Datasets:

deployxa
/

dxa-guard-benchmark

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
timestamp: string
source_ip: string
process: string
action: string
target: string
result: string
status: int64
method: string
user_agent: string
label: string
attack_type: string
stage: string
user: string
metadata: struct<cmdline: string, parent: string, remote_socket: string, socket_connected: string>
  child 0, cmdline: string
  child 1, parent: string
  child 2, remote_socket: string
  child 3, socket_connected: string
to
{'timestamp': Value('string'), 'source_ip': Value('string'), 'process': Value('string'), 'action': Value('string'), 'target': Value('string'), 'result': Value('string'), 'status': Value('int64'), 'method': Value('string'), 'user_agent': Value('string'), 'label': Value('string'), 'attack_type': Value('string'), 'stage': Value('string'), 'user': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, 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 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              timestamp: string
              source_ip: string
              process: string
              action: string
              target: string
              result: string
              status: int64
              method: string
              user_agent: string
              label: string
              attack_type: string
              stage: string
              user: string
              metadata: struct<cmdline: string, parent: string, remote_socket: string, socket_connected: string>
                child 0, cmdline: string
                child 1, parent: string
                child 2, remote_socket: string
                child 3, socket_connected: string
              to
              {'timestamp': Value('string'), 'source_ip': Value('string'), 'process': Value('string'), 'action': Value('string'), 'target': Value('string'), 'result': Value('string'), 'status': Value('int64'), 'method': Value('string'), 'user_agent': Value('string'), 'label': Value('string'), 'attack_type': Value('string'), 'stage': Value('string'), 'user': Value('string')}
              because column names don't match
              
              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 1694, 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 1879, 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

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

timestamp string	source_ip string	process string	action string	target string	result string	status int64	method string	user_agent string	label string	attack_type string	stage string	user string
2026-09-01T00:00:01Z	192.0.2.10	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:01.1Z	192.0.2.250	sshd	ssh_login	ssh	accepted	null	null	null	benign	none	normal	admin
2026-09-01T00:00:03Z	192.0.2.11	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:06Z	192.0.2.12	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:10Z	192.0.2.13	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:15Z	192.0.2.14	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:16Z	192.0.2.15	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:18Z	192.0.2.16	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:21Z	192.0.2.17	nginx	http_request	/old-404-link.html	not_found	404	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:25Z	192.0.2.18	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:30Z	192.0.2.19	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:31Z	192.0.2.20	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:33Z	192.0.2.21	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:36Z	192.0.2.22	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:40Z	192.0.2.23	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:45Z	192.0.2.24	nginx	http_request	/old-404-link.html	not_found	404	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:46Z	192.0.2.25	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:48Z	192.0.2.26	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:51Z	192.0.2.27	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:00:55Z	192.0.2.28	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:00Z	192.0.2.29	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:01Z	192.0.2.30	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:03Z	192.0.2.31	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:06Z	192.0.2.32	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:10Z	192.0.2.33	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:15Z	192.0.2.34	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:16Z	192.0.2.35	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:18Z	192.0.2.36	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:21Z	192.0.2.37	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:25Z	192.0.2.38	nginx	http_request	/old-404-link.html	not_found	404	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:30Z	192.0.2.39	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:31Z	192.0.2.40	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:33Z	192.0.2.41	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:36Z	192.0.2.42	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:40Z	192.0.2.43	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:45Z	192.0.2.44	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:46Z	192.0.2.45	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:48Z	192.0.2.46	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:51Z	192.0.2.47	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:01:55Z	192.0.2.48	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:00Z	192.0.2.49	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:01Z	192.0.2.10	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:03Z	192.0.2.11	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:06Z	192.0.2.12	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:10Z	192.0.2.13	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:15Z	192.0.2.14	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:16Z	192.0.2.15	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:18Z	192.0.2.16	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:21Z	192.0.2.17	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:25Z	192.0.2.18	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:30Z	192.0.2.19	nginx	http_request	/old-404-link.html	not_found	404	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:31Z	192.0.2.20	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:33Z	192.0.2.21	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:36Z	192.0.2.22	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:40Z	192.0.2.23	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:45Z	192.0.2.24	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:46Z	192.0.2.25	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:48Z	192.0.2.26	nginx	http_request	/old-404-link.html	not_found	404	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:51Z	192.0.2.27	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:02:55Z	192.0.2.28	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:00Z	192.0.2.29	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:01Z	192.0.2.30	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:01.1Z	192.0.2.250	sshd	ssh_login	ssh	accepted	null	null	null	benign	none	normal	admin
2026-09-01T00:03:03Z	192.0.2.31	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:06Z	192.0.2.32	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:10Z	192.0.2.33	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:15Z	192.0.2.34	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:16Z	192.0.2.35	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:18Z	192.0.2.36	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:21Z	192.0.2.37	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:25Z	192.0.2.38	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:30Z	192.0.2.39	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:31Z	192.0.2.40	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:33Z	192.0.2.41	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:36Z	192.0.2.42	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:40Z	192.0.2.43	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:45Z	192.0.2.44	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:46Z	192.0.2.45	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:48Z	192.0.2.46	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:51Z	192.0.2.47	nginx	http_request	/old-404-link.html	not_found	404	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:03:55Z	192.0.2.48	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:00Z	192.0.2.49	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:01Z	192.0.2.10	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:03Z	192.0.2.11	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:06Z	192.0.2.12	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:10Z	192.0.2.13	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:15Z	192.0.2.14	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:16Z	192.0.2.15	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:18Z	192.0.2.16	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:21Z	192.0.2.17	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:25Z	192.0.2.18	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:30Z	192.0.2.19	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:31Z	192.0.2.20	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:33Z	192.0.2.21	nginx	http_request	/old-404-link.html	not_found	404	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:36Z	192.0.2.22	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:40Z	192.0.2.23	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:45Z	192.0.2.24	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:46Z	192.0.2.25	nginx	http_request	/healthz	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:48Z	192.0.2.26	nginx	http_request	/assets/style.css	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null
2026-09-01T00:04:51Z	192.0.2.27	nginx	http_request	/articles/getting-started	success	200	GET	Mozilla/5.0 (Windows NT 10.0; Win64; x64)	benign	none	normal	null

End of preview.

DXA-Guard Intrusion Detection Benchmark Dataset

Official benchmark dataset for DXA-Guard and the deployxa/dxa-guard model, published by Deployxa.

Overview

This dataset contains real-world and synthetic honeypot security events captured across Linux VPS instances. Events include SSH authentication attempts (brute force, dictionary, credential stuffing) and web server requests (vulnerability scanners, path traversal, SQL injection, webshell uploads, and benign traffic).

Splits

train.jsonl: Training event stream partitioned chronologically.
test.jsonl: Independent held-out test evaluation set with distinct IP addresses and attack patterns.

Schema

Each line is a JSON object with:

timestamp: RFC3339 timestamp string
source_ip: Source IP address
action: Event type (ActionSSHLogin, ActionHTTPRequest, etc.)
user: SSH username attempted (if SSH)
method: HTTP method (GET, POST, etc.)
path: HTTP request path
status_code: HTTP response status code
label: "attack" or "benign"
rule_match: Matching detection rule identifier (if attack)

Associated Model

Model weights: deployxa/dxa-guard

Downloads last month: 16

Total file size:

372 kB