Datasets:

ashrafkassem
/

leadpilot-data

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
id: string
subscription_tier: string
created_at: string
mode: string
exported_at: string
to
{'exported_at': Value('string'), 'mode': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
                  return get_rows(
                         ^^^^^^^^^
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
                  rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2567, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2102, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2125, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 479, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 380, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 260, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 120, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              id: string
              subscription_tier: string
              created_at: string
              mode: string
              exported_at: string
              to
              {'exported_at': Value('string'), 'mode': Value('string')}
              because column names don't match

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LeadPilot Automation Dataset

Companion dataset for the LeadPilot HuggingFace Space.

LeadPilot is a multi-tenant SaaS automation platform for lead capture via WhatsApp and Meta (Instagram DM, Messenger, Lead Ads), with Zoho CRM sync.

Dataset Contents

static/

Pre-seeded catalog data — does not change at runtime.

File	Rows	Description
`static/templates.jsonl`	12	Automation flow templates (slug, name, category, platforms, builder_graph_json, variables)
`static/plans.jsonl`	3	Subscription plans (free/growth/enterprise) with module entitlements

dynamic/

User-generated operational data, exported daily at 02:00 UTC from the live app. All PII fields are pseudonymized using SHA-256 truncated hashes before export.

File	Description
`dynamic/workspaces.jsonl`	Workspace records (id, subscription_tier, created_at)
`dynamic/contacts.jsonl`	Pseudonymized contacts (hashed name, hashed external_id/zoho_id)
`dynamic/conversations.jsonl`	Conversation threads (ids, status, timestamps)
`dynamic/messages.jsonl`	Messages (content replaced with [REDACTED], content_length kept)
`dynamic/flows.jsonl`	Automation flows (name hashed, status, source_template_id)
`dynamic/executions.jsonl`	Flow execution instances (status, timing)
`dynamic/audit_logs.jsonl`	Admin audit trail (IPs/UAs stripped, actor/entity ids hashed)
`dynamic/meta.json`	Export metadata (exported_at, mode)

PII Handling

All personally identifiable information is removed or pseudonymized before export:

Contact.first_name, last_name, display_name → SHA-256[:8] hex
Contact.external_id (WhatsApp phone / Meta PSID) → SHA-256[:12] hex
Contact.zoho_lead_id → SHA-256[:12] hex
Contact.additional_metadata → replaced with {}
Message.content → replaced with "[REDACTED]", content_length field added
Message.additional_metadata → replaced with {}
Flow.name → SHA-256[:8] hex (may contain business names)
AdminAuditLog.ip_address, user_agent, error_message → null
AdminAuditLog.actor_user_id, entity_id → SHA-256[:12] hex

Export Schedule

Updated daily at 02:00 UTC via Celery Beat. Last export timestamp is in dynamic/meta.json.

License

MIT

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