bc | 2025-04-10T02:12:14 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Angola",
"device_hash": "34a9660908d82b1a91090beb5abab91a",
"user_agent": "Opera/9.18.(X11; Linux x86_64; gu-IN) Presto/2.9.160 Version/12.00",
"session_id": "0af289ce-da2e-44ad-80ee-4fa1abd1a26c",
"risk_score": 89.38,
"confidence": 0.17
} | null | command_injection | null | null | null | No additional info | IoT device Camera command_injection No additional info | null | Camera | iot-a07699b6 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27def4cb-61c7-49ba-b061-fe8dc62be7c0 | 2025-06-09T04:08:46 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by kyle44 No additional info | {
"geo_location": "Montenegro",
"device_hash": "bfe173bbe37afe0055f8e75c7d55e924b9884733f8bc2736016c1f8b48c4df1a",
"user_agent": "Opera/9.32.(Windows NT 6.0; fo-FO) Presto/2.9.184 Version/12.00",
"session_id": "910588ce-9a9e-4fbc-9d60-bc329518b6a4",
"risk_score": 83.84,
"confidence": 0.38
} | kyle44 | membership_inference | null | null | null | No additional info | AI system membership_inference by kyle44 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0d23689f | c4e8dd75cc3788157da0d2a0634dea7e64dce616 | dd1a85d8710943803d356266872f2ce4b72900fc | null | null | null | null | null | null | null |
52f63cbb-b46e-4655-a156-3c3f92fd2d20 | 2025-05-28T10:05:57 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Czech Republic",
"device_hash": "8e4946cf7f76615326d2533f982a9baf",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_3 rv:4.0; gu-IN) AppleWebKit/533.45.4 (KHTML, like Gecko) Version/4.0.4 Safari/533.45.4",
"session_id": "d3e2a0de-bbe0-488a-a647-4fd711d0542b",
"risk_score": 29... | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-5ba29380 | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6fad62b-d930-4da1-ae73-8c8b62a90fa5 | 2025-04-29T21:10:38 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system model_access by michelle68 No additional info | {
"geo_location": "Finland",
"device_hash": "a3ada60e5540c8b2be06b100de319350",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.0)",
"session_id": "d70ba7b5-b5dd-499b-8243-40931f17c32c",
"risk_score": 35.15,
"confidence": 0.43
} | michelle68 | model_access | null | null | null | No additional info | AI system model_access by michelle68 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9b0fde5c | 242769f2cc1af0b74a5592d511988378485eba62 | bca5334b03d23ba1a8e65a25526553c5ccf15a8d | null | null | null | null | null | null | null |
e389f721-7bc1-4f4c-96f7-b75f0ec1bb1f | 2025-02-04T09:32:25 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for jennifer19 via key from 170.174.18.4 Credential stuffing pattern detected | {
"geo_location": "Colombia",
"device_hash": "13f5be6764090db79b645d2afcacf44de8ec07e9db2aa43090d4b19db7534e1c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_9 rv:2.0; it-IT) AppleWebKit/533.17.7 (KHTML, like Gecko) Version/4.0.1 Safari/533.17.7",
"session_id": "52e83a19-beb8-4500-b314-41300e8e91c0"... | jennifer19 | success | null | null | null | Credential stuffing pattern detected | Auth success for jennifer19 via key from 170.174.18.4 Credential stuffing pattern detected | null | null | null | null | 170.174.18.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 92:bd:1d:9d:db:99 |
4ddd19dc-0479-4cf9-850c-ea2cb5694c89 | 2025-04-06T16:51:03 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine UDP traffic from 10.7.29.57:486 to 40.112.144.56:107 MITRE Technique: T1053.005 | Associated Threat Actor: APT38 | {
"geo_location": "Portugal",
"device_hash": "220368f99f93fbb1777de7f4ba70253bce273bf1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_1; rv:1.9.5.20) Gecko/3477-01-18 16:46:41 Firefox/3.8",
"session_id": "5af7cd41-7667-42cf-b5e3-1e7da8d616e5",
"risk_score": 62.63,
"confidence": 0.54
} | null | quarantine | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: APT38 | Firewall quarantine UDP traffic from 10.7.29.57:486 to 40.112.144.56:107 MITRE Technique: T1053.005 | Associated Threat Actor: APT38 | null | null | null | null | 10.7.29.57 | 40.112.144.56 | null | null | null | null | null | null | null | null | 486 | 107 | UDP | 998,534 | 151 | null | null |
d39f66dc-3c4c-4dd9-9040-2d19b983ffb9 | 2025-06-04T14:21:49 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /executive/church.avi by michael16 No additional info noise=him|no|poor | {
"geo_location": "Congo",
"device_hash": "aae8b2f5db91c77522cbb3116364b12d426050c4bd9f15e585fd26d22b52278d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; hu-HU) AppleWebKit/533.46.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.46.7",
"session_id": "af776c91-acb9-46ee-b4d7... | michael16 | service_install | /executive/church.avi | 2,844 | explorer.exe | No additional info | Endpoint service_install /executive/church.avi by michael16 No additional info | {
"baseline_deviation": 1.65,
"entropy": 5.36,
"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 |
61cf5ce7-f2c9-4dd0-9c02-5ab991ccd40c | 2025-07-05T00:49:54 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec deal by perezmarilyn Associated Threat Actor: REvil noise=QmVuZWZpdC4= | {
"geo_location": "Jersey",
"device_hash": "af5898a0e0d8be8d9f29c17c959a1201512e0389",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; sk-SK; rv:1.9.2.20) Gecko/2664-07-25 21:29:32 Firefox/3.6.9",
"session_id": "b7fd4aee-e0c0-4ab3-bd0c-f1850ce08984",
"risk_score": 48.44,
"confidence": 0.87
} | perezmarilyn | wmi_exec | deal | 1,750 | powershell.exe | Associated Threat Actor: REvil | Endpoint wmi_exec deal by perezmarilyn 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 |
b500eb84-21db-48db-b5ff-f568af251ccf | 2025-02-21T07:32:16 | iot | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|high| desc=IoT device Camera battery_drain No additional info noise=V3JpdGVyLg== | {
"geo_location": "Guernsey",
"device_hash": "a394b4ca0cd8cc8ed63a5b9c92b8759f8ddc1026",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/23.0.833.0 Safari/532.0",
"session_id": "0d53e79e-fe4b-41cd-85ed-13f06e90d351",
"risk_score": 78.88,
"confidence": 0.51
} | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-c4db0413 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e1d66e20-496f-413d-b846-890611abcb49 | 2025-05-09T12:43:43 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network beaconing from 6.176.92.12 to 215.18.226.23 Associated Threat Actor: Wizard Spider | {
"geo_location": "Italy",
"device_hash": "e0d040e512090ddb0b31b04bea3e6b247667b705",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_0 rv:6.0; sv-FI) AppleWebKit/532.14.3 (KHTML, like Gecko) Version/5.0.2 Safari/532.14.3",
"session_id": "0a5c2a74-1407-4249-8374-9ebbccb2d932",
"risk_score": 68.65... | null | beaconing | null | null | null | Associated Threat Actor: Wizard Spider | Network beaconing from 6.176.92.12 to 215.18.226.23 Associated Threat Actor: Wizard Spider | null | null | null | null | 6.176.92.12 | 215.18.226.23 | null | null | null | null | null | null | null | null | null | null | HTTP | 429,891 | null | null | null |
6b634821-30fe-493e-8481-c942290ea6a8 | 2025-07-05T19:08:48 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: Domain Fronting detected from 92.18.185.239 targeting 204.223.115.194 No additional info | {
"geo_location": "Madagascar",
"device_hash": "a04a75365a1a1ecfccf243a241651079",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.0)",
"session_id": "b526b341-c348-4185-a21a-cbbeff9f7a35",
"risk_score": 32.5,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Tanium Alert: Domain Fronting detected from 92.18.185.239 targeting 204.223.115.194 No additional info | null | null | null | null | 92.18.185.239 | 204.223.115.194 | Domain Fronting | SIG-9443 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
27ac9725-db5d-40af-8a97-d302b797b109 | 2025-07-02T16:19:40 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: ICS Attack detected from 67.211.141.244 targeting N/A No additional info | {
"geo_location": "Russia",
"device_hash": "f6eec9791a401ec354c623952aa63713692ce276",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_5 rv:6.0; ja-JP) AppleWebKit/535.8.1 (KHTML, like Gecko) Version/4.1 Safari/535.8.1",
"session_id": "859d5db6-85ed-47cc-a5ce-ec7aca38aa77",
"risk_score": 42.28,... | null | null | null | null | null | No additional info | CrowdStrike Alert: ICS Attack detected from 67.211.141.244 targeting N/A No additional info | {
"baseline_deviation": 0.89,
"entropy": 2.35,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 67.211.141.244 | N/A | ICS Attack | SIG-8232 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
d3bbfd3b-89ef-4fec-8a92-93485c74ad77 | 2025-03-03T06:43:18 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for fbowers via SAML from 15.189.58.10 No additional info | {
"geo_location": "China",
"device_hash": "4d24397465fb036fe97b2aee9814cb83",
"user_agent": "Opera/8.35.(X11; Linux x86_64; yue-HK) Presto/2.9.189 Version/10.00",
"session_id": "64ae2d38-761c-47d3-8649-42cf65bfa807",
"risk_score": 76.48,
"confidence": 0.92
} | fbowers | timeout | null | null | null | No additional info | Auth timeout for fbowers via SAML from 15.189.58.10 No additional info | {
"baseline_deviation": 2.35,
"entropy": 5.03,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 15.189.58.10 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | f0:da:74:88:c1:fc |
104b1c03-40d8-4ae1-989c-925ae504160c | 2025-04-06T02:26:45 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop HTTPS traffic from 55.132.33.175:205 to 133.236.73.218:280 MITRE Technique: T1059.005 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Eritrea",
"device_hash": "9dfe074b93bd88d619daf6f0fad6a7f985fc66ef67fb5f66dfa9c53b1ffc265b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/18.0.891.0 Mobile/99B542 Safari/531.2",
"session_id": "d47129a4-398e-472b-9ddc-fb5f61662ca... | null | drop | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: CPU microcode changes | Firewall drop HTTPS traffic from 55.132.33.175:205 to 133.236.73.218:280 MITRE Technique: T1059.005 | Unconventional IOC: CPU microcode changes | null | null | null | null | 55.132.33.175 | 133.236.73.218 | null | null | null | null | null | null | null | null | 205 | 280 | HTTPS | 328,430 | 2,397 | null | null |
eb4ba612-eac5-4633-aef4-0889404bd4e4 | 2025-07-08T19:16:12 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by ichavez MITRE Technique: T1059.001 noise=Rm9yZ2V0Lg== | {
"geo_location": "Israel",
"device_hash": "15eb46fa04f883da98741f3bbb3a06efc805ea0202d69b9e03a6be13e1536bfb",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/36.0.810.0 Safari/532.1",
"session_id": "60a9383a-1169-47ba-91be-06c39ff9b231",
"risk_score": 42.86,
"confidence... | ichavez | training_data_poisoning | null | null | null | MITRE Technique: T1059.001 | AI system training_data_poisoning by ichavez MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-e6edb921 | 6854553abd5be22996f1f6276fe72eb8e12d57a24ee9017d5d1343a19773bbbe | 0ae6ecb03cecba9e1bb533f681d71b4f578976b4939cde5e5523672e89735536 | null | null | null | null | null | null | null |
91f430f6-e611-47fe-94de-155b0f4d7dea | 2025-03-22T20:54:42 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in GCP by vbooth MITRE Technique: T1543.003 noise=search | {
"geo_location": "Russia",
"device_hash": "67a78f9e0cc7cc6c804cf71c49d90448ab134752dd279f0a162996dfad610433",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_7) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/60.0.897.0 Safari/531.0",
"session_id": "d94545e3-6aa4-49ca-ad2b-c3c456aa7d06",
"risk_score":... | vbooth | lambda_execution | null | null | null | MITRE Technique: T1543.003 | Cloud lambda_execution in GCP by vbooth MITRE Technique: T1543.003 | {
"baseline_deviation": 1.64,
"entropy": 7.23,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-e94e5b2a | null | null | null | null | null | null | null | null | null | null |
2a86f608-3b24-4028-9718-1766b8b91930 | 2025-06-09T06:09:39 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 106.160.69.79:28322 to 78.252.119.32:33773 MITRE Technique: T1059.001 | Unconventional IOC: CPU microcode changes noise=F5BFEE63 | {
"geo_location": "Qatar",
"device_hash": "742db4e02181a5c4c7d2652d584b8bcddf9528b5",
"user_agent": "Opera/9.97.(Windows NT 5.01; mr-IN) Presto/2.9.188 Version/12.00",
"session_id": "b1af17b1-28f1-4bdb-b0bc-48940886efc7",
"risk_score": 68.57,
"confidence": 0.15
} | null | quarantine | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: CPU microcode changes | Firewall quarantine HTTPS traffic from 106.160.69.79:28322 to 78.252.119.32:33773 MITRE Technique: T1059.001 | Unconventional IOC: CPU microcode changes | null | null | null | null | 106.160.69.79 | 78.252.119.32 | null | null | null | null | null | null | null | null | 28,322 | 33,773 | HTTPS | 80,543 | 2,688 | null | null |
52bffc98-af0c-4869-9d04-c5374b699521 | 2025-04-02T18:32:38 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by martinamanda No additional info | {
"geo_location": "Niue",
"device_hash": "df01499e3d1d191146b813dd7fccddf6470d51c7cb9b6ba0659e2ca4bb75c485",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/11.3k6187.0 Mobile/88H367 Safari/533.0",
"session_id": "3749a5a3-a16e-4825-98f5-27f03d547bc6... | martinamanda | membership_inference | null | null | null | No additional info | AI system membership_inference by martinamanda No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0aec78c5 | ded67ee501be8376fca9cf5372115dab36d2efbd | 9dd47d21ee4622a641de40c9c1c8e291 | null | null | null | null | null | null | null |
e4b490c9-10b2-4dbf-9657-28b51e4756cc | 2025-01-17T16:35:54 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine HTTPS traffic from 80.239.254.118:48283 to 75.164.110.6:486 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "ec71bc38ad213aead289a56c3ec9741ec7b706e0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.1)",
"session_id": "d0cefb63-2cb5-469b-b5ea-f75e05d91190",
"risk_score": 49.83,
"confidence": 0.51
} | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 80.239.254.118:48283 to 75.164.110.6:486 No additional info | null | null | null | null | 80.239.254.118 | 75.164.110.6 | null | null | null | null | null | null | null | null | 48,283 | 486 | HTTPS | 57,237 | 2,853 | null | null |
11561992-517d-4f68-a6e5-2b41bc4cec69 | 2025-02-05T21:42:26 | 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 197.51.218.117 targeting 189.247.172.23 No additional info | {
"geo_location": "Palau",
"device_hash": "8f4f3ce2a62d23a6939019b2b1f7588e36739ff3972113c2e36de328023edc0c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.0)",
"session_id": "2ffe097a-1e68-4b20-be9f-b7f51edfa9d1",
"risk_score": 63.45,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Zeek Alert: SQL Injection detected from 197.51.218.117 targeting 189.247.172.23 No additional info | null | null | null | null | 197.51.218.117 | 189.247.172.23 | SQL Injection | SIG-9665 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a726f224-8ffc-4306-a4f0-93faf13748a0 | 2025-03-05T05:28:16 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop RDP traffic from 95.146.154.148:444 to 58.114.113.83:527 No additional info | {
"geo_location": "Iran",
"device_hash": "ba9faa4275328365ec02cdd8bc4b488644490da2",
"user_agent": "Mozilla/5.0 (Windows 95; ff-SN; rv:1.9.1.20) Gecko/5840-03-16 00:49:03 Firefox/3.8",
"session_id": "ef444ccb-cd03-4161-800f-25b3cdba9591",
"risk_score": 44.73,
"confidence": 0.67
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 95.146.154.148:444 to 58.114.113.83:527 No additional info | null | null | null | null | 95.146.154.148 | 58.114.113.83 | null | null | null | null | null | null | null | null | 444 | 527 | RDP | 822,486 | 399 | null | null |
4102626d-f7f1-45cf-89bf-cd4b336f4fee | 2025-05-16T05:38:48 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 142.170.203.19 to 68.166.225.164 MITRE Technique: T1543.003 | {
"geo_location": "Ghana",
"device_hash": "b05dbf194723f69beb833206598f770fe9f2536558755e24968c65fc1afab0be",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.1)",
"session_id": "f3c5da7b-c851-4407-b166-dfe69c336517",
"risk_score": 71.88,
"confidence": 0.82
} | null | data_exfiltration | null | null | null | MITRE Technique: T1543.003 | Network data_exfiltration from 142.170.203.19 to 68.166.225.164 MITRE Technique: T1543.003 | null | null | null | null | 142.170.203.19 | 68.166.225.164 | null | null | null | null | null | null | null | null | null | null | ICMP | 101,754 | null | null | null |
a80b71d6-0aee-4240-a8bf-46009a24df2a | 2025-02-03T11:28:24 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 183.179.79.118:105 to 20.25.225.47:203 MITRE Technique: T1218.011 | {
"geo_location": "Cyprus",
"device_hash": "5fe78734a1feebdfc26ede8915b20e37e4760cb3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.20.5 (KHTML, like Gecko) Version/5.0 Safari/534.20.5",
"session_id": "fa45ff0d-aeec-41ae-9759-e4d053f729bf",
"risk_score": 29.72,
"confidence": 0.88
... | null | log-only | null | null | null | MITRE Technique: T1218.011 | Firewall log-only HTTP traffic from 183.179.79.118:105 to 20.25.225.47:203 MITRE Technique: T1218.011 | null | null | null | null | 183.179.79.118 | 20.25.225.47 | null | null | null | null | null | null | null | null | 105 | 203 | HTTP | 155,342 | 2,645 | null | null |
0bec8e20-aa86-4cc1-8d67-18272b85e0c7 | 2025-04-23T10:16:55 | endpoint | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism down by robertclark No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "f42adbdc8c41f5ca18d47e727b402a30287541c52196b6832c7923058a6b831d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "6d05d8c3-0a3d-4dcc-b96e-4c45fd92559a",
"risk_score": 53.6,
"confidence"... | robertclark | persistence_mechanism | down | 3,697 | explorer.exe | No additional info | Endpoint persistence_mechanism down by robertclark No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac9273ee-758a-4142-93ef-17b68adb3c45 | 2025-01-18T14:46:50 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in GCP by gonzalezmegan No additional info | {
"geo_location": "Malaysia",
"device_hash": "db90f562043f97dd9c3ccf546cf9bdda0360945d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_6 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/54.0.869.0 Mobile/71C317 Safari/533.1",
"session_id": "fd45f8ec-7da5-40fc-a131-2c623ed30991",
"risk_score... | gonzalezmegan | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by gonzalezmegan No additional info | null | null | null | null | null | null | null | null | null | GCP | res-4bebbd06 | null | null | null | null | null | null | null | null | null | null |
7f49931b-4b9d-4236-ac2c-3f0f9c410088 | 2025-03-25T02:46:07 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Alibaba by petersonnancy No additional info noise=app/list/tags | {
"geo_location": "Malta",
"device_hash": "401eb2d5d455e40bc3a6cd9be8fe9702",
"user_agent": "Opera/9.64.(X11; Linux x86_64; de-LU) Presto/2.9.167 Version/11.00",
"session_id": "bafbaf68-b222-4700-bf7b-94004abe2dbd",
"risk_score": 79.15,
"confidence": 0.52
} | petersonnancy | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by petersonnancy No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-879cf84f | null | null | null | null | null | null | null | null | null | null |
d6a1ae45-d3be-43e6-9258-b5d5c4a8c9e5 | 2029-12-08T18:45:34 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for davidbishop via SAML from 84.124.211.129 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "c9f4bf56389998e34172c6bf72e2ac13ab20d8520cd5bb21e855ad7f062e33c9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; wae-CH) AppleWebKit/534.15.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6534.15.3",
"session_id": "c... | davidbishop | bypass | null | null | null | No additional info | Auth bypass for davidbishop via SAML from 84.124.211.129 No additional info | null | null | null | null | 84.124.211.129 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | ba:75:bc:32:48:9c |
1e7b178a-8877-428f-90a2-4b241282210f | 2025-01-30T17:15:52 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by cbrooks MITRE Technique: T1574.002 | {
"geo_location": "Guam",
"device_hash": "9e7baaa872e732100a9acc1de2f360e41e8ec209",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/59.0.873.0 Safari/536.2",
"session_id": "d70aca89-22bf-4c71-b9d7-f22b1d4c89d8",
"risk_score": 52.34,
"confidence": 0.55
} | cbrooks | crypto_mining | null | null | null | MITRE Technique: T1574.002 | Cloud crypto_mining in Azure by cbrooks MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Azure | res-a9dc33e6 | null | null | null | null | null | null | null | null | null | null |
18753285-ab41-46d3-be41-fe8fffdb5b1e | 2025-03-18T07:46:14 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for xshepard via password from 204.1.195.92 MITRE Technique: T1218.011 | Associated Threat Actor: Sandworm Team | {
"geo_location": "Burundi",
"device_hash": "a8a28d4df8f225769844ca983e479f12",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_8) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/38.0.800.0 Safari/532.2",
"session_id": "c46fae61-baf6-4cbe-b245-b96eed55c91f",
"risk_score": 63.27,
"confidence": 0.22
} | xshepard | bypass | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Sandworm Team | Auth bypass for xshepard via password from 204.1.195.92 MITRE Technique: T1218.011 | Associated Threat Actor: Sandworm Team | null | null | null | null | 204.1.195.92 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 8a:f9:9c:5a:2c:4c |
c1b1ca47-b8ed-4505-b421-f50849c54dcf | 2025-02-10T11:06:46 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 40.50.38.124 to 10.101.196.169 No additional info | {
"geo_location": "Canada",
"device_hash": "cb900c6e0e70eb29aead72473d1ac35b5afa734d",
"user_agent": "Opera/8.94.(X11; Linux x86_64; ak-GH) Presto/2.9.184 Version/10.00",
"session_id": "0ab0f34d-36e4-4488-81d0-5ea792ccc2c9",
"risk_score": 24.45,
"confidence": 0.12
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 40.50.38.124 to 10.101.196.169 No additional info | null | null | null | null | 40.50.38.124 | 10.101.196.169 | null | null | null | null | null | null | null | null | null | null | ICMP | 448,413 | null | null | null |
45add7ba-be14-48fc-882c-c9e0157390fc | 2025-04-25T20:47:13 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /phone/other.avi by aaronliu No additional info | {
"geo_location": "Rwanda",
"device_hash": "92c692378ea0ceedc7005c909428af6c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.16.4 (KHTML, like Gecko) Version/5.0 Safari/535.16.4",
"session_id": "edff5403-1982-4e68-9cee-e7b086b3b555",
"risk_score": 58.46,
"confidence": 0.61
} | aaronliu | process_stop | /phone/other.avi | 2,015 | svchost.exe | No additional info | Endpoint process_stop /phone/other.avi by aaronliu No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0651ae8e-43ce-45d8-a938-d22d64520fee | 2025-02-22T16:26:50 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by johnestrada No additional info | {
"geo_location": "Luxembourg",
"device_hash": "e57f807f111f3eff318f228725d2b40b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.50.3 (KHTML, like Gecko) Version/5.1 Safari/535.50.3",
"session_id": "e90aa3a1-d906-4c19-8566-b9a5c1bd4086",
"risk_score": 45.54,
"confidence": 0.87
} | johnestrada | prompt_injection | null | null | null | No additional info | AI system prompt_injection by johnestrada No additional info | null | null | null | null | null | null | null | null | null | null | null | model-eaa084d8 | b0f703b6aa704f4ffcbfac992ad6053b8d7eccb4 | 3a8850fb3dd1cf31b087987c65c1de00ccf39ffb | null | null | null | null | null | null | null |
c4272e38-1419-434b-8dbf-96fdda0a836b | 2025-05-30T17:45:12 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth bypass for andersonstacey via passwordless from 98.129.205.185 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "2f71698c756640c4e19440c1f86b2f13ab1c976c395b2b07347eb081ba911a03",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6267-10-16 07:37:12 Firefox/3.6.7",
"session_id": "59312f51-308a-4745-afb8-0831ec65239b",
"risk_score": 87.05,
"confidence": 0.... | andersonstacey | bypass | null | null | null | No additional info | Auth bypass for andersonstacey via passwordless from 98.129.205.185 No additional info | {
"baseline_deviation": 1.32,
"entropy": 6.29,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 98.129.205.185 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 4d:b3:fe:9c:7f:88 |
024160ca-2398-4b58-807e-294b1ee3ff17 | 2025-06-19T22:36:54 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by rwalker No additional info noise=main/search/posts | {
"geo_location": "Albania",
"device_hash": "0e68f77845a222f923d142f2efa3a939d6f21eb81d08b1bd8bce735c8a59a3d8",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_1 rv:3.0; sw-KE) AppleWebKit/531.46.5 (KHTML, like Gecko) Version/4.0 Safari/531.46.5",
"session_id": "27d39884-da6d-4897-be1c-5db2f8d46162"... | rwalker | fine_tuning | null | null | null | No additional info | AI system fine_tuning by rwalker No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7d88ad0c | 0db4f1f9bb79a28189cc33b4ae69d974 | 27abb9f5f3308659c1beb352c5646201 | null | null | null | null | null | null | null |
13397040-a123-484f-acea-fedb1171fb99 | 2025-02-15T16:42:52 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device Medical side_channel No additional info noise=QXdheSBhcnQu | {
"geo_location": "Brazil",
"device_hash": "5bb62dd9caaf6fd151daef0e793427be",
"user_agent": "Mozilla/5.0 (Android 2.0; Mobile; rv:32.0) Gecko/32.0 Firefox/32.0",
"session_id": "31bc3d25-2610-4e3e-bb3c-f9c88e89a315",
"risk_score": 18.19,
"confidence": 0.47
} | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-e131737f | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d5c8ff1d-3e87-45a4-85f0-36b67a095cb3 | 2025-03-10T16:22:18 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall allow SSH traffic from 181.84.197.59:99 to 33.175.144.141:224 No additional info | {
"geo_location": "Rwanda",
"device_hash": "dfbd996ad073e789ef89ea770c870837",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_8 rv:6.0; nl-AW) AppleWebKit/534.34.6 (KHTML, like Gecko) Version/5.0 Safari/534.34.6",
"session_id": "b9168e9c-2c5a-421f-86e0-3a2b7df12e19",
"risk_score": 52.66,
"confi... | null | allow | null | null | null | No additional info | Firewall allow SSH traffic from 181.84.197.59:99 to 33.175.144.141:224 No additional info | null | null | null | null | 181.84.197.59 | 33.175.144.141 | null | null | null | null | null | null | null | null | 99 | 224 | SSH | 219,061 | 3,325 | null | null |
dd9127c6-ea8d-4865-a3b4-9854390dd233 | 2025-03-10T10:32:50 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 36.75.190.152 to 57.154.150.15 MITRE Technique: T1204.002 | {
"geo_location": "Chile",
"device_hash": "62f7a92641ed516bc4926b10600f94728cd442735b8717ab7126d03349c91890",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; as-IN; rv:1.9.1.20) Gecko/5294-11-15 01:57:24 Firefox/4.0",
"session_id": "a59bf238-ff34-459f-906c-1f7f8c6b2bf2",
"risk_score": 26.42,
"confidence": 0.74
... | null | bandwidth_usage | null | null | null | MITRE Technique: T1204.002 | Network bandwidth_usage from 36.75.190.152 to 57.154.150.15 MITRE Technique: T1204.002 | null | null | null | null | 36.75.190.152 | 57.154.150.15 | null | null | null | null | null | null | null | null | null | null | UDP | 555,997 | null | null | null |
a2d00f98-8255-4442-8221-2e4306705367 | 2025-07-03T11:41:24 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only HTTPS traffic from 146.224.127.57:258 to 216.108.221.217:410 No additional info noise=SGVhcnQu | {
"geo_location": "Mauritius",
"device_hash": "36c7008368887029364dcd607534ba12",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_6 rv:4.0; uk-UA) AppleWebKit/535.11.4 (KHTML, like Gecko) Version/5.0.3 Safari/535.11.4",
"session_id": "225d7f06-a4ee-4992-b476-00acaf2d6177",
"risk_score": 52.82,
"con... | null | log-only | null | null | null | No additional info | Firewall log-only HTTPS traffic from 146.224.127.57:258 to 216.108.221.217:410 No additional info | null | null | null | null | 146.224.127.57 | 216.108.221.217 | null | null | null | null | null | null | null | null | 258 | 410 | HTTPS | 85,442 | 3,098 | null | null |
53b833b3-f244-4040-8db4-08d43b63dca3 | 2025-05-15T18:44:58 | ids_alert | Elastic SIEM v8.9.0 | emergency | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|emergency| desc=Elastic SIEM Alert: Fileless Attack detected from 46.63.162.87 targeting 166.239.61.104 MITRE Technique: T1218.011 | Obfuscated payload detected | {
"geo_location": "Djibouti",
"device_hash": "764aa8c9171e79f9745fd69a27ef8dabb4122e1344d72048ad35fb5f0888030b",
"user_agent": "Opera/9.92.(X11; Linux i686; gez-ER) Presto/2.9.183 Version/12.00",
"session_id": "b85891c0-44a3-4a07-93c3-fb6185fa27a2",
"risk_score": 77.52,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1218.011 | Obfuscated payload detected | Elastic SIEM Alert: Fileless Attack detected from 46.63.162.87 targeting 166.239.61.104 MITRE Technique: T1218.011 | Obfuscated payload detected | null | null | null | null | 46.63.162.87 | 166.239.61.104 | Fileless Attack | SIG-5599 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
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