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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9f9f92f2-c207-4026-a1a0-fbba5734f0a7 | 2025-06-20T12:04:38 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat command_injection No additional info noise=posts/app | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "de6663b26010709e38717da40dcbbb1b",
"user_agent": "Opera/8.35.(X11; Linux i686; bho-IN) Presto/2.9.177 Version/12.00",
"session_id": "9ec74b4e-8d4e-455e-aac3-0eb2ad9e1933",
"risk_score": 15.55,
"confidence": 0.07
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-31437a19 | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8ce10ac2-9706-42f0-a3dd-5971824a2c53 | 2025-02-06T03:25:49 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth success for harperchristopher via MFA from 210.241.165.31 No additional info | {
"geo_location": "Algeria",
"device_hash": "973b029c5c66897f0800d3abd41d05b7106a832de3268058b4068c11808479d6",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:14.0) Gecko/14.0 Firefox/14.0",
"session_id": "30c21448-4a21-4c60-8965-d3022dc559b6",
"risk_score": 62.58,
"confidence": 0.14
} | harperchristopher | success | null | null | null | No additional info | Auth success for harperchristopher via MFA from 210.241.165.31 No additional info | null | null | null | null | 210.241.165.31 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 6e:50:59:15:21:80 |
2e3f464a-41d6-464f-85df-9a8703b6aebf | 2025-04-08T01:09:24 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC sensor_spoofing Associated Threat Actor: APT34 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Algeria",
"device_hash": "93cf1a4a41375fe9e63be2efc2bb2391e5959364d810be6b47a09c9b92b74b2d",
"user_agent": "Mozilla/5.0 (Android 2.3.1; Mobile; rv:26.0) Gecko/26.0 Firefox/26.0",
"session_id": "dc9dfc57-c147-46d0-a86b-adbec28f6de4",
"risk_score": 40.51,
"confidence": 0.12
} | null | sensor_spoofing | null | null | null | Associated Threat Actor: APT34 | Unconventional IOC: CPU microcode changes | IoT device HVAC sensor_spoofing Associated Threat Actor: APT34 | Unconventional IOC: CPU microcode changes | null | HVAC | iot-0c8a3777 | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
51302038-e95c-435b-9b21-c311a2d4fbf8 | 2025-01-15T04:04:31 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for david63 via passwordless from 170.59.46.11 MITRE Technique: T1486 | {
"geo_location": "Niger",
"device_hash": "2140feccfd560c87c04fe896bf87de03b3d46c08648d750afefb07047164907a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "abb2d6ad-a523-40b8-8ceb-177e8540ec63",
"risk_score": 46.71,
"confidence": 0.46
} | david63 | bypass | null | null | null | MITRE Technique: T1486 | Auth bypass for david63 via passwordless from 170.59.46.11 MITRE Technique: T1486 | null | null | null | null | 170.59.46.11 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | a5:36:e2:67:95:78 |
8ad7e815-aa9c-4560-b0d0-4758ad592d76 | 2025-06-23T05:23:16 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only UDP traffic from 147.72.141.35:747 to 10.207.217.203:63096 MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Austria",
"device_hash": "1ba70e1539a47854fa8fbc2a579d0e4f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/5.1)",
"session_id": "392f6b89-d81e-4136-870f-b2218a43e1e2",
"risk_score": 55.99,
"confidence": 0.37
} | null | log-only | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | Firewall log-only UDP traffic from 147.72.141.35:747 to 10.207.217.203:63096 MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | null | null | null | null | 147.72.141.35 | 10.207.217.203 | null | null | null | null | null | null | null | null | 747 | 63,096 | UDP | 319,362 | 2,492 | null | null |
a480cd29-3802-40ae-8ca7-99e18d9d3066 | 2025-02-06T10:57:41 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Montserrat",
"device_hash": "1ab18bf3d69cabb6dffe8323a54aee54",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_2; rv:1.9.4.20) Gecko/6458-10-30 06:41:22 Firefox/6.0",
"session_id": "c3f97fbe-68bb-42b9-9fa9-697fa675ac09",
"risk_score": 75.63,
"confidence": 0.2
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-7bc558d3 | 1.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f85f67a7-f043-4c36-a57b-5adf156d1a30 | 2025-01-29T15:27:33 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Azure by kennedyjennifer MITRE Technique: T1566.001 | {
"geo_location": "Vanuatu",
"device_hash": "4013dceda07b887c505742c856551bf32bc7a7c19febd033c84e5687965a86eb",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/55.0.866.0 Mobile/88V565 Safari/535.1",
"session_id": "98a4527c-c935-4c11-b6f0-5e2d5... | kennedyjennifer | instance_creation | null | null | null | MITRE Technique: T1566.001 | Cloud instance_creation in Azure by kennedyjennifer MITRE Technique: T1566.001 | {
"baseline_deviation": 1.64,
"entropy": 6.52,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-25e61175 | null | null | null | null | null | null | null | null | null | null |
7e68ac34-9575-41eb-8a7b-0d4cf262c2c0 | 2025-03-05T18:13:23 | 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 GCP by shellydunn No additional info | {
"geo_location": "Kenya",
"device_hash": "3543ed566a28da0d2ce64d786143ca2a25c5643e",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; mn-MN; rv:1.9.0.20) Gecko/4388-11-03 10:39:09 Firefox/11.0",
"session_id": "bf515b8c-1b82-4149-8fd1-e48334496274",
"risk_score": 53.82,
"confidence": 0.25
} | shellydunn | container_escape | null | null | null | No additional info | Cloud container_escape in GCP by shellydunn No additional info | null | null | null | null | null | null | null | null | null | GCP | res-599a5a2f | null | null | null | null | null | null | null | null | null | null |
0e44a760-9a22-4c49-a8d2-c84213956eb5 | 2025-03-26T22:17:07 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Azure by douglas69 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "555a72b3e3036bfef7426e77671bba0002ed666843b24bdcf30f5ec2b4e592dd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.0)",
"session_id": "ed5f0a3b-0dec-4193-b2d5-96ae34f5dc0f",
"risk_score": 79.05,
"confidence": ... | douglas69 | storage_access | null | null | null | No additional info | Cloud storage_access in Azure by douglas69 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-4289a7df | null | null | null | null | null | null | null | null | null | null |
22ecc31e-81e0-4be6-9a04-a86e11d5121c | 2025-03-02T00:18:01 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network covert_channel from 155.169.117.100 to 72.165.18.56 MITRE Technique: T1204.002 | {
"geo_location": "Qatar",
"device_hash": "cc6aab50edb545ecac8c3d920f95e47611572e20",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.1)",
"session_id": "828ba746-983c-4407-a781-d450881443ed",
"risk_score": 29.52,
"confidence": 0.53
} | null | covert_channel | null | null | null | MITRE Technique: T1204.002 | Network covert_channel from 155.169.117.100 to 72.165.18.56 MITRE Technique: T1204.002 | null | null | null | null | 155.169.117.100 | 72.165.18.56 | null | null | null | null | null | null | null | null | null | null | UDP | 659,892 | null | null | null |
7e765c5c-3760-4bd8-990f-be74089fb7f5 | 2025-02-16T11:09:42 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec natural by wilsonerin No additional info | {
"geo_location": "Bhutan",
"device_hash": "69320ad3c19be96b54b192e683f3b26da30ff236d425ec910c91846d53010e0b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/29.0.887.0 Safari/532.0",
"session_id": "8f392b99-f9b3-4fc8-8d8a-2870d96ee58a",
"risk_score": ... | wilsonerin | wmi_exec | natural | 9,825 | cmd.exe | No additional info | Endpoint wmi_exec natural by wilsonerin No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38fa2246-5bfb-495a-b22f-b2b81f55ce95 | 2025-03-08T08:40:07 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel Associated Threat Actor: Scattered Spider | {
"geo_location": "Madagascar",
"device_hash": "42b22ec80a5dccacef4d6a27a04e9d0fdc652013",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/3.0)",
"session_id": "e87beead-ed72-46cf-a12f-066bd5305424",
"risk_score": 48.25,
"confidence": 0.41
} | null | side_channel | null | null | null | Associated Threat Actor: Scattered Spider | IoT device HVAC side_channel Associated Threat Actor: Scattered Spider | null | HVAC | iot-7a5e6ca9 | 3.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cce14eb-70c4-4229-9859-b3d7359b5f82 | 2025-06-09T19:12:12 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: Living-off-the-Land detected from 35.38.14.171 targeting 10.178.125.78 No additional info | {
"geo_location": "Sweden",
"device_hash": "aef99bdcb3c19bcfc1f4b742b82cf1e80b60f17d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/532.4.1 (KHTML, like Gecko) Version/5.0.5 Safari/532.4.1",
"session_id": "62dd62a4-f1fc-48cb-a8eb-4d097d2cfed1",
"risk_score": 39.32,
"confidence": 0.52... | null | null | null | null | null | No additional info | AlienVault Alert: Living-off-the-Land detected from 35.38.14.171 targeting 10.178.125.78 No additional info | {
"baseline_deviation": 0.61,
"entropy": 7.33,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 35.38.14.171 | 10.178.125.78 | Living-off-the-Land | SIG-8515 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
534928b9-2a28-4129-9aab-45106a4f493a | 2025-05-19T07:14:37 | cloud | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by terrence48 No additional info | {
"geo_location": "Israel",
"device_hash": "5e6e1f7c2332c9cbd348a2fe6c43918b6b048753",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; ckb-IQ; rv:1.9.2.20) Gecko/5891-11-04 04:59:20 Firefox/6.0",
"session_id": "11067e8f-3212-4da0-b643-33fe5ad85d86",
"risk_score": 32.85,
"confidence": 0.7
} | terrence48 | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by terrence48 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-d4ea7992 | null | null | null | null | null | null | null | null | null | null |
ba5cd7f5-e563-4368-9f05-ef76c9998593 | 2025-07-01T13:44:11 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SSH traffic from 138.206.38.173:32122 to 188.122.60.41:21537 No additional info | {
"geo_location": "Albania",
"device_hash": "25c2dbc0179156f309dd6b6446f7abee",
"user_agent": "Opera/9.43.(Windows 95; ast-ES) Presto/2.9.187 Version/10.00",
"session_id": "594c0114-cca8-4e83-aa20-51bfa83007a0",
"risk_score": 48.38,
"confidence": 0.91
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 138.206.38.173:32122 to 188.122.60.41:21537 No additional info | null | null | null | null | 138.206.38.173 | 188.122.60.41 | null | null | null | null | null | null | null | null | 32,122 | 21,537 | SSH | 183,981 | 504 | null | null |
4ea8189f-a3a6-4f8f-aa2a-b84a1d9692b7 | 2025-02-20T08:24:39 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "59c57ca88f47b7070864effc31691b2c7c66c66b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/18.8r6612.0 Mobile/59H592 Safari/531.2",
"session_id": "321e4d68-f307-42e5-850d-a422eb141f89",
"risk_scor... | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-a5c0f1f0 | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
953c105c-3ae2-452f-8e67-076038c5d642 | 2025-05-15T10:35:25 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 35.94.145.243 to 87.165.117.222 No additional info | {
"geo_location": "Korea",
"device_hash": "71ffcd0c502e670a893cfcbea15995ca1b95a834",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.0)",
"session_id": "a8aa2be9-89fe-4e0a-a2d9-35d37bbbe9e1",
"risk_score": 51.86,
"confidence": 0.44
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 35.94.145.243 to 87.165.117.222 No additional info | null | null | null | null | 35.94.145.243 | 87.165.117.222 | null | null | null | null | null | null | null | null | null | null | ICMP | 150,975 | null | null | null |
6480accc-d3bc-460e-a077-e01b227cdfd9 | 2025-03-20T06:53:59 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start enjoy by sean42 No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "85487512f72ac0445bf4fb07bed4cdb4012ac135",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/52.0.871.0 Safari/534.2",
"session_id": "ad9fb936-afe7-414c-8e13-4b2b8a3c1842",
"risk_score": 38.22,
"confidence": 0.97
} | sean42 | process_start | enjoy | 9,216 | explorer.exe | No additional info | Endpoint process_start enjoy by sean42 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6a9e9cc-17eb-4c50-b515-38a5e4b6cdd7 | 2025-05-23T03:36:05 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task down by felicia49 No additional info | {
"geo_location": "Kiribati",
"device_hash": "1c7be86ab434e7ddf08a679de3b56982",
"user_agent": "Opera/9.20.(X11; Linux x86_64; fil-PH) Presto/2.9.186 Version/10.00",
"session_id": "d7b304d9-1831-40fc-b01d-e1d1c04381a8",
"risk_score": 45.03,
"confidence": 0.13
} | felicia49 | scheduled_task | down | 2,054 | cmd.exe | No additional info | Endpoint scheduled_task down by felicia49 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
026d4394-ffc3-4861-9772-52b04f2fcbb9 | 2025-01-19T04:58:21 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change pick by tgross No additional info | {
"geo_location": "Cape Verde",
"device_hash": "8f8f402c5aa8482c02cd2b9f2f0f792e6c51ef66",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_6; rv:1.9.4.20) Gecko/7733-05-14 15:53:14 Firefox/3.6.20",
"session_id": "20dee3cd-c696-4ba3-9f3c-feb5cfc6f01a",
"risk_score": 29.51,
"confidence": 0.9
} | tgross | registry_change | pick | 4,963 | svchost.exe | No additional info | Endpoint registry_change pick by tgross No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8f19a037-da6e-4a67-b598-6d8aecd00226 | 2025-05-08T21:57:00 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 142.248.150.213 to 142.26.180.216 MITRE Technique: T1059.001 | Associated Threat Actor: Wizard Spider noise=main/app/app | {
"geo_location": "Iran",
"device_hash": "a886606a1f59bafeffba6ce807caf0797fe97eedce5548a9e912c3a08a70546a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/16.2j2578.0 Mobile/84N190 Safari/533.0",
"session_id": "05330a5b-9b88-40e6-af58-b532d3777... | null | data_exfiltration | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Wizard Spider | Network data_exfiltration from 142.248.150.213 to 142.26.180.216 MITRE Technique: T1059.001 | Associated Threat Actor: Wizard Spider | null | null | null | null | 142.248.150.213 | 142.26.180.216 | null | null | null | null | null | null | null | null | null | null | UDP | 865,164 | null | null | null |
19661e0d-0115-4b86-81ff-4bb87ac42010 | 2025-02-11T11:45:27 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall log-only UDP traffic from 174.28.137.61:19373 to 181.25.3.41:821 MITRE Technique: T1134.001 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "44493f8607a1caa8ce509c9297f7302994c9e5c4",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/18.0.872.0 Safari/534.0",
"session_id": "0e864fe9-69be-4706-a6fb-bc9c892f8981",
"risk_score": 36.59,
"confidence": 0.... | null | log-only | null | null | null | MITRE Technique: T1134.001 | Firewall log-only UDP traffic from 174.28.137.61:19373 to 181.25.3.41:821 MITRE Technique: T1134.001 | null | null | null | null | 174.28.137.61 | 181.25.3.41 | null | null | null | null | null | null | null | null | 19,373 | 821 | UDP | 181,071 | 1,989 | null | null |
8da2afe4-5faa-48f9-93ee-e8efd27ffdb2 | 2025-06-14T01:19:38 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1110.003 | {
"geo_location": "Russian Federation",
"device_hash": "e4c20d9c24e8f5e940b0bea7c0c1533d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "9daf8da9-d005-4060-b97a-992f0872fb86",
"risk_score": 20.91,
"confidence": 0.92
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1110.003 | IoT device Sensor sensor_spoofing MITRE Technique: T1110.003 | null | Sensor | iot-a3de9be8 | 7.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8590f4c-e30b-4e19-a4b1-4a12cc82e4af | 2025-04-26T23:45:51 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in GCP by joshuaclark No additional info | {
"geo_location": "Saint Martin",
"device_hash": "32ace87c8a7ccfb1dad6bed91997a4b6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.1)",
"session_id": "c48dd908-6ccf-4f93-8682-e7201261804e",
"risk_score": 46.34,
"confidence": 0.1
} | joshuaclark | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by joshuaclark No additional info | null | null | null | null | null | null | null | null | null | GCP | res-c0fae675 | null | null | null | null | null | null | null | null | null | null |
5505990c-b9ea-42da-9be9-5e60e4522156 | 2025-03-15T21:38:53 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 68.202.131.68:37041 to 19.52.85.32:482 No additional info | {
"geo_location": "Finland",
"device_hash": "126ce0a8c366e873753728b5c36d3780",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ur-IN) AppleWebKit/534.45.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.45.4",
"session_id": "23ab973c-76f8-4936-a906-9a037c9810ff",
"risk_score"... | null | deny | null | null | null | No additional info | Firewall deny DNS traffic from 68.202.131.68:37041 to 19.52.85.32:482 No additional info | null | null | null | null | 68.202.131.68 | 19.52.85.32 | null | null | null | null | null | null | null | null | 37,041 | 482 | DNS | 963,799 | 461 | null | null |
8d42ef23-a7ee-4c15-b52f-49bc02301a88 | 2025-02-10T10:07:58 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth success for suzannebowman via biometric from 28.77.138.208 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "8ec076c2b2c6d210dd06b1a82edc0d6b94d84b26",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_8; rv:1.9.3.20) Gecko/8248-08-04 01:25:38 Firefox/3.6.12",
"session_id": "e53ef342-2124-4f05-9a10-15a5d3ff98f0",
"risk_score": 59.06,
"confidence": 0.33
} | suzannebowman | success | null | null | null | No additional info | Auth success for suzannebowman via biometric from 28.77.138.208 No additional info | null | null | null | null | 28.77.138.208 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 85:35:d9:77:2b:db |
d34272c3-406e-4890-8f40-082588a3e2b2 | 2025-06-28T13:53:47 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by collinsjasmine MITRE Technique: T1134.001 | {
"geo_location": "Austria",
"device_hash": "65b1ade7e4d75407d2f1aa2b0158634b",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/57.0.827.0 Safari/531.0",
"session_id": "b47c3160-05d4-4af5-9e44-08237c250164",
"risk_score": 58.57,
"confidence": 0.54
} | collinsjasmine | membership_inference | null | null | null | MITRE Technique: T1134.001 | AI system membership_inference by collinsjasmine MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-3b7c303e | 2e634ebc9fbb1f94ed280502bf6fbc348cb1f638 | 7a486d578cb9e810c62d1636836e527df54ae7fa1bb96af17c54a0b109a94ce4 | null | null | null | null | null | null | null |
ae4083d3-5898-4d5c-aa93-5d559d26d2a5 | 2025-01-20T14:28:16 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: Zero-Day Exploit detected from 10.217.115.215 targeting 142.219.203.125 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "988d9880aba5cf4a20b67ab924832bad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.6.4 (KHTML, like Gecko) Version/5.1 Safari/535.6.4",
"session_id": "76baadda-ce50-4f28-af18-765e3ff7bdf8",
"risk_score": 55.68,
"confidence": 0.34... | null | null | null | null | null | No additional info | QRadar Alert: Zero-Day Exploit detected from 10.217.115.215 targeting 142.219.203.125 No additional info | null | null | null | null | 10.217.115.215 | 142.219.203.125 | Zero-Day Exploit | SIG-9989 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
5f0159a8-7f8e-4380-be53-e7fc0d666be8 | 2025-02-18T01:10:30 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Camera side_channel MITRE Technique: T1053.005 noise=U2VuZC4= | {
"geo_location": "Gibraltar",
"device_hash": "1e2dc5fbde8077b6e9a390fc466f720606139e3a6c61aee68cdcaddd5c698f5c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/4.0)",
"session_id": "aa80e6a1-a76d-48e3-b5ba-200e48ae8db4",
"risk_score": 69.42,
"confidence": 0.35
} | null | side_channel | null | null | null | MITRE Technique: T1053.005 | IoT device Camera side_channel MITRE Technique: T1053.005 | null | Camera | iot-ee02717e | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cd59bd1e-979f-4e6b-a1af-9ae527cdd4a7 | 2025-05-10T22:38:53 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity MITRE Technique: T1134.001 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "5dbb84b6ff25dfe6fdb3fa30b8532f1018e6fb6b068b82bb623a97c67dcbd86e",
"user_agent": "Mozilla/5.0 (Android 4.1.2; Mobile; rv:14.0) Gecko/14.0 Firefox/14.0",
"session_id": "f6807f0f-30bc-4bea-9b36-a7b01a5b501b",
"risk_score": 40.22,
... | null | unusual_activity | null | null | null | MITRE Technique: T1134.001 | IoT device Thermostat unusual_activity MITRE Technique: T1134.001 | null | Thermostat | iot-0ed8ff8e | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
18e7795c-16f6-407b-be15-c5a2658f1a20 | 2025-05-29T03:34:04 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection Associated Threat Actor: BlueNoroff | {
"geo_location": "Niue",
"device_hash": "1d4cac25bc01d2066b4b093a887b5c1bb71c83e5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.17.3 (KHTML, like Gecko) Version/5.0 Safari/531.17.3",
"session_id": "f6bb3776-6c6a-4342-8d2b-6f7dca985b3e",
"risk_score": 49.04,
"confidence": 0.9
} | null | command_injection | null | null | null | Associated Threat Actor: BlueNoroff | IoT device HVAC command_injection Associated Threat Actor: BlueNoroff | null | HVAC | iot-87850edc | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27b2e343-c40e-4838-bed3-c5333b1aed8c | 2025-07-09T09:25:04 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 183.73.52.182 to 76.170.164.148 No additional info noise=Q2xhc3Mu | {
"geo_location": "Kenya",
"device_hash": "a6f7ab4a8b5a1c89b4579a35838f5809",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_5) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/25.0.874.0 Safari/533.0",
"session_id": "0dfc2435-9ed3-4d67-8f0a-8adb1e514254",
"risk_score": 64.15,
"confidence": 0.01
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 183.73.52.182 to 76.170.164.148 No additional info | null | null | null | null | 183.73.52.182 | 76.170.164.148 | null | null | null | null | null | null | null | null | null | null | HTTP | 811,096 | null | null | null |
018401c7-0bf1-4e34-abb1-5bd0bca6de7c | 2025-01-14T00:32:48 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop natural by veronica07 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "226f50d1f8c85e7d42f927b2531f2a7b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.0)",
"session_id": "bc4fe553-96e9-4af9-9663-52d4dcdbb404",
"risk_score": 42.37,
"confidence": 0.7
} | veronica07 | process_stop | natural | 1,844 | cmd.exe | No additional info | Endpoint process_stop natural by veronica07 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7762d921-5fa8-4b28-86e7-ffcce568f5ca | 2025-01-24T02:26:29 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /within/there.odt by vaughngina No additional info | {
"geo_location": "Bermuda",
"device_hash": "7e029cf5f73b9d5c4d50fa6b6327eefadd3a934a",
"user_agent": "Opera/9.63.(X11; Linux i686; si-LK) Presto/2.9.171 Version/11.00",
"session_id": "2ebb67e1-45b2-4246-9232-e2fa8a30c27f",
"risk_score": 84.97,
"confidence": 0.09
} | vaughngina | scheduled_task | /within/there.odt | 9,233 | powershell.exe | No additional info | Endpoint scheduled_task /within/there.odt by vaughngina No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d05adb5-ec74-4671-8d14-b4c935979dfc | 2025-02-02T10:14:11 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by craig69 MITRE Technique: T1566.001 | {
"geo_location": "Cook Islands",
"device_hash": "ffda710a6159b8ee82d48921939614d3d6a444eb",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6075-05-29 01:50:47 Firefox/13.0",
"session_id": "1a065631-0236-47f0-8732-dc85f6993df4",
"risk_score": 46.33,
"confidence": 0.16
} | craig69 | fine_tuning | null | null | null | MITRE Technique: T1566.001 | AI system fine_tuning by craig69 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-c8882d36 | 007144c3a7fd93c0c58c062969be1a95af511501 | a9e8d36de452937192f6b7a9f9efc462 | null | null | null | null | null | null | null |
ddceee90-f80c-4533-8581-77aa41e32ed7 | 2025-05-01T01:00:24 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: XSS detected from 172.207.53.248 targeting 94.76.125.4 No additional info | {
"geo_location": "Nepal",
"device_hash": "1ffd4e14c8659176d466d4cf12d6d6c1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/5.1)",
"session_id": "1d7d2b5f-e430-4723-be51-b21ed38e51fb",
"risk_score": 36.43,
"confidence": 0.2
} | null | null | null | null | null | No additional info | Splunk Alert: XSS detected from 172.207.53.248 targeting 94.76.125.4 No additional info | null | null | null | null | 172.207.53.248 | 94.76.125.4 | XSS | SIG-4539 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
021bc52f-46b4-4848-917e-2991b57a2534 | 2025-06-04T18:29:48 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper No additional info noise=professor|scene|entire | {
"geo_location": "Netherlands Antilles",
"device_hash": "6f9aeb4b0d62e02f3a9ba33f9c48d04b98dc02a6a343494f1ee10f6d4590fd7b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.30.6 (KHTML, like Gecko) Version/5.1 Safari/532.30.6",
"session_id": "fd63f4e8-6b07-4ecb-99e0-e93e74425ebc",
"ri... | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-afcd4e9e | 8.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8a4c21d5-5c4d-4dd0-bdfc-0cbd50428d82 | 2025-05-18T08:01:12 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTP traffic from 47.60.47.79:436 to 68.174.121.237:41554 MITRE Technique: T1566.001 | {
"geo_location": "Kyrgyz Republic",
"device_hash": "32d7ee32364be31dc89cce71ef29cd33afd59ba62485e9337ce583cec2258bae",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7 rv:6.0; or-IN) AppleWebKit/531.1.2 (KHTML, like Gecko) Version/5.0.5 Safari/531.1.2",
"session_id": "3c9a92d5-3d92-498e-8fec-f599... | null | drop | null | null | null | MITRE Technique: T1566.001 | Firewall drop HTTP traffic from 47.60.47.79:436 to 68.174.121.237:41554 MITRE Technique: T1566.001 | null | null | null | null | 47.60.47.79 | 68.174.121.237 | null | null | null | null | null | null | null | null | 436 | 41,554 | HTTP | 83,818 | 274 | null | null |
55c1c4f1-8fa3-4d92-951e-0624a6187955 | 2025-02-20T11:47:59 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /responsibility/yes.jpg by mcconnellbrad No additional info | {
"geo_location": "American Samoa",
"device_hash": "c4e5a73f8d61768731f08918f361530336ac8423e4b4944c4a82cceb8850c7a1",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/41.0.888.0 Safari/533.2",
"session_id": "f2b266a3-d2e3-4e1a-994c-d02f72a43ba6",
"risk_score": 43.85,
... | mcconnellbrad | process_start | /responsibility/yes.jpg | 5,765 | cmd.exe | No additional info | Endpoint process_start /responsibility/yes.jpg by mcconnellbrad No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
90163ec7-b111-42dd-8fe3-4b00bfaefe06 | 2025-07-07T12:40:22 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop HTTPS traffic from 45.99.243.184:767 to 134.140.16.68:55 No additional info | {
"geo_location": "Nigeria",
"device_hash": "4516c25d18f92db0346283006c5693c6",
"user_agent": "Mozilla/5.0 (Android 12; Mobile; rv:14.0) Gecko/14.0 Firefox/14.0",
"session_id": "77696bab-d5c8-4a07-8cca-1411963302c8",
"risk_score": 12.95,
"confidence": 0.12
} | null | drop | null | null | null | No additional info | Firewall drop HTTPS traffic from 45.99.243.184:767 to 134.140.16.68:55 No additional info | null | null | null | null | 45.99.243.184 | 134.140.16.68 | null | null | null | null | null | null | null | null | 767 | 55 | HTTPS | 550,637 | 1,863 | null | null |
0e9c67a3-2893-45ec-ba0a-f7759f5b8928 | 2025-02-24T16:07:24 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SMB traffic from 128.52.213.62:356 to 129.129.71.101:873 MITRE Technique: T1190 | {
"geo_location": "Azerbaijan",
"device_hash": "d03140d51063bb9aa95d203bbee35e0120665665",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_3; rv:1.9.5.20) Gecko/7781-02-11 04:24:44 Firefox/3.6.8",
"session_id": "aa80fce1-9dc7-4be5-9178-0ed7286ec13f",
"risk_score": 36.67,
"confidence": 0.87
} | null | allow | null | null | null | MITRE Technique: T1190 | Firewall allow SMB traffic from 128.52.213.62:356 to 129.129.71.101:873 MITRE Technique: T1190 | null | null | null | null | 128.52.213.62 | 129.129.71.101 | null | null | null | null | null | null | null | null | 356 | 873 | SMB | 865,222 | 85 | null | null |
d8f0b7cc-d38c-481c-9e17-f815f8877c1e | 2025-06-26T09:47:09 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 7.191.254.39 to 31.69.100.136 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "7d92fecec131f62593f40f4322ec73de227d3fbe23784f729074368fa026404a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.0)",
"session_id": "625e88f8-ef3b-49ee-91b1-55f0afb3169c",
"risk_score": 50.4,
"confidence": 0.19
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 7.191.254.39 to 31.69.100.136 No additional info | null | null | null | null | 7.191.254.39 | 31.69.100.136 | null | null | null | null | null | null | null | null | null | null | HTTPS | 108,859 | null | null | null |
cfec8dac-f9b3-4d22-b200-a6e6dc7101ba | 2025-04-23T18:57:17 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: SQL Injection detected from 192.52.146.206 targeting 10.146.44.56 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "af675b73eb3105cdd19d37de6d39e191",
"user_agent": "Mozilla/5.0 (Android 5.1.1; Mobile; rv:63.0) Gecko/63.0 Firefox/63.0",
"session_id": "7674d775-f27e-4808-828f-817e574d3e92",
"risk_score": 65.54,
"confidence": 0.49
} | null | null | null | null | null | No additional info | Trellix Alert: SQL Injection detected from 192.52.146.206 targeting 10.146.44.56 No additional info | null | null | null | null | 192.52.146.206 | 10.146.44.56 | SQL Injection | SIG-6843 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d623365c-2925-46a8-b94b-1bbb6ac60adb | 2025-03-18T10:36:14 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in AWS by kellycarroll MITRE Technique: T1218.011 noise=include|green|to | {
"geo_location": "Oman",
"device_hash": "d9a767de9474c9f100b2fd2216fcf068",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_5; rv:1.9.2.20) Gecko/3446-08-06 09:58:29 Firefox/3.6.11",
"session_id": "b8c680c1-03ec-441e-b6c2-c083e0fb48ca",
"risk_score": 38.14,
"confidence": 0.76
} | kellycarroll | api_abuse | null | null | null | MITRE Technique: T1218.011 | Cloud api_abuse in AWS by kellycarroll MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | AWS | res-d04abb6f | null | null | null | null | null | null | null | null | null | null |
8173d87a-95a3-4438-95c9-ca5e9978b260 | 2025-04-02T07:54:15 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect SSH traffic from 7.13.128.218:830 to 77.82.253.62:318 No additional info | {
"geo_location": "China",
"device_hash": "9f3cbe2b2473a2bacbacef5f7e4ee71a",
"user_agent": "Opera/8.53.(X11; Linux i686; pap-CW) Presto/2.9.176 Version/11.00",
"session_id": "12830e2e-c89c-43a1-b17f-64860f24d0b4",
"risk_score": 19.81,
"confidence": 0
} | null | inspect | null | null | null | No additional info | Firewall inspect SSH traffic from 7.13.128.218:830 to 77.82.253.62:318 No additional info | null | null | null | null | 7.13.128.218 | 77.82.253.62 | null | null | null | null | null | null | null | null | 830 | 318 | SSH | 33,959 | 3,484 | null | null |
55114fd9-a2b1-4ced-841c-f938610a518f | 2025-02-08T18:51:48 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth success for joel24 via biometric from 209.25.120.218 MITRE Technique: T1059.001 | {
"geo_location": "Faroe Islands",
"device_hash": "89a16c90923b76ecff67c47dbbe41a7f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; hak-TW) AppleWebKit/532.30.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.30.1",
"session_id": "bd3bc2c4-9e37-459d-9ff2-b0785376a474",
"risk... | joel24 | success | null | null | null | MITRE Technique: T1059.001 | Auth success for joel24 via biometric from 209.25.120.218 MITRE Technique: T1059.001 | null | null | null | null | 209.25.120.218 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | f8:de:91:68:15:e4 |
31efb18d-7513-4a94-9862-1af0bc25dd44 | 2025-03-22T06:04:24 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection sure by qmaxwell MITRE Technique: T1110.003 noise=main/categories/app | {
"geo_location": "Liberia",
"device_hash": "4e49e281f147c9a53c1e76302c6bb1011ed51eda",
"user_agent": "Opera/9.74.(Windows CE; shs-CA) Presto/2.9.188 Version/12.00",
"session_id": "57e9add1-c8fa-480b-bc1d-bce0698e299d",
"risk_score": 52.7,
"confidence": 0.81
} | qmaxwell | memory_injection | sure | 4,110 | cmd.exe | MITRE Technique: T1110.003 | Endpoint memory_injection sure by qmaxwell MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47d9c4df-44d1-47d6-baa3-b849c672897d | 2025-02-21T23:31:00 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "ed2c9514f3584c7c058f7662a3e8d579",
"user_agent": "Opera/9.75.(Windows 98; ka-GE) Presto/2.9.188 Version/11.00",
"session_id": "e7f3b79c-6091-4e8e-b515-3fa47e65d715",
"risk_score": 65.69,
"confidence": 0.96
} | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-2ce39275 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e2c01a71-6b5f-47b4-a974-df2019c47c19 | 2025-03-27T11:10:56 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by bjohnson No additional info | {
"geo_location": "North Korea",
"device_hash": "dfcb227861bf9e4a1675e6938fc82994",
"user_agent": "Opera/9.45.(Windows NT 6.2; yo-NG) Presto/2.9.188 Version/11.00",
"session_id": "0150ea18-0f14-4178-b40f-2ec5a7d67a5b",
"risk_score": 36.5,
"confidence": 0.37
} | bjohnson | config_change | null | null | null | No additional info | Cloud config_change in Azure by bjohnson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-3e2c8b08 | null | null | null | null | null | null | null | null | null | null |
27a25a54-17eb-4847-b3e1-692884b44ab8 | 2025-06-12T09:39:40 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 135.225.145.227:947 to 65.163.123.14:122 MITRE Technique: T1566.001 | Associated Threat Actor: Equation Group noise=category | {
"geo_location": "Thailand",
"device_hash": "e0c73056bc5d399c596f0aa35030b898",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ar-MR) AppleWebKit/533.49.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.49.3",
"session_id": "775652a9-34f7-4775-9411-af933d758312",
"risk_score... | null | deny | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Equation Group | Firewall deny SSH traffic from 135.225.145.227:947 to 65.163.123.14:122 MITRE Technique: T1566.001 | Associated Threat Actor: Equation Group | null | null | null | null | 135.225.145.227 | 65.163.123.14 | null | null | null | null | null | null | null | null | 947 | 122 | SSH | 16,526 | 3,223 | null | null |
3a0987c1-970f-4591-9696-4c0b92110ff1 | 2025-07-10T06:58:40 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTPS traffic from 70.171.177.212:674 to 10.128.216.86:478 No additional info noise=D11760C3 | {
"geo_location": "Azerbaijan",
"device_hash": "e001a82994382f2de9b43d1623cb8756aa6502ade1eb531def7f72ebbcd0214d",
"user_agent": "Opera/9.81.(X11; Linux i686; vi-VN) Presto/2.9.173 Version/10.00",
"session_id": "177f444a-40fb-4969-a214-419a2af795c4",
"risk_score": 72.54,
"confidence": 0.74
} | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 70.171.177.212:674 to 10.128.216.86:478 No additional info | null | null | null | null | 70.171.177.212 | 10.128.216.86 | null | null | null | null | null | null | null | null | 674 | 478 | HTTPS | 889,619 | 3,417 | null | null |
436147ed-78bd-4def-931c-5fc9346716ac | 2025-07-02T10:09:38 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 10.50.23.82 to 53.104.134.208 Associated Threat Actor: DarkSide | {
"geo_location": "Vanuatu",
"device_hash": "a1e8e8127db7e35128c0b9362cfc14b1826b4d124ebc2a34812e7f5ed5b346a3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.26.2 (KHTML, like Gecko) Version/4.0.5 Safari/535.26.2",
"session_id": "b479d01d-5b45-4af6-b91f-b1950edad9a3",
"risk_score": ... | null | protocol_anomaly | null | null | null | Associated Threat Actor: DarkSide | Network protocol_anomaly from 10.50.23.82 to 53.104.134.208 Associated Threat Actor: DarkSide | null | null | null | null | 10.50.23.82 | 53.104.134.208 | null | null | null | null | null | null | null | null | null | null | HTTP | 691,333 | null | null | null |
ea7ea0d1-99a8-4b38-bd10-d39154cde015 | 2025-02-06T06:33:12 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 10.137.191.248:445 to 50.159.80.127:312 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "ca69e2c6e716effd1ef2671559656b91",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:10.0) Gecko/10.0 Firefox/10.0",
"session_id": "4792fed0-124d-47da-8525-1ef95dce92af",
"risk_score": 100,
"confidence": 0.51
} | null | log-only | null | null | null | No additional info | Firewall log-only HTTP traffic from 10.137.191.248:445 to 50.159.80.127:312 No additional info | null | null | null | null | 10.137.191.248 | 50.159.80.127 | null | null | null | null | null | null | null | null | 445 | 312 | HTTP | 791,055 | 2,867 | null | null |
4e046816-ebc7-426f-b4fc-a2eac43be752 | 2025-04-16T08:58:36 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 215.1.41.161 to 212.167.162.199 MITRE Technique: T1059.001 | Possible protocol tunneling noise=moment|change|these | {
"geo_location": "Philippines",
"device_hash": "2d1b7eed2519501f2b1a8a44e99fdda0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.0)",
"session_id": "a203ac94-5b05-4e81-b75a-0a620847979a",
"risk_score": 42.66,
"confidence": 0.41
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1059.001 | Possible protocol tunneling | Network protocol_anomaly from 215.1.41.161 to 212.167.162.199 MITRE Technique: T1059.001 | Possible protocol tunneling | null | null | null | null | 215.1.41.161 | 212.167.162.199 | null | null | null | null | null | null | null | null | null | null | ICMP | 496,063 | null | null | null |
81652256-7129-458b-a792-f0276741d158 | 2025-02-10T11:45:21 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by eric82 No additional info | {
"geo_location": "Korea",
"device_hash": "0d454dccee9abbcd9e8466022414db9d8e7129fb8a181e1bf2a22d962e4de8c0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_3 rv:5.0; en-SG) AppleWebKit/531.2.5 (KHTML, like Gecko) Version/4.0.1 Safari/531.2.5",
"session_id": "44f682c7-4772-4753-83ab-5297a26c4783... | eric82 | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by eric82 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-ead06c4b | null | null | null | null | null | null | null | null | null | null |
1913b66e-345b-48a7-ab02-f7a778a75335 | 2025-02-22T21:24:21 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by terriwatson No additional info | {
"geo_location": "Mayotte",
"device_hash": "0e0f0038fde91ea168b1d72568cf364b",
"user_agent": "Opera/9.65.(Windows NT 5.2; bhb-IN) Presto/2.9.174 Version/12.00",
"session_id": "370bb51f-5597-4cb0-bed8-6186576ad9a0",
"risk_score": 33.91,
"confidence": 0.65
} | terriwatson | membership_inference | null | null | null | No additional info | AI system membership_inference by terriwatson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-df354922 | 0e8af4e62e74fd9b0360c249d2c3344caa808080 | b73d34534513bd2819f46a3c0f8f8e56ede64eabd4cb33f68d63b342c8b569b0 | null | null | null | null | null | null | null |
42bc7422-a393-4905-9875-0492a4207947 | 2025-06-09T16:31:54 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Iran",
"device_hash": "cf3c20782723da858a4326a5699da3790adae498",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/16.0q4247.0 Mobile/42L946 Safari/534.2",
"session_id": "c41a380c-f220-40c7-af65-c56f0eac5aaa",
"risk_score": 45.4... | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-044ef5fa | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
93795292-5f78-415b-870a-05a28e2cd331 | 2025-01-14T08:52:53 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network covert_channel from 161.233.243.76 to 220.116.54.96 MITRE Technique: T1543.003 | {
"geo_location": "North Korea",
"device_hash": "bc7597ca1de8234a28401d2235a89981fa100062",
"user_agent": "Mozilla/5.0 (Windows CE; gl-ES; rv:1.9.2.20) Gecko/8858-01-01 10:44:23 Firefox/10.0",
"session_id": "2601607c-3bd2-4cbd-a665-0160c438aa6e",
"risk_score": 49.16,
"confidence": 0.14
} | null | covert_channel | null | null | null | MITRE Technique: T1543.003 | Network covert_channel from 161.233.243.76 to 220.116.54.96 MITRE Technique: T1543.003 | null | null | null | null | 161.233.243.76 | 220.116.54.96 | null | null | null | null | null | null | null | null | null | null | UDP | 694,994 | null | null | null |
827ad50f-28c1-43ac-a520-5835e92572e9 | 2025-06-30T12:36:31 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network beaconing from 161.183.36.243 to 161.242.219.248 No additional info | {
"geo_location": "Monaco",
"device_hash": "68bc83f802138067a7a29c4bafc3e9d9ab31e484",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/23.0.863.0 Safari/533.2",
"session_id": "25a81c85-9efc-4348-89c9-287cf86bd0ad",
"risk_score": 56.57,
"confidence": 0.29
} | null | beaconing | null | null | null | No additional info | Network beaconing from 161.183.36.243 to 161.242.219.248 No additional info | null | null | null | null | 161.183.36.243 | 161.242.219.248 | null | null | null | null | null | null | null | null | null | null | HTTP | 70,871 | null | null | null |
160864d9-5650-4dec-8472-db021a9ab2c3 | 2025-05-11T00:25:40 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for jlittle via password from 191.234.29.190 No additional info | {
"geo_location": "Guernsey",
"device_hash": "0a6aa65d993ce30fc9f5be59dab64ae9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; fur-IT) AppleWebKit/532.10.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.10.5",
"session_id": "c9e26781-8790-4470-90b3-6093c46ac4e3",
"risk_scor... | jlittle | challenge | null | null | null | No additional info | Auth challenge for jlittle via password from 191.234.29.190 No additional info | null | null | null | null | 191.234.29.190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 29:2a:00:93:af:79 |
0aaf8cc8-fd8a-453d-85ff-21f492ab1e64 | 2025-03-17T11:21:00 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall log-only ICMP traffic from 142.184.204.62:328 to 5.133.10.9:34908 No additional info noise=AD3209B7 | {
"geo_location": "Egypt",
"device_hash": "4cb0b782f7ba29db0761f311592f3476",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.36.3 (KHTML, like Gecko) Version/5.1 Safari/532.36.3",
"session_id": "b4f8390a-b38c-45c1-ba43-bb33ea923812",
"risk_score": 51.26,
"confidence": 0.19
} | null | log-only | null | null | null | No additional info | Firewall log-only ICMP traffic from 142.184.204.62:328 to 5.133.10.9:34908 No additional info | null | null | null | null | 142.184.204.62 | 5.133.10.9 | null | null | null | null | null | null | null | null | 328 | 34,908 | ICMP | 615,928 | 1,801 | null | null |
ddd812ef-9b43-49ab-b225-dc69514bf80c | 2025-04-03T20:45:23 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera unusual_activity MITRE Technique: T1134.001 | {
"geo_location": "Korea",
"device_hash": "a7df5ebd5a6035caa36dd27067ec5504e269c70ccf4695ae21b3d55ae443e380",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; hne-IN) AppleWebKit/533.20.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.20.2",
"session_id": "e79f7270-f0bb-4106-9f1... | null | unusual_activity | null | null | null | MITRE Technique: T1134.001 | IoT device Camera unusual_activity MITRE Technique: T1134.001 | null | Camera | iot-d27ce73a | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
283ab1e9-5b93-454f-ace2-5a36e510e895 | 2025-05-26T06:16:13 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start and by smithjulie No additional info | {
"geo_location": "Monaco",
"device_hash": "ce9071cdc24857c177dddc6677f110caaa024bb8",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/25.0.822.0 Safari/532.2",
"session_id": "311930ce-8607-4ccd-8bbe-6065915fe394",
"risk_score": 82.6,
"confidence": 0.57
} | smithjulie | process_start | and | 9,430 | svchost.exe | No additional info | Endpoint process_start and by smithjulie No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
108b3eaa-fc19-45fa-b6b3-4c2691861f66 | 2025-03-02T22:30:03 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task respond by marybaker No additional info | {
"geo_location": "Ethiopia",
"device_hash": "b371901054cc7aaa1f750d0be335597c",
"user_agent": "Opera/9.16.(Windows NT 5.2; fi-FI) Presto/2.9.165 Version/10.00",
"session_id": "3520f31c-a8c2-4201-87ad-005ae9e170bf",
"risk_score": 55.76,
"confidence": 0.2
} | marybaker | scheduled_task | respond | 9,483 | cmd.exe | No additional info | Endpoint scheduled_task respond by marybaker No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
39f26a9a-3cae-47db-9722-5b74fa8c79eb | 2025-03-31T22:14:54 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Azure by xsmith No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "90fd4102c7ec98cb3c73e235d01103fc",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9 rv:2.0; bho-IN) AppleWebKit/535.30.2 (KHTML, like Gecko) Version/5.0.3 Safari/535.30.2",
"session_id": "3fb0b5d9-668b-4456-9304-57d4e2e83684",
"risk_score": ... | xsmith | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by xsmith No additional info | null | null | null | null | null | null | null | null | null | Azure | res-16d50bcf | null | null | null | null | null | null | null | null | null | null |
b684c37a-d9ab-4aea-9254-9a848ed606ff | 2025-05-17T22:41:22 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 32.134.37.195 to 156.45.180.142 No additional info | {
"geo_location": "Netherlands",
"device_hash": "cca9875d8e3c48679929f17cea102e7f34eba882",
"user_agent": "Mozilla/5.0 (Android 5.0.2; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "bab5f291-fdb9-4f44-88dd-4085519f638e",
"risk_score": 55.07,
"confidence": 0.87
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 32.134.37.195 to 156.45.180.142 No additional info | null | null | null | null | 32.134.37.195 | 156.45.180.142 | null | null | null | null | null | null | null | null | null | null | ICMP | 728,904 | null | null | null |
8e0b65bb-04b2-48db-ab4b-107a417deb1e | 2025-04-27T22:24:33 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth locked for jane33 via key from 195.143.195.73 MITRE Technique: T1071.001 | {
"geo_location": "Sierra Leone",
"device_hash": "f72904b110888aa9596c44f42e5057b4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.23.3 (KHTML, like Gecko) Version/5.0.5 Safari/532.23.3",
"session_id": "7b81b747-3fcb-4014-8c52-40ea7b449c29",
"risk_score": 9.47,
"confidence": 0.42
... | jane33 | locked | null | null | null | MITRE Technique: T1071.001 | Auth locked for jane33 via key from 195.143.195.73 MITRE Technique: T1071.001 | null | null | null | null | 195.143.195.73 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 46:d5:a5:f2:80:5a |
0e2fc8d8-3af7-48f2-85ab-43f5f397643e | 2025-07-03T09:49:41 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Brute Force detected from 32.46.55.247 targeting N/A No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "c30588e8594af63df221796052193d835ba50cf2568d6d8cbf82c2ab466b13ca",
"user_agent": "Opera/9.10.(Windows NT 5.1; nan-TW) Presto/2.9.168 Version/11.00",
"session_id": "59c84ed0-07e9-4461-b191-c44840076e14",
"risk_score": 48.25,
"confidence": 0.63
... | null | null | null | null | null | No additional info | LogRhythm Alert: Brute Force detected from 32.46.55.247 targeting N/A No additional info | null | null | null | null | 32.46.55.247 | N/A | Brute Force | SIG-2235 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
db469175-9b3c-4bc0-adf8-3fb3532c19e5 | 2025-04-10T19:53:29 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Medical sensor_spoofing MITRE Technique: T1547.001 | {
"geo_location": "Fiji",
"device_hash": "f4fa79151cb52a2f893d0a0ce079ffdbd3739c19631076028e6a8f7c711d1936",
"user_agent": "Opera/9.97.(X11; Linux x86_64; ln-CD) Presto/2.9.161 Version/11.00",
"session_id": "c4dfc369-be4c-422e-9634-c70c3945736c",
"risk_score": 19.4,
"confidence": 0.38
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1547.001 | IoT device Medical sensor_spoofing MITRE Technique: T1547.001 | null | Medical | iot-f0cf933e | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d8bb550-ccfe-4f9b-b099-bf73a19cee38 | 2025-01-27T17:42:10 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Uganda",
"device_hash": "05a0a1677d074ae14d04af8639f08c6d1bd85df8",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:45.0) Gecko/45.0 Firefox/45.0",
"session_id": "d3ad2e8d-336e-4269-b703-2b7f9281d40b",
"risk_score": 48.81,
"confidence": 0.24
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-b975b212 | 8.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f5c7ad2c-e156-46bf-aeb1-e2e114ded575 | 2025-03-22T05:50:29 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by alicia46 No additional info | {
"geo_location": "Belize",
"device_hash": "29d1320df881fcedb36abead21556df7535c066c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0; rv:1.9.2.20) Gecko/9134-10-03 15:07:17 Firefox/3.8",
"session_id": "1873619e-71d9-4ec7-a416-bebb464604ac",
"risk_score": 51.25,
"confidence": 0.98
} | alicia46 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by alicia46 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b5b9c40e | 250a0a0a72b2ca1b7fd38d20ebf140e818a84db20e9e2bc8ef46815044151350 | 8e3980135e5792cb330bd5fabd2e8fb9e058a43e0492f6f50b29c7dfdd33c04d | null | null | null | null | null | null | null |
7359adfb-baef-48bb-bf39-763d3ba5366b | 2025-06-24T15:45:32 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network beaconing from 17.136.45.46 to 221.253.109.120 No additional info | {
"geo_location": "Iran",
"device_hash": "b6cdf8bfff05b5139e27c2e9e293570d00f819e1a84dad67352d451467b9facb",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/9.6u5106.0 Mobile/53J146 Safari/535.1",
"session_id": "8146b86e-f895-465d-921c-bff2d293... | null | beaconing | null | null | null | No additional info | Network beaconing from 17.136.45.46 to 221.253.109.120 No additional info | null | null | null | null | 17.136.45.46 | 221.253.109.120 | null | null | null | null | null | null | null | null | null | null | TCP | 915,472 | null | null | null |
b0533aff-1a81-4411-833e-77a422a19b02 | 2025-04-15T06:56:57 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Venezuela",
"device_hash": "bc6b9731d5b24864907153df319cf92aaf691af5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; bg-BG) AppleWebKit/535.50.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.50.6",
"session_id": "fbee3b34-4a78-48fd-9f16-833ba0895f16",
"r... | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-fbe07cf0 | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4157eda5-1102-4abd-b779-b94c6c3e7c9a | 2025-02-21T19:16:56 | ai | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by sbenjamin No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "fea0a5fec238e8c35caf5a24ed3ec685",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/25.0.875.0 Mobile/53O480 Safari/535.0",
"session_id": "42a976c3-6dd6-434a-b527-7c1871490b... | sbenjamin | model_inversion | null | null | null | No additional info | AI system model_inversion by sbenjamin No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7457fe19 | bc53456a43af97dfba37edaf56168371 | 17aa838fb5f5321c5a00e85a06cec9bfd75bcb12 | null | null | null | null | null | null | null |
f227a847-7cf8-4d70-a33e-0fbb8371d02a | 2025-06-12T11:14:59 | ids_alert | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Vectra AI Alert: Fileless Attack detected from 206.111.202.56 targeting 24.108.1.232 No additional info | {
"geo_location": "Togo",
"device_hash": "c0ff28cdac92a4c4d1559c0ad74cc3c8",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/38.0.867.0 Safari/533.1",
"session_id": "05b87d2c-ccb6-4da7-b783-692d70ea88fb",
"risk_score": 21.63,
"confidence": 0.55
} | null | null | null | null | null | No additional info | Vectra AI Alert: Fileless Attack detected from 206.111.202.56 targeting 24.108.1.232 No additional info | {
"baseline_deviation": 1.56,
"entropy": 2.87,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 206.111.202.56 | 24.108.1.232 | Fileless Attack | SIG-2188 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c5ce98d2-92d5-4656-9f65-3997f863996f | 2025-02-14T10:46:51 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SMB traffic from 29.47.32.25:590 to 210.241.131.76:13 No additional info noise=defense|them|floor | {
"geo_location": "Czech Republic",
"device_hash": "024322b55237080c8d40350e55e37e1cb05b199e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/16.1d4712.0 Mobile/18N441 Safari/534.0",
"session_id": "fc10edf6-6fd5-4928-8201-6ea41d521561",
"ris... | null | drop | null | null | null | No additional info | Firewall drop SMB traffic from 29.47.32.25:590 to 210.241.131.76:13 No additional info | null | null | null | null | 29.47.32.25 | 210.241.131.76 | null | null | null | null | null | null | null | null | 590 | 13 | SMB | 645,581 | 1,792 | null | null |
48001dc2-db05-45a4-b491-99e0b401ef16 | 2025-06-04T19:32:27 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SMB traffic from 84.63.250.132:21998 to 10.167.13.22:952 MITRE Technique: T1486 | {
"geo_location": "Moldova",
"device_hash": "83c6d624194a201581c570524dd06f60bb78a8fd",
"user_agent": "Mozilla/5.0 (Linux; Android 1.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/21.0.834.0 Safari/532.2",
"session_id": "6edf8ab1-b053-4e05-9026-17c874905520",
"risk_score": 63.1,
"confidence": 0.99
} | null | allow | null | null | null | MITRE Technique: T1486 | Firewall allow SMB traffic from 84.63.250.132:21998 to 10.167.13.22:952 MITRE Technique: T1486 | null | null | null | null | 84.63.250.132 | 10.167.13.22 | null | null | null | null | null | null | null | null | 21,998 | 952 | SMB | 430,302 | 3,084 | null | null |
2f610414-5140-46be-b976-39da3fe7ae8d | 2022-03-15T10:12:08 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation No additional info noise=rather|all|thought | {
"geo_location": "Saint Barthelemy",
"device_hash": "3838104d6284520e8830550f6b5df9e5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "346fe57d-efa4-4eab-8d93-4cc8e5a7f0b7",
"risk_score": 65.36,
"confidence": 0.41
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-e6d9a71c | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e30f2646-c216-41ee-aa32-08ae93edfdbc | 2025-07-04T23:29:50 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Afghanistan",
"device_hash": "325e10f6a76c740ca1978b779dff15b492645712",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.0)",
"session_id": "cbc7e500-07bf-443e-97d0-8fca6168e718",
"risk_score": 90.37,
"confidence": 0.66
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-5f4a389e | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4acb12a2-d330-405a-b2a7-3f1599b622bc | 2025-06-23T14:51:21 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network connection from 198.73.71.70 to 167.61.183.208 No additional info noise=categories | {
"geo_location": "Timor-Leste",
"device_hash": "a2f4d9a9ec7be63086d63dc2cbdf2a8fc0deb7b3",
"user_agent": "Mozilla/5.0 (Android 2.3.3; Mobile; rv:60.0) Gecko/60.0 Firefox/60.0",
"session_id": "866f126e-8bbb-4e79-b24f-ed1aa7d5b3d3",
"risk_score": 57.47,
"confidence": 0.09
} | null | connection | null | null | null | No additional info | Network connection from 198.73.71.70 to 167.61.183.208 No additional info | null | null | null | null | 198.73.71.70 | 167.61.183.208 | null | null | null | null | null | null | null | null | null | null | UDP | 48,152 | null | null | null |
b0f3a1f3-7e3f-46c6-b48f-6996bc11e683 | 2025-01-22T21:22:26 | endpoint | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /late/manage.tiff by walshlisa No additional info | {
"geo_location": "Guinea",
"device_hash": "8916a4e0d4ce2caef3766bbeaae4164ae156f0fde594c8527da26dcfe6266126",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/3.0)",
"session_id": "cab0753c-4122-4a9f-8cb7-1e201c054a30",
"risk_score": 60.73,
"confidence": 0.44
} | walshlisa | persistence_mechanism | /late/manage.tiff | 5,071 | powershell.exe | No additional info | Endpoint persistence_mechanism /late/manage.tiff by walshlisa No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
549728f7-3738-47a7-8952-0de116a975b7 | 2025-04-27T18:53:43 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for maria06 via biometric from 64.124.204.94 No additional info | {
"geo_location": "United States Virgin Islands",
"device_hash": "2ca6655334928efed599a12d0b5d44aa",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_5) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/54.0.892.0 Safari/534.0",
"session_id": "3e30f5c6-65ee-45d1-b8e8-9d7b42f5b517",
"risk_score": 30.84,
... | maria06 | failed | null | null | null | No additional info | Auth failed for maria06 via biometric from 64.124.204.94 No additional info | null | null | null | null | 64.124.204.94 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 59:1d:a9:9c:d6:f2 |
70caf1ca-a20c-4bf8-be8d-0a048bdd3f9c | 2025-04-13T01:44:01 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: MFA Bypass detected from 162.175.141.79 targeting 73.34.188.216 No additional info | {
"geo_location": "Finland",
"device_hash": "793539071db8516b57b4defb048cbabbd25d1adfd3f5338c6ee0af9933297bb5",
"user_agent": "Opera/9.15.(Windows NT 6.1; bem-ZM) Presto/2.9.187 Version/11.00",
"session_id": "8112b6bc-cc97-46e6-af30-2c9d092cddcd",
"risk_score": 46.63,
"confidence": 0.21
} | null | null | null | null | null | No additional info | Tanium Alert: MFA Bypass detected from 162.175.141.79 targeting 73.34.188.216 No additional info | null | null | null | null | 162.175.141.79 | 73.34.188.216 | MFA Bypass | SIG-8016 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
66ec18ce-8fac-47c5-9cfb-9af2ba3a4681 | 2025-05-19T13:45:12 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 147.242.108.19:624 to 136.64.153.14:41161 MITRE Technique: T1204.002 noise=D07F50C3 | {
"geo_location": "Egypt",
"device_hash": "9ea05bc4a8992667f52f93d59b267234a9b280dc",
"user_agent": "Mozilla/5.0 (Android 12.1; Mobile; rv:28.0) Gecko/28.0 Firefox/28.0",
"session_id": "2f6f96e5-a3f5-4b4e-b747-1eefaf4829ee",
"risk_score": 61.14,
"confidence": 0.8
} | null | drop | null | null | null | MITRE Technique: T1204.002 | Firewall drop DNS traffic from 147.242.108.19:624 to 136.64.153.14:41161 MITRE Technique: T1204.002 | null | null | null | null | 147.242.108.19 | 136.64.153.14 | null | null | null | null | null | null | null | null | 624 | 41,161 | DNS | 138,250 | 374 | null | null |
dd5ea7f6-02f4-47d3-8724-b65bd5171816 | 2025-03-30T03:55:37 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth locked for elizabeth03 via OAuth from 48.166.58.192 No additional info | {
"geo_location": "Fiji",
"device_hash": "d2adae9187840ed26a9ab12a300c85df7f7feef1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/3.1)",
"session_id": "a4ba2c3d-a57a-4c03-b7cd-9cec43ce3f67",
"risk_score": 46.52,
"confidence": 0.11
} | elizabeth03 | locked | null | null | null | No additional info | Auth locked for elizabeth03 via OAuth from 48.166.58.192 No additional info | null | null | null | null | 48.166.58.192 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | f5:65:29:ad:fb:45 |
7ad0098b-1e45-44cd-8429-ecb46544404f | 2025-03-21T01:18:52 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine RDP traffic from 10.152.212.83:289 to 10.39.53.21:667 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "a63a2dbf1be7e1e359b53ee64dca5f546ec6cd77",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.0)",
"session_id": "a922b952-9855-441e-831c-69a023793765",
"risk_score": 49.86,
"confidence": 0.85
} | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 10.152.212.83:289 to 10.39.53.21:667 No additional info | null | null | null | null | 10.152.212.83 | 10.39.53.21 | null | null | null | null | null | null | null | null | 289 | 667 | RDP | 862,717 | 815 | null | null |
93ba6674-7168-4019-88ae-27eb9642cf86 | 2025-02-28T23:00:24 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth failed for zacharywarren via passwordless from 66.251.5.240 No additional info noise=FD6514E2 | {
"geo_location": "Sudan",
"device_hash": "52b8b8c99cf23d6d5a236626bcc13dda",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ts-ZA) AppleWebKit/531.44.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.44.4",
"session_id": "f739dbcd-4ae6-4581-a873-8394e05c9940",
"risk_score": ... | zacharywarren | failed | null | null | null | No additional info | Auth failed for zacharywarren via passwordless from 66.251.5.240 No additional info | {
"baseline_deviation": 0.96,
"entropy": 7.04,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 66.251.5.240 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | ee:77:eb:46:35:67 |
53618eca-439f-4be5-8e9e-8c11adde7df9 | 2025-06-20T15:54:31 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "99234accd171cdd9595170d8721736fb7d384806",
"user_agent": "Opera/8.87.(Windows NT 11.0; bs-BA) Presto/2.9.179 Version/11.00",
"session_id": "e1f510a0-0601-44d7-8ed4-ad0529d00f33",
"risk_score": 30.06,
"confidence": 0.54
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-d62cfeb1 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6909e4c9-b20f-4880-9d6e-ef509982a314 | 2025-02-18T16:14:27 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: Living-off-the-Land detected from 11.139.172.146 targeting 117.255.215.114 Obfuscated payload detected | {
"geo_location": "Kyrgyz Republic",
"device_hash": "51ec4207f1d51849725029e4b083d043a6b014434b1e65539fc9ee842743a221",
"user_agent": "Opera/8.40.(Windows NT 6.1; cv-RU) Presto/2.9.188 Version/11.00",
"session_id": "0ec76a71-b5a9-4ee7-ad5b-c44de3f726ac",
"risk_score": 61.22,
"confidence": 0.67
} | null | null | null | null | null | Obfuscated payload detected | Microsoft Sentinel Alert: Living-off-the-Land detected from 11.139.172.146 targeting 117.255.215.114 Obfuscated payload detected | null | null | null | null | 11.139.172.146 | 117.255.215.114 | Living-off-the-Land | SIG-9100 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
cc707b99-5172-4634-bf9b-87fc79c33ac9 | 2025-04-09T08:37:11 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1053.005 | {
"geo_location": "Saint Lucia",
"device_hash": "d7333fe69ce2642c72c12b5b616fe768733677e1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/57.0.849.0 Mobile/96A859 Safari/532.2",
"session_id": "b6b95715-e422-4a5f-9aef-fdb92b864c7c",
"risk_sco... | null | sensor_spoofing | null | null | null | MITRE Technique: T1053.005 | IoT device Thermostat sensor_spoofing MITRE Technique: T1053.005 | null | Thermostat | iot-dc9c418b | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4240ddd0-0801-4364-aacd-57cfde40aa20 | 2025-06-07T22:12:19 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by joshua44 No additional info | {
"geo_location": "Cyprus",
"device_hash": "b64f4445cd2dde6b0f286347791bc81c1e47dc2a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "1e805700-df12-4a0d-8c97-9e8c74ab603d",
"risk_score": 84.5,
"confidence": 0.75
} | joshua44 | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by joshua44 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-2326af23 | null | null | null | null | null | null | null | null | null | null |
baa7df78-c49f-46c6-aeeb-d5454334fb4c | 2025-06-23T20:50:33 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 123.119.84.161 to 61.234.176.154 MITRE Technique: T1071.001 | {
"geo_location": "Brazil",
"device_hash": "5f92c6e8a1ca1686511c6fc9d9ca71e9c9ffb6b8",
"user_agent": "Opera/9.54.(Windows 98; Win 9x 4.90; ast-ES) Presto/2.9.185 Version/10.00",
"session_id": "bb92781e-cf49-4402-b4d6-bada8fd1cbbc",
"risk_score": 47.9,
"confidence": 0.28
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1071.001 | Network bandwidth_usage from 123.119.84.161 to 61.234.176.154 MITRE Technique: T1071.001 | {
"baseline_deviation": 2.81,
"entropy": 6.7,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 123.119.84.161 | 61.234.176.154 | null | null | null | null | null | null | null | null | null | null | HTTP | 984,822 | null | null | null |
ad7e725b-d2c4-4008-b636-8bbc35cac6d6 | 2023-05-28T17:50:11 | 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: Supply Chain Compromise detected from 51.155.216.32 targeting 70.46.35.232 No additional info noise=different|ability|down | {
"geo_location": "Zambia",
"device_hash": "dc96f03201c6edee4a05793aca58a9d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/3.1)",
"session_id": "59de89ee-e366-4498-8280-e1148a059feb",
"risk_score": 56.2,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Vectra AI Alert: Supply Chain Compromise detected from 51.155.216.32 targeting 70.46.35.232 No additional info | null | null | null | null | 51.155.216.32 | 70.46.35.232 | Supply Chain Compromise | SIG-8172 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
90021b3b-7bbc-4937-9dd1-822fbd40a259 | 2025-04-05T22:36:46 | auth | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for iyoung via biometric from 66.27.190.221 No additional info | {
"geo_location": "Korea",
"device_hash": "83499189b0be30fd4b13aea63e322d014e15455b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.25.2 (KHTML, like Gecko) Version/4.0.1 Safari/535.25.2",
"session_id": "083aa99a-cc1d-4c7e-a8f7-f2932cc650be",
"risk_score": 36.17,
"confidence": 0.4... | iyoung | timeout | null | null | null | No additional info | Auth timeout for iyoung via biometric from 66.27.190.221 No additional info | null | null | null | null | 66.27.190.221 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | d6:9d:ff:31:01:ad |
3d730d1b-beb5-4283-b6e6-912cd8cff1f1 | 2025-05-07T18:30:44 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in AWS by allenkimberly Associated Threat Actor: Cobalt Group | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "16aafbf32946b7c114abaa6f161801323fbc3ab5",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_5 rv:2.0; mai-IN) AppleWebKit/531.13.5 (KHTML, like Gecko) Version/5.0.2 Safari/531.13.5",
"session_id": "9afa819c-6c7b-4dfe-ab6f-709ff559ce37",
... | allenkimberly | permission_escalation | null | null | null | Associated Threat Actor: Cobalt Group | Cloud permission_escalation in AWS by allenkimberly Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | AWS | res-85f3f1f6 | null | null | null | null | null | null | null | null | null | null |
9f7fdcf2-dc8c-432c-83d3-f5c3e1426411 | 2029-06-06T06:38:38 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network disconnection from 79.215.60.70 to 191.126.226.79 MITRE Technique: T1574.002 | {
"geo_location": "Luxembourg",
"device_hash": "e43851c09ca4c368617dde3f5baea057a2264978",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.0)",
"session_id": "b3a34386-5534-4659-959e-d05094909d19",
"risk_score": 50.03,
"confidence": 0.35
} | null | disconnection | null | null | null | MITRE Technique: T1574.002 | Network disconnection from 79.215.60.70 to 191.126.226.79 MITRE Technique: T1574.002 | null | null | null | null | 79.215.60.70 | 191.126.226.79 | null | null | null | null | null | null | null | null | null | null | ICMP | 854,559 | null | null | null |
87513dbe-f85d-443f-92ac-8f5a53a0bcc1 | 2025-02-27T18:01:39 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: Credential Stuffing detected from 92.165.223.38 targeting 10.86.18.79 MITRE Technique: T1547.001 noise=letter|time|moment | {
"geo_location": "Antigua and Barbuda",
"device_hash": "b79da0ce78d017358f0a1d565a26eb95",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ml-IN) AppleWebKit/533.37.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.37.2",
"session_id": "a804f5a3-89e7-4370-863b-1fa3b210614c",
... | null | null | null | null | null | MITRE Technique: T1547.001 | ArcSight Alert: Credential Stuffing detected from 92.165.223.38 targeting 10.86.18.79 MITRE Technique: T1547.001 | null | null | null | null | 92.165.223.38 | 10.86.18.79 | Credential Stuffing | SIG-7761 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
f8ac2ca5-1d5f-4af2-927b-32134dc54f6e | 2025-04-07T17:56:26 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine NTP traffic from 145.39.91.13:799 to 108.112.12.24:13858 Associated Threat Actor: APT38 | {
"geo_location": "Kuwait",
"device_hash": "9f36734f18141b2217c09020edfe6a8d729cb2ba",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.0)",
"session_id": "784020df-706c-402d-a4f0-6a9adeb5621c",
"risk_score": 71.97,
"confidence": 0.45
} | null | quarantine | null | null | null | Associated Threat Actor: APT38 | Firewall quarantine NTP traffic from 145.39.91.13:799 to 108.112.12.24:13858 Associated Threat Actor: APT38 | null | null | null | null | 145.39.91.13 | 108.112.12.24 | null | null | null | null | null | null | null | null | 799 | 13,858 | NTP | 851,648 | 2,193 | null | null |
fd188902-c6d7-4271-86d7-7292bb58fddd | 2025-04-27T22:59:52 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 158.132.130.190 to 78.81.102.210 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "f47747cc04460214cacb085ef1e51cde",
"user_agent": "Opera/9.23.(Windows 95; bo-CN) Presto/2.9.173 Version/10.00",
"session_id": "ec9cf21a-56f6-4df0-b5c6-bf7812f43c65",
"risk_score": 34.1,
"confidence": 0.83
} | null | connection | null | null | null | No additional info | Network connection from 158.132.130.190 to 78.81.102.210 No additional info | null | null | null | null | 158.132.130.190 | 78.81.102.210 | null | null | null | null | null | null | null | null | null | null | ICMP | 659,391 | null | null | null |
6cf21e77-6f2d-426b-8978-73f3ef14817c | 2025-05-09T00:12:19 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect UDP traffic from 104.174.231.46:729 to 147.43.213.10:37357 No additional info | {
"geo_location": "American Samoa",
"device_hash": "15deb0961cf96c1bd238c1c70163545b82eccb59",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.0)",
"session_id": "c8575ee7-d4fe-474e-b85d-0c44d58006d7",
"risk_score": 0.14,
"confidence": 0.71
} | null | inspect | null | null | null | No additional info | Firewall inspect UDP traffic from 104.174.231.46:729 to 147.43.213.10:37357 No additional info | null | null | null | null | 104.174.231.46 | 147.43.213.10 | null | null | null | null | null | null | null | null | 729 | 37,357 | UDP | 267,514 | 1,543 | null | null |
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