Datasets:

alirezaaminzadeh
/

soc-alert-attack-dataset

Error code:   DatasetGenerationError
Exception:    ValueError
Message:      Expected object or value
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 281, in _generate_tables
                  examples = [ujson_loads(line) for line in batch.splitlines()]
                              ~~~~~~~~~~~^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/json.py", line 20, in ujson_loads
                  return pd.io.json.ujson_loads(*args, **kwargs)
                         ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
              ValueError: Expected object or value
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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event_id string	timestamp string	log_source string	raw_event unknown	normalized_event unknown	src_ip string	dst_ip string	protocol string	ioc_list list	attack_technique_id list	severity string	confidence float64	analyst_rationale string	recommended_action string	text string	source string	src_port int64	dst_port int64	user string	hostname string	process string	command_line string	attack_tactic list	client_ip string	request_uri string
SIG-00032	2026-02-24T12:00:00Z	sigma	{ "SigmaTitle": "DNS Tunneling", "title": "DNS Tunneling", "message": "dns tunnel c2 beacon" }	{ "sigma_title": "DNS Tunneling" }	10.1.114.250	10.2.122.45	null	[]	[ "T1071.004" ]	medium	0.8	dns tunnel c2 beacon	Review sigma detection	DNS Tunneling dns tunnel c2 beacon sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-32		dns tunnel c2 beacon	[]	null	null
SIG-00572	2026-02-01T12:00:00Z	sigma	{ "SigmaTitle": "LSASS Memory Access", "title": "LSASS Memory Access", "message": "mimikatz lsass dump" }	{ "sigma_title": "LSASS Memory Access" }	10.1.98.42	10.2.196.32	null	[]	[ "T1003.001" ]	critical	0.8	mimikatz lsass dump	Review sigma detection	LSASS Memory Access mimikatz lsass dump sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-22		mimikatz lsass dump	[]	null	null
SIG-00516	2026-02-17T12:00:00Z	sigma	{ "SigmaTitle": "Brute Force", "title": "Brute Force", "message": "Multiple failed logins detected" }	{ "sigma_title": "Brute Force" }	10.1.62.66	10.2.158.178	null	[]	[ "T1110" ]	high	0.8	Multiple failed logins detected	Review sigma detection	Brute Force Multiple failed logins detected sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-16		Multiple failed logins detected	[]	null	null
SYN-00153	2026-01-16T21:20:00Z	suricata	{ "message": "ET MALWARE Cobalt Strike Beacon: malleable c2", "rule": "ET MALWARE Cobalt Strike Beacon" }	{ "rule": "ET MALWARE Cobalt Strike Beacon", "keyword": "malleable c2" }	10.0.207.16	203.0.9.244	tcp	[ "203.0.9.244" ]	[ "T1071.001", "T1071" ]	critical	0.81	Detected malleable c2 matching T1071.001	Investigate source host and block if confirmed malicious	Detected malleable c2 matching T1071.001 {'message': 'ET MALWARE Cobalt Strike Beacon: malleable c2', 'rule': 'ET MALWARE Cobalt Strike Beacon'}	synthetic	48,400	3,389	www-data	host-086	powershell.exe	malleable c2 from 10.0.207.16	[ "Execution" ]	null	null
ZEEK-00188	2026-01-10T08:00:00Z	zeek	{ "_path": "conn", "notice": { "msg": "S0" } }	{ "path": "conn" }	10.0.188.1	203.0.113.188	tcp	[]	[ "T1046" ]	low	0.75	Zeek conn S0	Correlate with SIEM	zeek conn S0	zeek_synthetic	null	null	null	null	null	null	null	null	null
SIG-00546	2026-02-17T12:00:00Z	sigma	{ "SigmaTitle": "PowerShell Encoded Command", "title": "PowerShell Encoded Command", "message": "powershell -enc execution" }	{ "sigma_title": "PowerShell Encoded Command" }	10.1.43.19	10.2.147.213	null	[]	[ "T1059.001", "T1059" ]	high	0.8	powershell -enc execution	Review sigma detection	PowerShell Encoded Command powershell -enc execution sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-46	powershell.exe	powershell -enc execution	[]	null	null
SUR-00214	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET SCAN Potential SSH Scan" } }	{}	10.0.1.214	198.51.100.214	tcp	null	[ "T1046" ]	low	0.82	ET SCAN Potential SSH Scan	Block and investigate	suricata ET SCAN Potential SSH Scan	suricata_synthetic	null	null	null	null	null	null	null	null	null
ZEEK-00370	2026-01-10T08:00:00Z	zeek	{ "_path": "conn", "notice": { "msg": "S0" } }	{ "path": "conn" }	10.0.115.1	203.0.113.115	tcp	[]	[ "T1046" ]	low	0.75	Zeek conn S0	Correlate with SIEM	zeek conn S0	zeek_synthetic	null	null	null	null	null	null	null	null	null
WAF-00211	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked sqli" }	null	null	null	null	null	[ "T1190" ]	critical	0.9	WAF sqli blocked	Block client IP	waf sqli block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.211	/api?id=1 sqli
ZEEK-00037	2026-01-10T08:00:00Z	zeek	{ "_path": "http", "notice": { "msg": "malware download" } }	{ "path": "http" }	10.0.37.1	203.0.113.37	tcp	[]	[ "T1105" ]	high	0.75	Zeek http malware download	Correlate with SIEM	zeek http malware download	zeek_synthetic	null	null	null	null	null	null	null	null	null
SIG-00241	2026-02-10T12:00:00Z	sigma	{ "SigmaTitle": "Suspicious RDP", "title": "Suspicious RDP", "message": "mstsc.exe lateral movement" }	{ "sigma_title": "Suspicious RDP" }	10.1.111.170	10.2.132.98	null	[]	[ "T1021.001" ]	high	0.8	mstsc.exe lateral movement	Review sigma detection	Suspicious RDP mstsc.exe lateral movement sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-41		mstsc.exe lateral movement	[]	null	null
SYN-00024	2026-01-01T02:53:00Z	waf	{ "message": "SQL Injection Attack: exploit public", "rule": "SQL Injection Attack" }	{ "rule": "SQL Injection Attack", "keyword": "exploit public" }	10.0.213.143	203.0.41.59	tcp	[ "203.0.41.59" ]	[ "T1190" ]	critical	0.71	Detected exploit public matching T1190	Investigate source host and block if confirmed malicious	Detected exploit public matching T1190 {'message': 'SQL Injection Attack: exploit public', 'rule': 'SQL Injection Attack'}	synthetic	22,286	443	jsmith	host-078	mstsc.exe	exploit public from 10.0.213.143	[ "Execution" ]	null	null
ZEEK-00293	2026-01-10T08:00:00Z	zeek	{ "_path": "conn", "notice": { "msg": "S0" } }	{ "path": "conn" }	10.0.38.1	203.0.113.38	tcp	[]	[ "T1046" ]	low	0.75	Zeek conn S0	Correlate with SIEM	zeek conn S0	zeek_synthetic	null	null	null	null	null	null	null	null	null
SYN-00199	2026-01-14T13:24:00Z	suricata	{ "message": "ET MALWARE Cobalt Strike Beacon: https beacon", "rule": "ET MALWARE Cobalt Strike Beacon" }	{ "rule": "ET MALWARE Cobalt Strike Beacon", "keyword": "https beacon" }	10.0.230.33	203.0.67.236	tcp	[ "203.0.67.236" ]	[ "T1071.001", "T1071" ]	critical	0.71	Detected https beacon matching T1071.001	Investigate source host and block if confirmed malicious	Detected https beacon matching T1071.001 {'message': 'ET MALWARE Cobalt Strike Beacon: https beacon', 'rule': 'ET MALWARE Cobalt Strike Beacon'}	synthetic	17,768	22	www-data	host-052	cmd.exe	https beacon from 10.0.230.33	[ "Execution" ]	null	null
ZEEK-00316	2026-01-10T08:00:00Z	zeek	{ "_path": "dns", "notice": { "msg": "suspicious query" } }	{ "path": "dns" }	10.0.61.1	203.0.113.61	tcp	[]	[ "T1071.004" ]	medium	0.75	Zeek dns suspicious query	Correlate with SIEM	zeek dns suspicious query	zeek_synthetic	null	null	null	null	null	null	null	null	null
SYN-00471	2026-01-22T20:57:00Z	linux	{ "message": "FAILED su for root: suspicious activity", "rule": "FAILED su for root" }	{ "rule": "FAILED su for root", "keyword": "suspicious activity" }	10.0.210.172	203.0.113.226	tcp	[ "203.0.113.226" ]	[ "T1078", "T1548" ]	medium	0.87	Detected suspicious activity matching T1548	Investigate source host and block if confirmed malicious	Detected suspicious activity matching T1548 {'message': 'FAILED su for root: suspicious activity', 'rule': 'FAILED su for root'}	synthetic	62,975	445	jsmith	host-069	cmd.exe	suspicious activity from 10.0.210.172	[ "Execution" ]	null	null
SYN-00330	2026-01-12T07:36:00Z	zeek	{ "message": "SSH::Password_Guessing: authentication failed", "rule": "SSH::Password_Guessing" }	{ "rule": "SSH::Password_Guessing", "keyword": "authentication failed" }	10.0.248.253	203.0.45.122	udp	[ "203.0.45.122" ]	[ "T1110", "T1110.001" ]	high	0.95	Detected authentication failed matching T1110	Investigate source host and block if confirmed malicious	Detected authentication failed matching T1110 {'message': 'SSH::Password_Guessing: authentication failed', 'rule': 'SSH::Password_Guessing'}	synthetic	33,053	22	www-data	host-079	powershell.exe		[ "Credential Access" ]	null	null
SIG-00451	2026-02-20T12:00:00Z	sigma	{ "SigmaTitle": "SQL Injection", "title": "SQL Injection", "message": "sqli exploit attempt" }	{ "sigma_title": "SQL Injection" }	10.1.228.136	10.2.54.73	null	[]	[ "T1190" ]	critical	0.8	sqli exploit attempt	Review sigma detection	SQL Injection sqli exploit attempt sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-1		sqli exploit attempt	[]	null	null
SIG-00429	2026-02-06T12:00:00Z	sigma	{ "SigmaTitle": "SQL Injection", "title": "SQL Injection", "message": "sqli exploit attempt" }	{ "sigma_title": "SQL Injection" }	10.1.48.233	10.2.56.19	null	[]	[ "T1190" ]	critical	0.8	sqli exploit attempt	Review sigma detection	SQL Injection sqli exploit attempt sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-29		sqli exploit attempt	[]	null	null
SIG-00171	2026-02-20T12:00:00Z	sigma	{ "SigmaTitle": "Suspicious RDP", "title": "Suspicious RDP", "message": "mstsc.exe lateral movement" }	{ "sigma_title": "Suspicious RDP" }	10.1.31.162	10.2.89.21	null	[]	[ "T1021.001" ]	high	0.8	mstsc.exe lateral movement	Review sigma detection	Suspicious RDP mstsc.exe lateral movement sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-21		mstsc.exe lateral movement	[]	null	null
SYN-00725	2026-01-28T10:34:00Z	linux	{ "message": "FAILED su for root: suspicious activity", "rule": "FAILED su for root" }	{ "rule": "FAILED su for root", "keyword": "suspicious activity" }	10.0.94.32	203.0.89.112	udp	[ "203.0.89.112" ]	[ "T1078", "T1548" ]	medium	0.68	Detected suspicious activity matching T1548	Investigate source host and block if confirmed malicious	Detected suspicious activity matching T1548 {'message': 'FAILED su for root: suspicious activity', 'rule': 'FAILED su for root'}	synthetic	6,566	443	jsmith	host-047	sshd	suspicious activity from 10.0.94.32	[ "Execution" ]	null	null
AUTH-00054	2026-01-12T10:00:00Z	linux	{ "message": "auth failed su" }	{}	null	null	null	null	[ "T1078" ]	medium	0.78	auth failed su	Review auth logs	linux auth failed su	linux_synthetic	null	null	admin	host-24	null	null	null	null	null
SIG-00440	2026-02-14T12:00:00Z	sigma	{ "SigmaTitle": "LSASS Memory Access", "title": "LSASS Memory Access", "message": "mimikatz lsass dump" }	{ "sigma_title": "LSASS Memory Access" }	10.1.66.166	10.2.155.121	null	[]	[ "T1003.001" ]	critical	0.8	mimikatz lsass dump	Review sigma detection	LSASS Memory Access mimikatz lsass dump sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-40		mimikatz lsass dump	[]	null	null
AUTH-00168	2026-01-12T10:00:00Z	linux	{ "message": "sudo privilege escalation" }	{}	null	null	null	null	[ "T1548" ]	high	0.78	sudo privilege escalation	Review auth logs	linux sudo privilege escalation	linux_synthetic	null	null	root	host-18	null	null	null	null	null
WAF-00279	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked path traversal" }	null	null	null	null	null	[ "T1190" ]	high	0.9	WAF path traversal blocked	Block client IP	waf path traversal block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.25	/api?id=1 path traversal
SYN-00607	2026-01-23T14:17:00Z	windows	{ "message": "Event 4625 failed logon: failed logon", "rule": "Event 4625 failed logon" }	{ "rule": "Event 4625 failed logon", "keyword": "failed logon" }	10.0.230.21	203.0.34.60	udp	[ "203.0.34.60" ]	[ "T1110", "T1078" ]	medium	0.71	Detected failed logon matching T1078	Investigate source host and block if confirmed malicious	Detected failed logon matching T1078 {'message': 'Event 4625 failed logon: failed logon', 'rule': 'Event 4625 failed logon'}	synthetic	58,371	80	www-data	host-046	cmd.exe	failed logon from 10.0.230.21	[ "Execution" ]	null	null
MAN-6D790713	2026-01-15T14:28:00.000Z	wazuh	{ "timestamp": "2026-01-15T14:28:00.000Z", "rule": { "level": 10, "description": "sshd: authentication failed.", "id": "5710", "mitre": { "id": [ "T1110.001" ], "tactic": [ "Credential Access" ], "technique": [ "Brute Force" ] } }, ...	{ "rule_id": "5710", "level": 10 }	198.51.100.42	null	null	[]	[ "T1110.001" ]	high	0.85	sshd: authentication failed.	Investigate and contain if confirmed	sshd: authentication failed. sshd: authentication failed. source=wazuh src=198.51.100.42 dst= user=root host=linux-srv-01 process= cmd=	manual_variant	null	null	root	linux-srv-01	null	null	[]	null	null
SUR-00069	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET TROJAN Possible C2" } }	{}	10.0.1.69	198.51.100.69	tcp	null	[ "T1071" ]	high	0.82	ET TROJAN Possible C2	Block and investigate	suricata ET TROJAN Possible C2	suricata_synthetic	null	null	null	null	null	null	null	null	null
AUTH-00266	2026-01-12T10:00:00Z	linux	{ "message": "auth failed su" }	{}	null	null	null	null	[ "T1078" ]	medium	0.78	auth failed su	Review auth logs	linux auth failed su	linux_synthetic	null	null	jsmith	host-26	null	null	null	null	null
SYN-00638	2026-01-03T20:29:00Z	wazuh	{ "message": "sshd authentication failed: password guessing", "rule": "sshd authentication failed" }	{ "rule": "sshd authentication failed", "keyword": "password guessing" }	10.0.193.45	203.0.92.132	tcp	[ "203.0.92.132" ]	[ "T1110.001" ]	high	0.73	Detected password guessing matching T1110.001	Investigate source host and block if confirmed malicious	Detected password guessing matching T1110.001 {'message': 'sshd authentication failed: password guessing', 'rule': 'sshd authentication failed'}	synthetic	44,363	3,389	root	host-011	powershell.exe		[ "Credential Access" ]	null	null
SUR-00222	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET TROJAN Possible C2" } }	{}	10.0.1.222	198.51.100.222	tcp	null	[ "T1071" ]	high	0.82	ET TROJAN Possible C2	Block and investigate	suricata ET TROJAN Possible C2	suricata_synthetic	null	null	null	null	null	null	null	null	null
AUTH-00240	2026-01-12T10:00:00Z	windows	{ "message": "4625 failed logon" }	{}	null	null	null	null	[ "T1110", "T1078" ]	medium	0.78	4625 failed logon	Review auth logs	windows 4625 failed logon	windows_synthetic	null	null	root	host-0	null	null	null	null	null
WAF-00012	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked xss" }	null	null	null	null	null	[ "T1189" ]	high	0.9	WAF xss blocked	Block client IP	waf xss block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.12	/api?id=1 xss
SIG-00323	2026-02-09T12:00:00Z	sigma	{ "SigmaTitle": "SQL Injection", "title": "SQL Injection", "message": "sqli exploit attempt" }	{ "sigma_title": "SQL Injection" }	10.1.187.100	10.2.217.196	null	[]	[ "T1190" ]	critical	0.8	sqli exploit attempt	Review sigma detection	SQL Injection sqli exploit attempt sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-23		sqli exploit attempt	[]	null	null
ZEEK-00187	2026-01-10T08:00:00Z	zeek	{ "_path": "notice", "notice": { "msg": "SSH::Password_Guessing" } }	{ "path": "notice" }	10.0.187.1	203.0.113.187	tcp	[]	[ "T1110.001" ]	high	0.75	Zeek notice SSH::Password_Guessing	Correlate with SIEM	zeek notice SSH::Password_Guessing	zeek_synthetic	null	null	null	null	null	null	null	null	null
SIG-00525	2026-02-18T12:00:00Z	sigma	{ "SigmaTitle": "Phishing Link", "title": "Phishing Link", "message": "spearphishing link clicked" }	{ "sigma_title": "Phishing Link" }	10.1.205.16	10.2.204.84	null	[]	[ "T1566.002" ]	high	0.8	spearphishing link clicked	Review sigma detection	Phishing Link spearphishing link clicked sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-25		spearphishing link clicked	[]	null	null
ZEEK-00099	2026-01-10T08:00:00Z	zeek	{ "_path": "dns", "notice": { "msg": "suspicious query" } }	{ "path": "dns" }	10.0.99.1	203.0.113.99	tcp	[]	[ "T1071.004" ]	medium	0.75	Zeek dns suspicious query	Correlate with SIEM	zeek dns suspicious query	zeek_synthetic	null	null	null	null	null	null	null	null	null
WAF-00025	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked xss" }	null	null	null	null	null	[ "T1189" ]	high	0.9	WAF xss blocked	Block client IP	waf xss block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.25	/api?id=1 xss
SIG-00318	2026-02-02T12:00:00Z	sigma	{ "SigmaTitle": "SQL Injection", "title": "SQL Injection", "message": "sqli exploit attempt" }	{ "sigma_title": "SQL Injection" }	10.1.207.123	10.2.149.133	null	[]	[ "T1190" ]	critical	0.8	sqli exploit attempt	Review sigma detection	SQL Injection sqli exploit attempt sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-18		sqli exploit attempt	[]	null	null
SIG-00390	2026-02-02T12:00:00Z	sigma	{ "SigmaTitle": "Brute Force", "title": "Brute Force", "message": "Multiple failed logins detected" }	{ "sigma_title": "Brute Force" }	10.1.161.78	10.2.137.7	null	[]	[ "T1110" ]	high	0.8	Multiple failed logins detected	Review sigma detection	Brute Force Multiple failed logins detected sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-40		Multiple failed logins detected	[]	null	null
ZEEK-00314	2026-01-10T08:00:00Z	zeek	{ "_path": "http", "notice": { "msg": "malware download" } }	{ "path": "http" }	10.0.59.1	203.0.113.59	tcp	[]	[ "T1105" ]	high	0.75	Zeek http malware download	Correlate with SIEM	zeek http malware download	zeek_synthetic	null	null	null	null	null	null	null	null	null
SIG-00458	2026-02-22T12:00:00Z	sigma	{ "SigmaTitle": "Suspicious RDP", "title": "Suspicious RDP", "message": "mstsc.exe lateral movement" }	{ "sigma_title": "Suspicious RDP" }	10.1.63.3	10.2.58.160	null	[]	[ "T1021.001" ]	high	0.8	mstsc.exe lateral movement	Review sigma detection	Suspicious RDP mstsc.exe lateral movement sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-8		mstsc.exe lateral movement	[]	null	null
AUTH-00265	2026-01-12T10:00:00Z	wazuh	{ "message": "sshd auth failed" }	{}	null	null	null	null	[ "T1110.001" ]	high	0.78	sshd auth failed	Review auth logs	wazuh sshd auth failed	wazuh_synthetic	null	null	root	host-25	null	null	null	null	null
SYN-00657	2026-01-06T01:08:00Z	linux	{ "message": "FAILED su for root: failed logon", "rule": "FAILED su for root" }	{ "rule": "FAILED su for root", "keyword": "failed logon" }	10.0.223.42	203.0.78.13	tcp	[ "203.0.78.13" ]	[ "T1078", "T1548" ]	medium	0.9	Detected failed logon matching T1078	Investigate source host and block if confirmed malicious	Detected failed logon matching T1078 {'message': 'FAILED su for root: failed logon', 'rule': 'FAILED su for root'}	synthetic	5,213	22	www-data	host-073	powershell.exe	failed logon from 10.0.223.42	[ "Execution" ]	null	null
SIG-00295	2026-02-14T12:00:00Z	sigma	{ "SigmaTitle": "Port Scan", "title": "Port Scan", "message": "nmap port scan reconnaissance" }	{ "sigma_title": "Port Scan" }	10.1.154.241	10.2.244.30	null	[]	[ "T1046" ]	low	0.8	nmap port scan reconnaissance	Review sigma detection	Port Scan nmap port scan reconnaissance sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-45		nmap port scan reconnaissance	[]	null	null
SIG-00112	2026-02-09T12:00:00Z	sigma	{ "SigmaTitle": "LSASS Memory Access", "title": "LSASS Memory Access", "message": "mimikatz lsass dump" }	{ "sigma_title": "LSASS Memory Access" }	10.1.70.245	10.2.209.219	null	[]	[ "T1003.001" ]	critical	0.8	mimikatz lsass dump	Review sigma detection	LSASS Memory Access mimikatz lsass dump sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-12		mimikatz lsass dump	[]	null	null
SYN-00331	2026-01-03T00:49:00Z	waf	{ "message": "SQL Injection Attack: exploit public", "rule": "SQL Injection Attack" }	{ "rule": "SQL Injection Attack", "keyword": "exploit public" }	10.0.6.10	203.0.105.209	udp	[ "203.0.105.209" ]	[ "T1190" ]	critical	0.76	Detected exploit public matching T1190	Investigate source host and block if confirmed malicious	Detected exploit public matching T1190 {'message': 'SQL Injection Attack: exploit public', 'rule': 'SQL Injection Attack'}	synthetic	57,021	443	jsmith	host-066	mstsc.exe	exploit public from 10.0.6.10	[ "Execution" ]	null	null
SUR-00024	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET SCAN Potential SSH Scan" } }	{}	10.0.1.24	198.51.100.24	tcp	null	[ "T1046" ]	low	0.82	ET SCAN Potential SSH Scan	Block and investigate	suricata ET SCAN Potential SSH Scan	suricata_synthetic	null	null	null	null	null	null	null	null	null
ZEEK-00118	2026-01-10T08:00:00Z	zeek	{ "_path": "conn", "notice": { "msg": "S0" } }	{ "path": "conn" }	10.0.118.1	203.0.113.118	tcp	[]	[ "T1046" ]	low	0.75	Zeek conn S0	Correlate with SIEM	zeek conn S0	zeek_synthetic	null	null	null	null	null	null	null	null	null
SUR-00030	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET WEB_SERVER SQL Injection" } }	{}	10.0.1.30	198.51.100.30	tcp	null	[ "T1190" ]	high	0.82	ET WEB_SERVER SQL Injection	Block and investigate	suricata ET WEB_SERVER SQL Injection	suricata_synthetic	null	null	null	null	null	null	null	null	null
SYN-00112	2026-01-09T10:49:00Z	windows	{ "message": "Event 4625 failed logon: authentication failed", "rule": "Event 4625 failed logon" }	{ "rule": "Event 4625 failed logon", "keyword": "authentication failed" }	10.0.48.67	203.0.34.53	tcp	[ "203.0.34.53" ]	[ "T1110", "T1078" ]	medium	0.93	Detected authentication failed matching T1110	Investigate source host and block if confirmed malicious	Detected authentication failed matching T1110 {'message': 'Event 4625 failed logon: authentication failed', 'rule': 'Event 4625 failed logon'}	synthetic	31,636	80	jsmith	host-006	sshd	authentication failed from 10.0.48.67	[ "Credential Access" ]	null	null
SIG-00579	2026-02-01T12:00:00Z	sigma	{ "SigmaTitle": "DNS Tunneling", "title": "DNS Tunneling", "message": "dns tunnel c2 beacon" }	{ "sigma_title": "DNS Tunneling" }	10.1.75.114	10.2.219.62	null	[]	[ "T1071.004" ]	medium	0.8	dns tunnel c2 beacon	Review sigma detection	DNS Tunneling dns tunnel c2 beacon sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-29		dns tunnel c2 beacon	[]	null	null
ZEEK-00146	2026-01-10T08:00:00Z	zeek	{ "_path": "notice", "notice": { "msg": "SSH::Password_Guessing" } }	{ "path": "notice" }	10.0.146.1	203.0.113.146	tcp	[]	[ "T1110.001" ]	high	0.75	Zeek notice SSH::Password_Guessing	Correlate with SIEM	zeek notice SSH::Password_Guessing	zeek_synthetic	null	null	null	null	null	null	null	null	null
SYN-00416	2026-01-02T01:10:00Z	zeek	{ "message": "SSH::Password_Guessing: brute force", "rule": "SSH::Password_Guessing" }	{ "rule": "SSH::Password_Guessing", "keyword": "brute force" }	10.0.232.254	203.0.5.49	udp	[ "203.0.5.49" ]	[ "T1110", "T1110.001" ]	high	0.94	Detected brute force matching T1110	Investigate source host and block if confirmed malicious	Detected brute force matching T1110 {'message': 'SSH::Password_Guessing: brute force', 'rule': 'SSH::Password_Guessing'}	synthetic	38,353	445	www-data	host-024		brute force from 10.0.232.254	[ "Credential Access" ]	null	null
MAN-CE6BA05E	2026-01-15T14:25:00.000Z	linux	{ "@timestamp": "2026-01-15T14:25:00.000Z", "hostname": "web-srv-03", "programname": "su", "syslogtag": "auth", "user": "www-data", "message": "FAILED su for root by www-data", "severity": "warning", "auth": true, "event_id": "ALT-DF3374F4" }	{ "program": "su" }	null	null	null	[]	[ "T1078", "T1548" ]	medium	0.85	FAILED su for root by www-data	Investigate and contain if confirmed	FAILED su for root by www-data auth source=linux src= dst= user=www-data host=web-srv-03 process=su cmd=FAILED su for root by www-data	manual_variant	null	null	www-data	web-srv-03	su	FAILED su for root by www-data	[]	null	null
SYN-00176	2026-01-24T09:24:00Z	wazuh	{ "message": "sshd authentication failed: password guessing", "rule": "sshd authentication failed" }	{ "rule": "sshd authentication failed", "keyword": "password guessing" }	10.0.60.142	203.0.4.61	udp	[ "203.0.4.61" ]	[ "T1110.001" ]	high	0.8	Detected password guessing matching T1110.001	Investigate source host and block if confirmed malicious	Detected password guessing matching T1110.001 {'message': 'sshd authentication failed: password guessing', 'rule': 'sshd authentication failed'}	synthetic	14,729	445	www-data	host-005	mstsc.exe		[ "Credential Access" ]	null	null
SUR-00188	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET WEB_SERVER SQL Injection" } }	{}	10.0.1.188	198.51.100.188	tcp	null	[ "T1190" ]	high	0.82	ET WEB_SERVER SQL Injection	Block and investigate	suricata ET WEB_SERVER SQL Injection	suricata_synthetic	null	null	null	null	null	null	null	null	null
SYN-00364	2026-01-11T20:23:00Z	linux	{ "message": "FAILED su for root: account compromise", "rule": "FAILED su for root" }	{ "rule": "FAILED su for root", "keyword": "account compromise" }	10.0.81.183	203.0.9.128	tcp	[ "203.0.9.128" ]	[ "T1078", "T1548" ]	medium	0.76	Detected account compromise matching T1078	Investigate source host and block if confirmed malicious	Detected account compromise matching T1078 {'message': 'FAILED su for root: account compromise', 'rule': 'FAILED su for root'}	synthetic	26,194	80	www-data	host-011	mstsc.exe	account compromise from 10.0.81.183	[ "Execution" ]	null	null
WAF-00247	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked sqli" }	null	null	null	null	null	[ "T1190" ]	critical	0.9	WAF sqli blocked	Block client IP	waf sqli block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.247	/api?id=1 sqli
AUTH-00313	2026-01-12T10:00:00Z	linux	{ "message": "sudo privilege escalation" }	{}	null	null	null	null	[ "T1548" ]	high	0.78	sudo privilege escalation	Review auth logs	linux sudo privilege escalation	linux_synthetic	null	null	root	host-13	null	null	null	null	null
SYN-00214	2026-01-19T06:57:00Z	zeek	{ "message": "SSH::Password_Guessing: authentication failed", "rule": "SSH::Password_Guessing" }	{ "rule": "SSH::Password_Guessing", "keyword": "authentication failed" }	10.0.227.213	203.0.110.249	udp	[ "203.0.110.249" ]	[ "T1110", "T1110.001" ]	high	0.8	Detected authentication failed matching T1110	Investigate source host and block if confirmed malicious	Detected authentication failed matching T1110 {'message': 'SSH::Password_Guessing: authentication failed', 'rule': 'SSH::Password_Guessing'}	synthetic	39,721	445	root	host-082			[ "Credential Access" ]	null	null
SIG-00366	2026-02-14T12:00:00Z	sigma	{ "SigmaTitle": "Brute Force", "title": "Brute Force", "message": "Multiple failed logins detected" }	{ "sigma_title": "Brute Force" }	10.1.184.229	10.2.114.64	null	[]	[ "T1110" ]	high	0.8	Multiple failed logins detected	Review sigma detection	Brute Force Multiple failed logins detected sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-16		Multiple failed logins detected	[]	null	null
SUR-00274	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET WEB_SERVER SQL Injection" } }	{}	10.0.1.20	198.51.100.20	tcp	null	[ "T1190" ]	high	0.82	ET WEB_SERVER SQL Injection	Block and investigate	suricata ET WEB_SERVER SQL Injection	suricata_synthetic	null	null	null	null	null	null	null	null	null
WAF-00174	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked xss" }	null	null	null	null	null	[ "T1189" ]	high	0.9	WAF xss blocked	Block client IP	waf xss block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.174	/api?id=1 xss
SUR-00277	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET SCAN Potential SSH Scan" } }	{}	10.0.1.23	198.51.100.23	tcp	null	[ "T1046" ]	low	0.82	ET SCAN Potential SSH Scan	Block and investigate	suricata ET SCAN Potential SSH Scan	suricata_synthetic	null	null	null	null	null	null	null	null	null
SIG-00434	2026-02-26T12:00:00Z	sigma	{ "SigmaTitle": "Phishing Link", "title": "Phishing Link", "message": "spearphishing link clicked" }	{ "sigma_title": "Phishing Link" }	10.1.180.39	10.2.108.245	null	[]	[ "T1566.002" ]	high	0.8	spearphishing link clicked	Review sigma detection	Phishing Link spearphishing link clicked sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-34		spearphishing link clicked	[]	null	null
AUTH-00033	2026-01-12T10:00:00Z	linux	{ "message": "auth failed su" }	{}	null	null	null	null	[ "T1078" ]	medium	0.78	auth failed su	Review auth logs	linux auth failed su	linux_synthetic	null	null	admin	host-3	null	null	null	null	null
WAF-00026	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked xss" }	null	null	null	null	null	[ "T1189" ]	high	0.9	WAF xss blocked	Block client IP	waf xss block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.26	/api?id=1 xss
SYN-00083	2026-01-09T19:09:00Z	zeek	{ "message": "SSH::Password_Guessing: failed login", "rule": "SSH::Password_Guessing" }	{ "rule": "SSH::Password_Guessing", "keyword": "failed login" }	10.0.144.111	203.0.29.147	tcp	[ "203.0.29.147" ]	[ "T1110", "T1110.001" ]	high	0.8	Detected failed login matching T1110.001	Investigate source host and block if confirmed malicious	Detected failed login matching T1110.001 {'message': 'SSH::Password_Guessing: failed login', 'rule': 'SSH::Password_Guessing'}	synthetic	5,090	445	admin	host-077	mstsc.exe	failed login from 10.0.144.111	[ "Credential Access" ]	null	null
SUR-00138	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET SCAN Potential SSH Scan" } }	{}	10.0.1.138	198.51.100.138	tcp	null	[ "T1046" ]	low	0.82	ET SCAN Potential SSH Scan	Block and investigate	suricata ET SCAN Potential SSH Scan	suricata_synthetic	null	null	null	null	null	null	null	null	null
AUTH-00118	2026-01-12T10:00:00Z	wazuh	{ "message": "sshd auth failed" }	{}	null	null	null	null	[ "T1110.001" ]	high	0.78	sshd auth failed	Review auth logs	wazuh sshd auth failed	wazuh_synthetic	null	null	root	host-28	null	null	null	null	null
SYN-00363	2026-01-22T04:28:00Z	suricata	{ "message": "ET MALWARE Cobalt Strike Beacon: https beacon", "rule": "ET MALWARE Cobalt Strike Beacon" }	{ "rule": "ET MALWARE Cobalt Strike Beacon", "keyword": "https beacon" }	10.0.29.64	203.0.15.148	tcp	[ "203.0.15.148" ]	[ "T1071.001", "T1071" ]	critical	0.65	Detected https beacon matching T1071.001	Investigate source host and block if confirmed malicious	Detected https beacon matching T1071.001 {'message': 'ET MALWARE Cobalt Strike Beacon: https beacon', 'rule': 'ET MALWARE Cobalt Strike Beacon'}	synthetic	10,367	445	admin	host-094	mstsc.exe	https beacon from 10.0.29.64	[ "Execution" ]	null	null
SUR-00014	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET TROJAN Possible C2" } }	{}	10.0.1.14	198.51.100.14	tcp	null	[ "T1071" ]	high	0.82	ET TROJAN Possible C2	Block and investigate	suricata ET TROJAN Possible C2	suricata_synthetic	null	null	null	null	null	null	null	null	null
SIG-00564	2026-02-10T12:00:00Z	sigma	{ "SigmaTitle": "Suspicious RDP", "title": "Suspicious RDP", "message": "mstsc.exe lateral movement" }	{ "sigma_title": "Suspicious RDP" }	10.1.29.10	10.2.79.138	null	[]	[ "T1021.001" ]	high	0.8	mstsc.exe lateral movement	Review sigma detection	Suspicious RDP mstsc.exe lateral movement sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-14		mstsc.exe lateral movement	[]	null	null
AUTH-00020	2026-01-12T10:00:00Z	windows	{ "message": "4625 failed logon" }	{}	null	null	null	null	[ "T1110", "T1078" ]	medium	0.78	4625 failed logon	Review auth logs	windows 4625 failed logon	windows_synthetic	null	null	root	host-20	null	null	null	null	null
SIG-00005	2026-02-21T12:00:00Z	sigma	{ "SigmaTitle": "Port Scan", "title": "Port Scan", "message": "nmap port scan reconnaissance" }	{ "sigma_title": "Port Scan" }	10.1.185.194	10.2.107.244	null	[]	[ "T1046" ]	low	0.8	nmap port scan reconnaissance	Review sigma detection	Port Scan nmap port scan reconnaissance sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-5		nmap port scan reconnaissance	[]	null	null
SUR-00077	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET TROJAN Possible C2" } }	{}	10.0.1.77	198.51.100.77	tcp	null	[ "T1071" ]	high	0.82	ET TROJAN Possible C2	Block and investigate	suricata ET TROJAN Possible C2	suricata_synthetic	null	null	null	null	null	null	null	null	null
ZEEK-00286	2026-01-10T08:00:00Z	zeek	{ "_path": "http", "notice": { "msg": "malware download" } }	{ "path": "http" }	10.0.31.1	203.0.113.31	tcp	[]	[ "T1105" ]	high	0.75	Zeek http malware download	Correlate with SIEM	zeek http malware download	zeek_synthetic	null	null	null	null	null	null	null	null	null
ZEEK-00333	2026-01-10T08:00:00Z	zeek	{ "_path": "notice", "notice": { "msg": "SSH::Password_Guessing" } }	{ "path": "notice" }	10.0.78.1	203.0.113.78	tcp	[]	[ "T1110.001" ]	high	0.75	Zeek notice SSH::Password_Guessing	Correlate with SIEM	zeek notice SSH::Password_Guessing	zeek_synthetic	null	null	null	null	null	null	null	null	null
SUR-00213	2026-01-11T09:00:00Z	suricata	{ "event_type": "alert", "alert": { "signature": "ET TROJAN Possible C2" } }	{}	10.0.1.213	198.51.100.213	tcp	null	[ "T1071" ]	high	0.82	ET TROJAN Possible C2	Block and investigate	suricata ET TROJAN Possible C2	suricata_synthetic	null	null	null	null	null	null	null	null	null
SIG-00551	2026-02-02T12:00:00Z	sigma	{ "SigmaTitle": "PowerShell Encoded Command", "title": "PowerShell Encoded Command", "message": "powershell -enc execution" }	{ "sigma_title": "PowerShell Encoded Command" }	10.1.251.220	10.2.52.97	null	[]	[ "T1059.001", "T1059" ]	high	0.8	powershell -enc execution	Review sigma detection	PowerShell Encoded Command powershell -enc execution sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-1	powershell.exe	powershell -enc execution	[]	null	null
ZEEK-00246	2026-01-10T08:00:00Z	zeek	{ "_path": "http", "notice": { "msg": "malware download" } }	{ "path": "http" }	10.0.246.1	203.0.113.246	tcp	[]	[ "T1105" ]	high	0.75	Zeek http malware download	Correlate with SIEM	zeek http malware download	zeek_synthetic	null	null	null	null	null	null	null	null	null
ZEEK-00301	2026-01-10T08:00:00Z	zeek	{ "_path": "conn", "notice": { "msg": "S0" } }	{ "path": "conn" }	10.0.46.1	203.0.113.46	tcp	[]	[ "T1046" ]	low	0.75	Zeek conn S0	Correlate with SIEM	zeek conn S0	zeek_synthetic	null	null	null	null	null	null	null	null	null
WAF-00255	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked xss" }	null	null	null	null	null	[ "T1189" ]	high	0.9	WAF xss blocked	Block client IP	waf xss block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.1	/api?id=1 xss
MAN-C8AFE709	2026-01-15T14:15:00.000Z	waf	{ "timestamp": "2026-01-15T14:15:00.000Z", "waf": "modsecurity", "client_ip": "203.0.113.55", "server_ip": "10.0.3.20", "host": "app.example.com", "request_uri": "/api/users?id=1' OR '1'='1", "action": "block", "rule_id": "942100", "severity": "critical", "message": "SQL Injection Attack Detected vi...	{ "action": "block", "rule_id": "942100" }	203.0.113.55	10.0.3.20	https	[ "10.0.3.20" ]	[ "T1190" ]	critical	0.85	SQL Injection Attack Detected via libinjection	Investigate and contain if confirmed	SQL Injection Attack Detected via libinjection 942100 source=waf src=203.0.113.55 dst=10.0.3.20 user= host=app.example.com process= cmd=	manual_variant	null	null	null	app.example.com	null	null	[]	null	null
SIG-00453	2026-02-08T12:00:00Z	sigma	{ "SigmaTitle": "Port Scan", "title": "Port Scan", "message": "nmap port scan reconnaissance" }	{ "sigma_title": "Port Scan" }	10.1.144.182	10.2.122.37	null	[]	[ "T1046" ]	low	0.8	nmap port scan reconnaissance	Review sigma detection	Port Scan nmap port scan reconnaissance sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-3		nmap port scan reconnaissance	[]	null	null
SYN-00321	2026-01-03T12:24:00Z	suricata	{ "message": "ET MALWARE Cobalt Strike Beacon: periodic callback", "rule": "ET MALWARE Cobalt Strike Beacon" }	{ "rule": "ET MALWARE Cobalt Strike Beacon", "keyword": "periodic callback" }	10.0.174.34	203.0.85.193	udp	[ "203.0.85.193" ]	[ "T1071.001", "T1071" ]	critical	0.72	Detected periodic callback matching T1071	Investigate source host and block if confirmed malicious	Detected periodic callback matching T1071 {'message': 'ET MALWARE Cobalt Strike Beacon: periodic callback', 'rule': 'ET MALWARE Cobalt Strike Beacon'}	synthetic	5,202	445	jsmith	host-048	mstsc.exe	periodic callback from 10.0.174.34	[ "Execution" ]	null	null
ZEEK-00102	2026-01-10T08:00:00Z	zeek	{ "_path": "dns", "notice": { "msg": "suspicious query" } }	{ "path": "dns" }	10.0.102.1	203.0.113.102	tcp	[]	[ "T1071.004" ]	medium	0.75	Zeek dns suspicious query	Correlate with SIEM	zeek dns suspicious query	zeek_synthetic	null	null	null	null	null	null	null	null	null
SYN-00760	2026-01-07T12:16:00Z	suricata	{ "message": "ET MALWARE Cobalt Strike Beacon: command and control", "rule": "ET MALWARE Cobalt Strike Beacon" }	{ "rule": "ET MALWARE Cobalt Strike Beacon", "keyword": "command and control" }	10.0.13.77	203.0.88.61	udp	[ "203.0.88.61" ]	[ "T1071.001", "T1071" ]	critical	0.94	Detected command and control matching T1071	Investigate source host and block if confirmed malicious	Detected command and control matching T1071 {'message': 'ET MALWARE Cobalt Strike Beacon: command and control', 'rule': 'ET MALWARE Cobalt Strike Beacon'}	synthetic	5,636	80	jsmith	host-017			[ "Execution" ]	null	null
SIG-00056	2026-02-27T12:00:00Z	sigma	{ "SigmaTitle": "SQL Injection", "title": "SQL Injection", "message": "sqli exploit attempt" }	{ "sigma_title": "SQL Injection" }	10.1.122.209	10.2.201.95	null	[]	[ "T1190" ]	critical	0.8	sqli exploit attempt	Review sigma detection	SQL Injection sqli exploit attempt sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-6		sqli exploit attempt	[]	null	null
SIG-00013	2026-02-24T12:00:00Z	sigma	{ "SigmaTitle": "Port Scan", "title": "Port Scan", "message": "nmap port scan reconnaissance" }	{ "sigma_title": "Port Scan" }	10.1.18.23	10.2.174.20	null	[]	[ "T1046" ]	low	0.8	nmap port scan reconnaissance	Review sigma detection	Port Scan nmap port scan reconnaissance sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-13		nmap port scan reconnaissance	[]	null	null
ZEEK-00173	2026-01-10T08:00:00Z	zeek	{ "_path": "notice", "notice": { "msg": "SSH::Password_Guessing" } }	{ "path": "notice" }	10.0.173.1	203.0.113.173	tcp	[]	[ "T1110.001" ]	high	0.75	Zeek notice SSH::Password_Guessing	Correlate with SIEM	zeek notice SSH::Password_Guessing	zeek_synthetic	null	null	null	null	null	null	null	null	null
SYN-00151	2026-01-11T15:03:00Z	wazuh	{ "message": "sshd authentication failed: ssh auth fail", "rule": "sshd authentication failed" }	{ "rule": "sshd authentication failed", "keyword": "ssh auth fail" }	10.0.208.138	203.0.104.80	tcp	[ "203.0.104.80" ]	[ "T1110.001" ]	high	0.9	Detected ssh auth fail matching T1110.001	Investigate source host and block if confirmed malicious	Detected ssh auth fail matching T1110.001 {'message': 'sshd authentication failed: ssh auth fail', 'rule': 'sshd authentication failed'}	synthetic	20,823	445	root	host-018	sshd	ssh auth fail from 10.0.208.138	[ "Credential Access" ]	null	null
WAF-00006	2026-01-13T11:00:00Z	waf	{ "waf": true, "message": "WAF blocked path traversal" }	null	null	null	null	null	[ "T1190" ]	high	0.9	WAF path traversal blocked	Block client IP	waf path traversal block	waf_synthetic	null	null	null	null	null	null	null	203.0.113.6	/api?id=1 path traversal
SYN-00600	2026-01-15T19:17:00Z	wazuh	{ "message": "sshd authentication failed: password guessing", "rule": "sshd authentication failed" }	{ "rule": "sshd authentication failed", "keyword": "password guessing" }	10.0.199.231	203.0.31.75	tcp	[ "203.0.31.75" ]	[ "T1110.001" ]	high	0.62	Detected password guessing matching T1110.001	Investigate source host and block if confirmed malicious	Detected password guessing matching T1110.001 {'message': 'sshd authentication failed: password guessing', 'rule': 'sshd authentication failed'}	synthetic	2,012	443	jsmith	host-091	mstsc.exe		[ "Credential Access" ]	null	null
AUTH-00261	2026-01-12T10:00:00Z	windows	{ "message": "4625 failed logon" }	{}	null	null	null	null	[ "T1110", "T1078" ]	medium	0.78	4625 failed logon	Review auth logs	windows 4625 failed logon	windows_synthetic	null	null	root	host-21	null	null	null	null	null
SYN-00403	2026-01-20T10:51:00Z	linux	{ "message": "FAILED su for root: suspicious activity", "rule": "FAILED su for root" }	{ "rule": "FAILED su for root", "keyword": "suspicious activity" }	10.0.226.165	203.0.69.142	udp	[ "203.0.69.142" ]	[ "T1078", "T1548" ]	medium	0.88	Detected suspicious activity matching T1548	Investigate source host and block if confirmed malicious	Detected suspicious activity matching T1548 {'message': 'FAILED su for root: suspicious activity', 'rule': 'FAILED su for root'}	synthetic	42,290	22	svc_backup	host-004	powershell.exe		[ "Execution" ]	null	null
SIG-00065	2026-02-22T12:00:00Z	sigma	{ "SigmaTitle": "SQL Injection", "title": "SQL Injection", "message": "sqli exploit attempt" }	{ "sigma_title": "SQL Injection" }	10.1.226.204	10.2.5.176	null	[]	[ "T1190" ]	critical	0.8	sqli exploit attempt	Review sigma detection	SQL Injection sqli exploit attempt sigma detection	sigmahq_synthetic	null	null	analyst	sigma-host-15		sqli exploit attempt	[]	null	null
SYN-00741	2026-01-22T11:17:00Z	wazuh	{ "message": "sshd authentication failed: failed login", "rule": "sshd authentication failed" }	{ "rule": "sshd authentication failed", "keyword": "failed login" }	10.0.243.13	203.0.104.63	udp	[ "203.0.104.63" ]	[ "T1110.001" ]	high	0.77	Detected failed login matching T1110.001	Investigate source host and block if confirmed malicious	Detected failed login matching T1110.001 {'message': 'sshd authentication failed: failed login', 'rule': 'sshd authentication failed'}	synthetic	28,017	22	jsmith	host-082	cmd.exe		[ "Credential Access" ]	null	null
SYN-00267	2026-01-07T18:50:00Z	suricata	{ "message": "ET MALWARE Cobalt Strike Beacon: command and control", "rule": "ET MALWARE Cobalt Strike Beacon" }	{ "rule": "ET MALWARE Cobalt Strike Beacon", "keyword": "command and control" }	10.0.119.114	203.0.4.168	tcp	[ "203.0.4.168" ]	[ "T1071.001", "T1071" ]	critical	0.61	Detected command and control matching T1071	Investigate source host and block if confirmed malicious	Detected command and control matching T1071 {'message': 'ET MALWARE Cobalt Strike Beacon: command and control', 'rule': 'ET MALWARE Cobalt Strike Beacon'}	synthetic	46,348	22	svc_backup	host-067	mstsc.exe	command and control from 10.0.119.114	[ "Execution" ]	null	null

End of preview.

SOC Alert Attack Dataset

Labeled SOC alerts for multi-label MITRE ATT&CK technique classification.

Schema

Field	Description
event_id	Unique alert identifier
log_source	zeek, suricata, wazuh, windows, linux, sigma, waf
attack_technique_id	Ground-truth MITRE technique IDs
text	Feature text for classifier training

Sources

Source	~Count	Notes
Synthetic generator	800	Parameterized attack patterns
Sigma-style	600	Rule tags mapped to techniques
Zeek/Suricata patterns	700	Synthetic EVE/conn logs
Auth/WAF patterns	680	Wazuh, Windows, Linux, WAF
Manual fixtures	120	7 canonical sample alerts

Total: 2,500 rows · Train/test: 85/15 random split

Limitations

~96% synthetic — not a substitute for production SIEM ground truth
Random split (not client-stratified)
Technique labels derived from rule keywords and Sigma tags
For research/demo and portfolio benchmarking only

Benchmark

See eval_results.json and benchmark_report.json for reproducible metrics.

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