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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
engine_version: string
total_users: int64
risk_critical: int64
risk_high: int64
cohort_dimensions: int64
segmentation_methods: int64
passed: bool
file_download_size_mb: double
department: string
event_type: string
location: string
resource: string
authentication_result: string
device: string
job_role: string
seniority: string
work_mode: string
user_id: string
session_duration_min: double
timestamp: timestamp[s]
privilege_level: string
to
{'user_id': Value('string'), 'department': Value('string'), 'timestamp': Value('timestamp[s]'), 'event_type': Value('string'), 'device': Value('string'), 'location': Value('string'), 'resource': Value('string'), 'authentication_result': Value('string'), 'file_download_size_mb': Value('float64'), 'privilege_level': Value('string'), 'session_duration_min': Value('float64'), 'job_role': Value('string'), 'seniority': Value('string'), 'work_mode': 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 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 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 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
engine_version: string
total_users: int64
risk_critical: int64
risk_high: int64
cohort_dimensions: int64
segmentation_methods: int64
passed: bool
file_download_size_mb: double
department: string
event_type: string
location: string
resource: string
authentication_result: string
device: string
job_role: string
seniority: string
work_mode: string
user_id: string
session_duration_min: double
timestamp: timestamp[s]
privilege_level: string
to
{'user_id': Value('string'), 'department': Value('string'), 'timestamp': Value('timestamp[s]'), 'event_type': Value('string'), 'device': Value('string'), 'location': Value('string'), 'resource': Value('string'), 'authentication_result': Value('string'), 'file_download_size_mb': Value('float64'), 'privilege_level': Value('string'), 'session_duration_min': Value('float64'), 'job_role': Value('string'), 'seniority': Value('string'), 'work_mode': 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 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 datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
user_id string | department string | timestamp timestamp[s] | event_type string | device string | location string | resource string | authentication_result string | file_download_size_mb float64 | privilege_level string | session_duration_min float64 | job_role string | seniority string | work_mode string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
USR-10150 | IT Security | 2024-06-01T06:02:52 | resource_access | Mobile iOS | Office-Austin | GitHub/Engineering | success | 0 | Elevated | 3.55 | IAM Specialist | Director | Hybrid |
USR-10309 | IT Security | 2024-06-01T06:03:56 | file_download | Mobile Android | Remote-US-West | GitHub/Engineering | success | 0.725 | Standard | 3.12 | SOC Analyst | Junior | Remote |
USR-10004 | IT Security | 2024-06-01T06:04:00 | resource_access | Mobile iOS | Remote-US-West | AWS/Console | success | 0 | Elevated | 1 | CISO | Mid | Remote |
USR-10264 | Operations | 2024-06-01T06:07:41 | resource_access | Mobile iOS | Office-Chicago | Confluence/Wiki | success | 0 | Standard | 3.54 | Project Manager | Mid | Hybrid |
USR-10209 | Operations | 2024-06-01T06:08:47 | login | Mobile iOS | Office-Austin | SAP/ERP | success | 0 | Standard | 1 | Operations Director | Mid | Hybrid |
USR-10175 | IT Security | 2024-06-01T06:09:47 | file_upload | Mobile iOS | VPN-Global | Azure/Portal | success | 2.103 | Standard | 2.61 | SOC Analyst | Mid | Remote |
USR-10257 | Operations | 2024-06-01T06:10:09 | file_upload | Windows Laptop | VPN-Global | Jira/Projects | success | 1.348 | Elevated | 2.75 | Operations Analyst | Mid | Remote |
USR-10150 | IT Security | 2024-06-01T06:11:23 | file_download | Mobile iOS | Office-Austin | AWS/Console | success | 2.346 | Elevated | 0.39 | IAM Specialist | Director | Hybrid |
USR-10309 | IT Security | 2024-06-01T06:13:43 | api_call | Mobile Android | Remote-US-West | GitHub/Engineering | success | 0 | Standard | 2.48 | SOC Analyst | Junior | Remote |
USR-10097 | Operations | 2024-06-01T06:13:49 | api_call | Mobile iOS | Office-Chicago | Confluence/Wiki | success | 0 | Elevated | 2.57 | Operations Analyst | Senior | Hybrid |
USR-10097 | Operations | 2024-06-01T06:14:18 | file_upload | Mobile iOS | Office-Chicago | Confluence/Wiki | success | 5.996 | Elevated | 3.84 | Operations Analyst | Senior | Hybrid |
USR-10122 | IT Security | 2024-06-01T06:15:45 | vpn_connect | Mobile Android | Remote-US-West | GitHub/Engineering | success | 0 | Admin | 4.04 | IAM Specialist | Lead | Remote |
USR-10150 | IT Security | 2024-06-01T06:20:07 | api_call | Mobile iOS | Office-Austin | AWS/Console | success | 0 | Elevated | 0.86 | IAM Specialist | Director | Hybrid |
USR-10032 | IT Security | 2024-06-01T06:21:33 | failed_auth | Windows Laptop | Office-Chicago | AWS/Console | failure | 0 | Standard | 1.12 | Security Engineer | Junior | On-site |
USR-10209 | Operations | 2024-06-01T06:22:56 | file_upload | Mobile iOS | Office-Austin | Confluence/Wiki | success | 4.044 | Standard | 3.06 | Operations Director | Mid | Hybrid |
USR-10074 | Finance | 2024-06-01T06:24:57 | resource_access | Mobile Android | Remote-US-East | SAP/ERP | success | 0 | Standard | 1.79 | Accountant | Senior | Remote |
USR-10264 | Operations | 2024-06-01T06:26:23 | logout | Mobile iOS | Office-Chicago | SAP/ERP | success | 0 | Standard | 4.34 | Project Manager | Mid | Hybrid |
USR-10064 | Operations | 2024-06-01T06:27:10 | file_upload | Windows Laptop | HQ-NewYork | Confluence/Wiki | success | 4.861 | Standard | 2.18 | Operations Analyst | Junior | Hybrid |
USR-10209 | Operations | 2024-06-01T06:28:07 | logout | Mobile iOS | Office-Austin | Confluence/Wiki | success | 0 | Standard | 3.6 | Operations Director | Mid | Hybrid |
USR-10097 | Operations | 2024-06-01T06:28:13 | file_download | Mobile iOS | Office-Chicago | Jira/Projects | success | 3.704 | Elevated | 2.23 | Operations Analyst | Senior | Hybrid |
USR-10064 | Operations | 2024-06-01T06:28:45 | file_download | Windows Laptop | HQ-NewYork | SAP/ERP | success | 4.149 | Standard | 2.08 | Operations Analyst | Junior | Hybrid |
USR-10309 | IT Security | 2024-06-01T06:29:59 | login | Mobile Android | Remote-US-West | Internal/Admin | success | 0 | Standard | 43.18 | SOC Analyst | Junior | Remote |
USR-10074 | Finance | 2024-06-01T06:31:13 | mfa_challenge | Mobile Android | Remote-US-East | SAP/ERP | mfa_required | 0 | Standard | 4.13 | Accountant | Senior | Remote |
USR-10074 | Finance | 2024-06-01T06:35:47 | file_download | Mobile Android | Remote-US-East | SharePoint/Finance | success | 2.798 | Standard | 0.22 | Accountant | Senior | Remote |
USR-10112 | IT Security | 2024-06-01T06:36:33 | failed_auth | VDI | Office-Chicago | AWS/Console | failure | 0 | Standard | 0.77 | CISO | Mid | On-site |
USR-10112 | IT Security | 2024-06-01T06:36:36 | resource_access | VDI | Office-Chicago | Azure/Portal | success | 0 | Standard | 4.53 | CISO | Mid | On-site |
USR-10155 | Operations | 2024-06-01T06:36:59 | api_call | Mobile iOS | Office-Chicago | Jira/Projects | success | 0 | Admin | 4.54 | Operations Director | Senior | Hybrid |
USR-10209 | Operations | 2024-06-01T06:37:52 | file_upload | Mobile iOS | Office-Austin | SAP/ERP | success | 3.409 | Standard | 4.72 | Operations Director | Mid | Hybrid |
USR-10122 | IT Security | 2024-06-01T06:40:22 | logout | Mobile Android | Remote-US-West | Azure/Portal | success | 0 | Admin | 2.93 | IAM Specialist | Lead | Remote |
USR-10209 | Operations | 2024-06-01T06:41:26 | login | Mobile iOS | Office-Austin | Jira/Projects | success | 0 | Standard | 40.7 | Operations Director | Mid | Hybrid |
USR-10309 | IT Security | 2024-06-01T06:41:53 | file_download | Mobile Android | Remote-US-West | Internal/Admin | success | 3.722 | Standard | 0.22 | SOC Analyst | Junior | Remote |
USR-10266 | Operations | 2024-06-01T06:42:02 | resource_access | MacBook | VPN-Global | Jira/Projects | success | 0 | Admin | 3.65 | Project Manager | Junior | Remote |
USR-10099 | IT Security | 2024-06-01T06:43:01 | resource_access | Mobile iOS | Remote-US-West | GitHub/Engineering | success | 0 | Elevated | 1.55 | IAM Specialist | Lead | Remote |
USR-10175 | IT Security | 2024-06-01T06:43:50 | resource_access | Mobile iOS | VPN-Global | GitHub/Engineering | success | 0 | Standard | 1.43 | SOC Analyst | Mid | Remote |
USR-10155 | Operations | 2024-06-01T06:44:20 | resource_access | Mobile iOS | Office-Chicago | SAP/ERP | success | 0 | Admin | 4.17 | Operations Director | Senior | Hybrid |
USR-10074 | Finance | 2024-06-01T06:45:12 | file_download | Mobile Android | Remote-US-East | SharePoint/Finance | success | 2.698 | Standard | 2.74 | Accountant | Senior | Remote |
USR-10309 | IT Security | 2024-06-01T06:45:14 | file_upload | Mobile Android | Remote-US-West | AWS/Console | success | 4.183 | Standard | 0.04 | SOC Analyst | Junior | Remote |
USR-10175 | IT Security | 2024-06-01T06:48:25 | api_call | Mobile iOS | VPN-Global | AWS/Console | success | 0 | Standard | 0.92 | SOC Analyst | Mid | Remote |
USR-10209 | Operations | 2024-06-01T06:48:35 | login | Mobile iOS | Office-Austin | Confluence/Wiki | success | 0 | Standard | 44.97 | Operations Director | Mid | Hybrid |
USR-10266 | Operations | 2024-06-01T06:49:32 | failed_auth | MacBook | VPN-Global | Confluence/Wiki | failure | 0 | Admin | 4.28 | Project Manager | Junior | Remote |
USR-10112 | IT Security | 2024-06-01T06:50:10 | vpn_connect | VDI | Office-Chicago | GitHub/Engineering | success | 0 | Standard | 4.78 | CISO | Mid | On-site |
USR-10097 | Operations | 2024-06-01T06:51:07 | resource_access | Mobile iOS | Office-Chicago | Confluence/Wiki | success | 0 | Elevated | 0.13 | Operations Analyst | Senior | Hybrid |
USR-10175 | IT Security | 2024-06-01T06:51:38 | file_download | Mobile iOS | VPN-Global | AWS/Console | success | 60.581 | Standard | 2.87 | SOC Analyst | Mid | Remote |
USR-10266 | Operations | 2024-06-01T06:52:50 | file_download | MacBook | VPN-Global | Jira/Projects | success | 6.252 | Admin | 1.05 | Project Manager | Junior | Remote |
USR-10175 | IT Security | 2024-06-01T06:54:37 | mfa_challenge | Mobile iOS | VPN-Global | GitHub/Engineering | mfa_required | 0 | Standard | 2.1 | SOC Analyst | Mid | Remote |
USR-10266 | Operations | 2024-06-01T06:55:44 | resource_access | MacBook | VPN-Global | Confluence/Wiki | success | 0 | Admin | 3.21 | Project Manager | Junior | Remote |
USR-10112 | IT Security | 2024-06-01T06:56:17 | login | VDI | Office-Chicago | Internal/Admin | success | 0 | Standard | 43.8 | CISO | Mid | On-site |
USR-10257 | Operations | 2024-06-01T06:59:35 | resource_access | Windows Laptop | VPN-Global | SAP/ERP | success | 0 | Elevated | 0.76 | Operations Analyst | Mid | Remote |
USR-10139 | Legal | 2024-06-01T07:00:39 | api_call | Mobile iOS | Remote-US-West | Internal/Admin | success | 0 | Admin | 4.65 | Paralegal | Junior | Remote |
USR-10255 | IT Security | 2024-06-01T07:01:01 | file_download | Windows Laptop | HQ-NewYork | Azure/Portal | success | 2.305 | Standard | 0.11 | IAM Specialist | Junior | Hybrid |
USR-10194 | IT Security | 2024-06-01T07:01:12 | file_download | VDI | Office-Chicago | GitHub/Engineering | success | 4.037 | Admin | 1.05 | IAM Specialist | Senior | On-site |
USR-10317 | Finance | 2024-06-01T07:01:25 | file_download | Mobile Android | Remote-EU | Salesforce/CRM | success | 11.325 | Standard | 4.95 | Accountant | Junior | Remote |
USR-10209 | Operations | 2024-06-01T07:02:10 | logout | Mobile iOS | Office-Austin | Confluence/Wiki | success | 0 | Standard | 2.38 | Operations Director | Mid | Hybrid |
USR-10309 | IT Security | 2024-06-01T07:04:34 | login | Mobile Android | Remote-US-West | Internal/Admin | success | 0 | Standard | 35.67 | SOC Analyst | Junior | Remote |
USR-10097 | Operations | 2024-06-01T07:04:54 | resource_access | Mobile iOS | Office-Chicago | Confluence/Wiki | success | 0 | Elevated | 3.33 | Operations Analyst | Senior | Hybrid |
USR-10112 | IT Security | 2024-06-01T07:05:03 | logout | VDI | Office-Chicago | Azure/Portal | success | 0 | Standard | 3.94 | CISO | Mid | On-site |
USR-10281 | Operations | 2024-06-01T07:06:48 | file_download | Windows Laptop | Remote-US-East | Jira/Projects | success | 2.963 | Standard | 1.37 | Operations Director | Mid | Remote |
USR-10087 | Operations | 2024-06-01T07:07:15 | mfa_challenge | VDI | Office-Chicago | SAP/ERP | mfa_required | 0 | Admin | 4.3 | Project Manager | Senior | Hybrid |
USR-10137 | IT Security | 2024-06-01T07:07:28 | api_call | VDI | Office-Austin | Internal/Admin | success | 0 | Standard | 0.69 | SOC Analyst | Senior | On-site |
USR-10099 | IT Security | 2024-06-01T07:07:29 | api_call | Mobile iOS | Remote-US-West | Azure/Portal | success | 0 | Elevated | 0.38 | IAM Specialist | Lead | Remote |
USR-10296 | Marketing | 2024-06-01T07:09:08 | resource_access | MacBook | Remote-EU | Salesforce/CRM | success | 0 | Standard | 0.48 | Content Marketer | Senior | Remote |
USR-10209 | Operations | 2024-06-01T07:09:13 | vpn_connect | Mobile iOS | Office-Austin | Jira/Projects | success | 0 | Standard | 0.3 | Operations Director | Mid | Hybrid |
USR-10179 | IT Security | 2024-06-01T07:10:16 | vpn_connect | Windows Laptop | Office-Austin | AWS/Console | success | 0 | Standard | 4.24 | SOC Analyst | Junior | Hybrid |
USR-10149 | IT Security | 2024-06-01T07:10:47 | resource_access | Mobile iOS | Office-Austin | GitHub/Engineering | success | 0 | Admin | 1.29 | Security Engineer | Lead | On-site |
USR-10281 | Operations | 2024-06-01T07:11:14 | file_download | Windows Laptop | Remote-US-East | SAP/ERP | success | 1.742 | Standard | 0.96 | Operations Director | Mid | Remote |
USR-10103 | Operations | 2024-06-01T07:11:16 | file_upload | Mobile iOS | Office-Austin | Confluence/Wiki | success | 7.66 | Elevated | 0.03 | Operations Director | Lead | On-site |
USR-10149 | IT Security | 2024-06-01T07:11:34 | file_download | Mobile iOS | Office-Austin | AWS/Console | success | 3.572 | Admin | 1.66 | Security Engineer | Lead | On-site |
USR-10179 | IT Security | 2024-06-01T07:12:03 | login | Windows Laptop | Office-Austin | AWS/Console | success | 0 | Standard | 51.74 | SOC Analyst | Junior | Hybrid |
USR-10194 | IT Security | 2024-06-01T07:12:20 | file_download | VDI | Office-Chicago | AWS/Console | success | 15.773 | Admin | 4.56 | IAM Specialist | Senior | On-site |
USR-10137 | IT Security | 2024-06-01T07:12:25 | vpn_connect | VDI | Office-Austin | Internal/Admin | success | 0 | Standard | 1.85 | SOC Analyst | Senior | On-site |
USR-10112 | IT Security | 2024-06-01T07:12:32 | failed_auth | VDI | Office-Chicago | GitHub/Engineering | failure | 0 | Standard | 0.16 | CISO | Mid | On-site |
USR-10258 | Operations | 2024-06-01T07:13:02 | resource_access | VDI | HQ-NewYork | Jira/Projects | success | 0 | Elevated | 3.2 | Operations Analyst | Director | On-site |
USR-10004 | IT Security | 2024-06-01T07:13:32 | resource_access | Mobile iOS | Remote-US-West | AWS/Console | success | 0 | Elevated | 0.64 | CISO | Mid | Remote |
USR-10318 | Sales | 2024-06-01T07:13:51 | failed_auth | Windows Laptop | Office-Chicago | SharePoint/Finance | failure | 0 | Standard | 1.97 | Sales Engineer | Mid | On-site |
USR-10102 | Operations | 2024-06-01T07:14:06 | resource_access | Windows Laptop | Office-Austin | SAP/ERP | success | 0 | Standard | 2.22 | Operations Analyst | Senior | Hybrid |
USR-10309 | IT Security | 2024-06-01T07:14:15 | logout | Mobile Android | Remote-US-West | GitHub/Engineering | success | 0 | Standard | 0.36 | SOC Analyst | Junior | Remote |
USR-10298 | Operations | 2024-06-01T07:15:28 | login | MacBook | VPN-Global | SAP/ERP | success | 0 | Elevated | 10.9 | Project Manager | Junior | Remote |
USR-10099 | IT Security | 2024-06-01T07:15:51 | resource_access | Mobile iOS | Remote-US-West | GitHub/Engineering | success | 0 | Elevated | 4.33 | IAM Specialist | Lead | Remote |
USR-10318 | Sales | 2024-06-01T07:17:27 | file_upload | Windows Laptop | Office-Chicago | SharePoint/Finance | success | 2.308 | Standard | 1.27 | Sales Engineer | Mid | On-site |
USR-10318 | Sales | 2024-06-01T07:17:57 | vpn_connect | Windows Laptop | Office-Chicago | SharePoint/Finance | success | 0 | Standard | 2.68 | Sales Engineer | Mid | On-site |
USR-10122 | IT Security | 2024-06-01T07:19:39 | login | Mobile Android | Remote-US-West | Azure/Portal | success | 0 | Admin | 73.62 | IAM Specialist | Lead | Remote |
USR-10318 | Sales | 2024-06-01T07:19:48 | file_upload | Windows Laptop | Office-Chicago | Confluence/Wiki | success | 2.094 | Standard | 1.23 | Sales Engineer | Mid | On-site |
USR-10257 | Operations | 2024-06-01T07:20:39 | file_upload | Windows Laptop | VPN-Global | Confluence/Wiki | success | 3.458 | Elevated | 0.48 | Operations Analyst | Mid | Remote |
USR-10264 | Operations | 2024-06-01T07:20:41 | file_download | Mobile iOS | Office-Chicago | SAP/ERP | success | 7.815 | Standard | 3.16 | Project Manager | Mid | Hybrid |
USR-10137 | IT Security | 2024-06-01T07:21:34 | file_download | VDI | Office-Austin | GitHub/Engineering | success | 2.367 | Standard | 4.98 | SOC Analyst | Senior | On-site |
USR-10266 | Operations | 2024-06-01T07:22:19 | file_download | MacBook | VPN-Global | SAP/ERP | success | 4.108 | Admin | 4.39 | Project Manager | Junior | Remote |
USR-10148 | IT Security | 2024-06-01T07:22:26 | vpn_connect | VDI | Office-Austin | Azure/Portal | success | 0 | Elevated | 1.68 | IAM Specialist | Lead | Hybrid |
USR-10004 | IT Security | 2024-06-01T07:22:56 | resource_access | Mobile iOS | Remote-US-West | Internal/Admin | success | 0 | Elevated | 2.55 | CISO | Mid | Remote |
USR-10149 | IT Security | 2024-06-01T07:23:01 | mfa_challenge | Mobile iOS | Office-Austin | Azure/Portal | mfa_required | 0 | Admin | 4.71 | Security Engineer | Lead | On-site |
USR-10311 | Operations | 2024-06-01T07:23:42 | file_upload | VDI | Office-Chicago | SAP/ERP | success | 6.982 | Elevated | 2.25 | Operations Analyst | Mid | On-site |
USR-10087 | Operations | 2024-06-01T07:24:11 | login | VDI | Office-Chicago | Confluence/Wiki | success | 0 | Admin | 27.45 | Project Manager | Senior | Hybrid |
USR-10179 | IT Security | 2024-06-01T07:24:42 | vpn_connect | Windows Laptop | Office-Austin | Internal/Admin | success | 0 | Standard | 1.06 | SOC Analyst | Junior | Hybrid |
USR-10209 | Operations | 2024-06-01T07:24:55 | file_upload | Mobile iOS | Office-Austin | Jira/Projects | success | 12.44 | Standard | 3.02 | Operations Director | Mid | Hybrid |
USR-10016 | IT Security | 2024-06-01T07:25:34 | file_download | Mobile iOS | Office-Austin | AWS/Console | success | 3.414 | Standard | 4.2 | IAM Specialist | Mid | Hybrid |
USR-10149 | IT Security | 2024-06-01T07:25:47 | api_call | Mobile iOS | Office-Austin | AWS/Console | success | 0 | Admin | 4.8 | Security Engineer | Lead | On-site |
USR-10149 | IT Security | 2024-06-01T07:26:22 | file_download | Mobile iOS | Office-Austin | AWS/Console | success | 2.714 | Admin | 0.26 | Security Engineer | Lead | On-site |
USR-10148 | IT Security | 2024-06-01T07:28:21 | logout | VDI | Office-Austin | AWS/Console | success | 0 | Elevated | 0.22 | IAM Specialist | Lead | Hybrid |
USR-10258 | Operations | 2024-06-01T07:28:54 | resource_access | VDI | HQ-NewYork | SAP/ERP | success | 0 | Elevated | 0.87 | Operations Analyst | Director | On-site |
USR-10260 | Operations | 2024-06-01T07:28:54 | failed_auth | VDI | HQ-NewYork | Jira/Projects | failure | 0 | Elevated | 2.33 | Operations Analyst | Mid | On-site |
USR-10149 | IT Security | 2024-06-01T07:28:56 | file_download | Mobile iOS | Office-Austin | Azure/Portal | success | 3.518 | Admin | 1.36 | Security Engineer | Lead | On-site |
End of preview.
Security Behavior Analytics — Synthetic IAM Behavior Dataset
100% synthetic anonymized enterprise IAM/access behavior events for UEBA cohort and peer analysis research.
Schema
| Field | Type | Description |
|---|---|---|
user_id |
string | Synthetic user identifier (USR-XXXXX) |
department |
string | Organizational department |
timestamp |
string | ISO 8601 event timestamp |
event_type |
string | login, file_download, resource_access, etc. |
device |
string | Windows Laptop, MacBook, VDI, Mobile |
location |
string | HQ, office, remote, VPN |
resource |
string | SharePoint, GitHub, SAP, AWS, etc. |
authentication_result |
string | success, failure, mfa_required, blocked |
file_download_size_mb |
float | Download volume in MB |
privilege_level |
string | Standard, Elevated, Admin |
session_duration_min |
float | Session length in minutes |
job_role |
string | Job title/role |
seniority |
string | Junior through Director |
work_mode |
string | Remote, On-site, Hybrid |
Splits
| Split | Description |
|---|---|
train.jsonl |
First 75% chronological |
validation.jsonl |
Next 15% |
test.jsonl |
Final 10% |
user_profiles.jsonl |
User metadata registry |
Generation
Deterministic with seed=42. ~493K events, 320 users, 90-day window.
python scripts/export_publish_artifacts.py
Privacy
No real user data. No PII. No production IAM exports.
Related
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