README.md

---
license: cc-by-4.0
language:
- en
pretty_name: Pepperwind Trading Co., a synthetic company dataset (free preview)
version: 1.0.0
size_categories:
- 1M<n<10M
task_categories:
- table-question-answering
- question-answering
- tabular-classification
- time-series-forecasting
tags:
- synthetic
- synthetic-data
- fictional-company
- tabular
- multi-table
- relational
- sql
- text-to-sql
- data-warehouse
- dbt
- e-commerce
- subscriptions
- accounting
- general-ledger
- crm
- product-analytics
- benchmark
- evaluation
- answer-key
- parquet
configs:
- config_name: billing.credit_note
  data_files: data/billing/credit_note.parquet
- config_name: billing.dispute
  data_files: data/billing/dispute.parquet
- config_name: billing.invoice
  data_files: data/billing/invoice.parquet
- config_name: billing.invoice_line
  data_files: data/billing/invoice_line.parquet
- config_name: billing.payment
  data_files: data/billing/payment.parquet
- config_name: billing.payment_attempt
  data_files: data/billing/payment_attempt.parquet
- config_name: billing.payment_method
  data_files: data/billing/payment_method.parquet
- config_name: billing.price
  data_files: data/billing/price.parquet
- config_name: billing.refund
  data_files: data/billing/refund.parquet
- config_name: billing.subscription
  data_files: data/billing/subscription.parquet
- config_name: billing.subscription_event
  data_files: data/billing/subscription_event.parquet
- config_name: commerce.cart
  data_files: data/commerce/cart.parquet
- config_name: commerce.cart_item
  data_files: data/commerce/cart_item.parquet
- config_name: commerce.customer
  data_files: data/commerce/customer.parquet
- config_name: commerce.customer_versions
  data_files: data/commerce/customer_versions.parquet
- config_name: commerce.order
  data_files: data/commerce/order.parquet
- config_name: commerce.order_line
  data_files: data/commerce/order_line.parquet
- config_name: commerce.promo_code
  data_files: data/commerce/promo_code.parquet
- config_name: commerce.promo_redemption
  data_files: data/commerce/promo_redemption.parquet
- config_name: commerce.referral
  data_files: data/commerce/referral.parquet
- config_name: commerce.return
  data_files: data/commerce/return.parquet
- config_name: commerce.return_line
  data_files: data/commerce/return_line.parquet
- config_name: commerce.review
  data_files: data/commerce/review.parquet
- config_name: comms.audit_log
  data_files: data/comms/audit_log.parquet
- config_name: comms.calendar_event
  data_files: data/comms/calendar_event.parquet
- config_name: comms.calendar_series
  data_files: data/comms/calendar_series.parquet
- config_name: comms.chat_channel
  data_files: data/comms/chat_channel.parquet
- config_name: comms.chat_member
  data_files: data/comms/chat_member.parquet
- config_name: comms.chat_message
  data_files: data/comms/chat_message.parquet
- config_name: comms.consent_record
  data_files: data/comms/consent_record.parquet
- config_name: comms.data_incident
  data_files: data/comms/data_incident.parquet
- config_name: comms.document
  data_files: data/comms/document.parquet
- config_name: comms.document_versions
  data_files: data/comms/document_versions.parquet
- config_name: comms.dsar_request
  data_files: data/comms/dsar_request.parquet
- config_name: comms.email_message
  data_files: data/comms/email_message.parquet
- config_name: comms.mail_item
  data_files: data/comms/mail_item.parquet
- config_name: comms.mail_thread
  data_files: data/comms/mail_thread.parquet
- config_name: comms.mailbox
  data_files: data/comms/mailbox.parquet
- config_name: comms.policy
  data_files: data/comms/policy.parquet
- config_name: comms.policy_versions
  data_files: data/comms/policy_versions.parquet
- config_name: core.address
  data_files: data/core/address.parquet
- config_name: core.calendar_day
  data_files: data/core/calendar_day.parquet
- config_name: core.category
  data_files: data/core/category.parquet
- config_name: core.employee
  data_files: data/core/employee.parquet
- config_name: core.employee_versions
  data_files: data/core/employee_versions.parquet
- config_name: core.market
  data_files: data/core/market.parquet
- config_name: core.org_unit
  data_files: data/core/org_unit.parquet
- config_name: core.org_unit_versions
  data_files: data/core/org_unit_versions.parquet
- config_name: core.organisation
  data_files: data/core/organisation.parquet
- config_name: core.party
  data_files: data/core/party.parquet
- config_name: core.person
  data_files: data/core/person.parquet
- config_name: core.position
  data_files: data/core/position.parquet
- config_name: core.price_list
  data_files: data/core/price_list.parquet
- config_name: core.product
  data_files: data/core/product.parquet
- config_name: core.sku
  data_files: data/core/sku.parquet
- config_name: core.warehouse
  data_files: data/core/warehouse.parquet
- config_name: crm.account
  data_files: data/crm/account.parquet
- config_name: crm.account_owner_history
  data_files: data/crm/account_owner_history.parquet
- config_name: crm.account_versions
  data_files: data/crm/account_versions.parquet
- config_name: crm.activity
  data_files: data/crm/activity.parquet
- config_name: crm.contact
  data_files: data/crm/contact.parquet
- config_name: crm.contact_merge
  data_files: data/crm/contact_merge.parquet
- config_name: crm.crm_user
  data_files: data/crm/crm_user.parquet
- config_name: crm.lead
  data_files: data/crm/lead.parquet
- config_name: crm.opportunity
  data_files: data/crm/opportunity.parquet
- config_name: crm.opportunity_history
  data_files: data/crm/opportunity_history.parquet
- config_name: crm.quote
  data_files: data/crm/quote.parquet
- config_name: crm.quote_line
  data_files: data/crm/quote_line.parquet
- config_name: crm.territory
  data_files: data/crm/territory.parquet
- config_name: hr.attendance
  data_files: data/hr/attendance.parquet
- config_name: hr.compensation
  data_files: data/hr/compensation.parquet
- config_name: hr.compensation_versions
  data_files: data/hr/compensation_versions.parquet
- config_name: hr.contract
  data_files: data/hr/contract.parquet
- config_name: hr.employment
  data_files: data/hr/employment.parquet
- config_name: hr.expense_claim
  data_files: data/hr/expense_claim.parquet
- config_name: hr.expense_line
  data_files: data/hr/expense_line.parquet
- config_name: hr.leave_request
  data_files: data/hr/leave_request.parquet
- config_name: hr.payroll_run
  data_files: data/hr/payroll_run.parquet
- config_name: hr.payslip
  data_files: data/hr/payslip.parquet
- config_name: hr.payslip_line
  data_files: data/hr/payslip_line.parquet
- config_name: hr.performance_review
  data_files: data/hr/performance_review.parquet
- config_name: hr.separation
  data_files: data/hr/separation.parquet
- config_name: ledger.agreement_credit
  data_files: data/ledger/agreement_credit.parquet
- config_name: ledger.agreement_demand
  data_files: data/ledger/agreement_demand.parquet
- config_name: ledger.bank_account
  data_files: data/ledger/bank_account.parquet
- config_name: ledger.cod_remittance
  data_files: data/ledger/cod_remittance.parquet
- config_name: ledger.credit_note
  data_files: data/ledger/credit_note.parquet
- config_name: ledger.credit_note_line
  data_files: data/ledger/credit_note_line.parquet
- config_name: ledger.customer_receipt
  data_files: data/ledger/customer_receipt.parquet
- config_name: ledger.customer_refund
  data_files: data/ledger/customer_refund.parquet
- config_name: ledger.eu_billing_fee
  data_files: data/ledger/eu_billing_fee.parquet
- config_name: ledger.eu_club_credit
  data_files: data/ledger/eu_club_credit.parquet
- config_name: ledger.eu_club_invoice
  data_files: data/ledger/eu_club_invoice.parquet
- config_name: ledger.eu_club_release
  data_files: data/ledger/eu_club_release.parquet
- config_name: ledger.eu_credit_note
  data_files: data/ledger/eu_credit_note.parquet
- config_name: ledger.eu_cutoff
  data_files: data/ledger/eu_cutoff.parquet
- config_name: ledger.eu_dispute
  data_files: data/ledger/eu_dispute.parquet
- config_name: ledger.eu_goods_issue
  data_files: data/ledger/eu_goods_issue.parquet
- config_name: ledger.eu_goods_receipt
  data_files: data/ledger/eu_goods_receipt.parquet
- config_name: ledger.eu_invoice
  data_files: data/ledger/eu_invoice.parquet
- config_name: ledger.eu_invoice_line
  data_files: data/ledger/eu_invoice_line.parquet
- config_name: ledger.eu_payout
  data_files: data/ledger/eu_payout.parquet
- config_name: ledger.eu_refund
  data_files: data/ledger/eu_refund.parquet
- config_name: ledger.eu_stock
  data_files: data/ledger/eu_stock.parquet
- config_name: ledger.eu_trade_cutoff
  data_files: data/ledger/eu_trade_cutoff.parquet
- config_name: ledger.eu_trade_invoice
  data_files: data/ledger/eu_trade_invoice.parquet
- config_name: ledger.fx_rate
  data_files: data/ledger/fx_rate.parquet
- config_name: ledger.gateway_settlement
  data_files: data/ledger/gateway_settlement.parquet
- config_name: ledger.gift_card
  data_files: data/ledger/gift_card.parquet
- config_name: ledger.gl_account
  data_files: data/ledger/gl_account.parquet
- config_name: ledger.ic_capital
  data_files: data/ledger/ic_capital.parquet
- config_name: ledger.ic_fx_conversion
  data_files: data/ledger/ic_fx_conversion.parquet
- config_name: ledger.ic_invoice
  data_files: data/ledger/ic_invoice.parquet
- config_name: ledger.ic_invoice_line
  data_files: data/ledger/ic_invoice_line.parquet
- config_name: ledger.ic_settlement
  data_files: data/ledger/ic_settlement.parquet
- config_name: ledger.ic_settlement_line
  data_files: data/ledger/ic_settlement_line.parquet
- config_name: ledger.import_entry
  data_files: data/ledger/import_entry.parquet
- config_name: ledger.import_entry_line
  data_files: data/ledger/import_entry_line.parquet
- config_name: ledger.in_box_issue
  data_files: data/ledger/in_box_issue.parquet
- config_name: ledger.in_club_credit
  data_files: data/ledger/in_club_credit.parquet
- config_name: ledger.in_club_invoice
  data_files: data/ledger/in_club_invoice.parquet
- config_name: ledger.in_club_release
  data_files: data/ledger/in_club_release.parquet
- config_name: ledger.in_dispute
  data_files: data/ledger/in_dispute.parquet
- config_name: ledger.journal_entry
  data_files: data/ledger/journal_entry.parquet
- config_name: ledger.journal_line
  data_files: data/ledger/journal_line.parquet
- config_name: ledger.material_cost
  data_files: data/ledger/material_cost.parquet
- config_name: ledger.order_cancellation
  data_files: data/ledger/order_cancellation.parquet
- config_name: ledger.revenue_cutoff
  data_files: data/ledger/revenue_cutoff.parquet
- config_name: ledger.sales_invoice
  data_files: data/ledger/sales_invoice.parquet
- config_name: ledger.sales_invoice_line
  data_files: data/ledger/sales_invoice_line.parquet
- config_name: ledger.sku_cost
  data_files: data/ledger/sku_cost.parquet
- config_name: ledger.sku_tariff
  data_files: data/ledger/sku_tariff.parquet
- config_name: ledger.stock_adjustment
  data_files: data/ledger/stock_adjustment.parquet
- config_name: ledger.trade_cutoff
  data_files: data/ledger/trade_cutoff.parquet
- config_name: ledger.trade_sale
  data_files: data/ledger/trade_sale.parquet
- config_name: ledger.trade_sale_line
  data_files: data/ledger/trade_sale_line.parquet
- config_name: ledger.us_3pl_activity
  data_files: data/ledger/us_3pl_activity.parquet
- config_name: ledger.us_3pl_invoice
  data_files: data/ledger/us_3pl_invoice.parquet
- config_name: ledger.us_billing_fee
  data_files: data/ledger/us_billing_fee.parquet
- config_name: ledger.us_cbp_refund
  data_files: data/ledger/us_cbp_refund.parquet
- config_name: ledger.us_club_credit
  data_files: data/ledger/us_club_credit.parquet
- config_name: ledger.us_club_invoice
  data_files: data/ledger/us_club_invoice.parquet
- config_name: ledger.us_club_release
  data_files: data/ledger/us_club_release.parquet
- config_name: ledger.us_credit
  data_files: data/ledger/us_credit.parquet
- config_name: ledger.us_cutoff
  data_files: data/ledger/us_cutoff.parquet
- config_name: ledger.us_dispute
  data_files: data/ledger/us_dispute.parquet
- config_name: ledger.us_duty_statement
  data_files: data/ledger/us_duty_statement.parquet
- config_name: ledger.us_entry
  data_files: data/ledger/us_entry.parquet
- config_name: ledger.us_entry_line
  data_files: data/ledger/us_entry_line.parquet
- config_name: ledger.us_goods_issue
  data_files: data/ledger/us_goods_issue.parquet
- config_name: ledger.us_goods_receipt
  data_files: data/ledger/us_goods_receipt.parquet
- config_name: ledger.us_ieepa_layer
  data_files: data/ledger/us_ieepa_layer.parquet
- config_name: ledger.us_ieepa_refund
  data_files: data/ledger/us_ieepa_refund.parquet
- config_name: ledger.us_payout
  data_files: data/ledger/us_payout.parquet
- config_name: ledger.us_paypal_transfer
  data_files: data/ledger/us_paypal_transfer.parquet
- config_name: ledger.us_refund
  data_files: data/ledger/us_refund.parquet
- config_name: ledger.us_sale
  data_files: data/ledger/us_sale.parquet
- config_name: ledger.us_sales_tax_return
  data_files: data/ledger/us_sales_tax_return.parquet
- config_name: ledger.us_sku_tariff
  data_files: data/ledger/us_sku_tariff.parquet
- config_name: ledger.us_stock
  data_files: data/ledger/us_stock.parquet
- config_name: ledger.us_trade_cutoff
  data_files: data/ledger/us_trade_cutoff.parquet
- config_name: ledger.us_trade_invoice
  data_files: data/ledger/us_trade_invoice.parquet
- config_name: ledger.vendor
  data_files: data/ledger/vendor.parquet
- config_name: ledger.vendor_bill
  data_files: data/ledger/vendor_bill.parquet
- config_name: ledger.vendor_bill_line
  data_files: data/ledger/vendor_bill_line.parquet
- config_name: ledger.vendor_payment
  data_files: data/ledger/vendor_payment.parquet
- config_name: ledger.xb_cancellation
  data_files: data/ledger/xb_cancellation.parquet
- config_name: ledger.xb_credit_note
  data_files: data/ledger/xb_credit_note.parquet
- config_name: ledger.xb_cutoff
  data_files: data/ledger/xb_cutoff.parquet
- config_name: ledger.xb_dispute
  data_files: data/ledger/xb_dispute.parquet
- config_name: ledger.xb_invoice
  data_files: data/ledger/xb_invoice.parquet
- config_name: ledger.xb_invoice_line
  data_files: data/ledger/xb_invoice_line.parquet
- config_name: ledger.xb_receipt
  data_files: data/ledger/xb_receipt.parquet
- config_name: ledger.xb_refund
  data_files: data/ledger/xb_refund.parquet
- config_name: ledger.xb_settlement
  data_files: data/ledger/xb_settlement.parquet
- config_name: logistics.bom_line
  data_files: data/logistics/bom_line.parquet
- config_name: logistics.carrier
  data_files: data/logistics/carrier.parquet
- config_name: logistics.club_box
  data_files: data/logistics/club_box.parquet
- config_name: logistics.club_box_line
  data_files: data/logistics/club_box_line.parquet
- config_name: logistics.club_selection
  data_files: data/logistics/club_selection.parquet
- config_name: logistics.material
  data_files: data/logistics/material.parquet
- config_name: logistics.packing_review
  data_files: data/logistics/packing_review.parquet
- config_name: logistics.packing_run
  data_files: data/logistics/packing_run.parquet
- config_name: logistics.replenishment_review
  data_files: data/logistics/replenishment_review.parquet
- config_name: logistics.rto
  data_files: data/logistics/rto.parquet
- config_name: logistics.shipment
  data_files: data/logistics/shipment.parquet
- config_name: logistics.shipment_item
  data_files: data/logistics/shipment_item.parquet
- config_name: logistics.stock_item
  data_files: data/logistics/stock_item.parquet
- config_name: logistics.stock_movement
  data_files: data/logistics/stock_movement.parquet
- config_name: logistics.stock_transfer
  data_files: data/logistics/stock_transfer.parquet
- config_name: logistics.stock_transfer_line
  data_files: data/logistics/stock_transfer_line.parquet
- config_name: logistics.tracking_event
  data_files: data/logistics/tracking_event.parquet
- config_name: marketing.ad_spend_daily
  data_files: data/marketing/ad_spend_daily.parquet
- config_name: marketing.campaign
  data_files: data/marketing/campaign.parquet
- config_name: marketing.campaign_member
  data_files: data/marketing/campaign_member.parquet
- config_name: marketing.campaign_message
  data_files: data/marketing/campaign_message.parquet
- config_name: marketing.consent
  data_files: data/marketing/consent.parquet
- config_name: marketing.email_event
  data_files: data/marketing/email_event.parquet
- config_name: marketing.email_send
  data_files: data/marketing/email_send.parquet
- config_name: marketing.utm_map
  data_files: data/marketing/utm_map.parquet
- config_name: product.anonymous_alias
  data_files: data/product/anonymous_alias.parquet
- config_name: product.attribution
  data_files: data/product/attribution.parquet
- config_name: product.daily_metrics
  data_files: data/product/daily_metrics.parquet
- config_name: product.event
  data_files: data/product/event.parquet
- config_name: product.experiment
  data_files: data/product/experiment.parquet
- config_name: product.experiment_assignment
  data_files: data/product/experiment_assignment.parquet
- config_name: product.feature_flag
  data_files: data/product/feature_flag.parquet
- config_name: product.identify
  data_files: data/product/identify.parquet
- config_name: product.session
  data_files: data/product/session.parquet
- config_name: product.utm_touch
  data_files: data/product/utm_touch.parquet
- config_name: support.agent
  data_files: data/support/agent.parquet
- config_name: support.agent_shift
  data_files: data/support/agent_shift.parquet
- config_name: support.csat_response
  data_files: data/support/csat_response.parquet
- config_name: support.kb_article
  data_files: data/support/kb_article.parquet
- config_name: support.kb_article_versions
  data_files: data/support/kb_article_versions.parquet
- config_name: support.macro
  data_files: data/support/macro.parquet
- config_name: support.requester
  data_files: data/support/requester.parquet
- config_name: support.sla_policy
  data_files: data/support/sla_policy.parquet
- config_name: support.support_group
  data_files: data/support/support_group.parquet
- config_name: support.ticket
  data_files: data/support/ticket.parquet
- config_name: support.ticket_event
  data_files: data/support/ticket_event.parquet
- config_name: support.ticket_message
  data_files: data/support/ticket_message.parquet
- config_name: support.ticket_tag
  data_files: data/support/ticket_tag.parquet
---

# Pepperwind Trading Co.

**A fictional company, built as data.** Every person, order, invoice and journal entry in it is synthetic, generated by
[Misata](https://www.misata.studio). This repository is the free preview. The full company is available
[on misata.studio for $30](https://www.misata.studio/pepperwind?utm_source=huggingface&utm_medium=dataset_card).

**Try it before you download:** [query a slice in your browser](https://www.misata.studio/pepperwind?utm_source=huggingface&utm_medium=dataset_card&utm_content=query#live) with DuckDB, nothing to install, and check
your answers against graded questions.

Pepperwind is a spice and tea trader from Kochi that sells in India, Europe and the United States. Over thirty-six
months, from October 2023 to September 2026, it runs eleven business systems: a storefront, a subscription club,
a warehouse, a general ledger in three currencies, support, CRM, marketing, product analytics, HR and payroll, and
company mail and chat. The systems share keys, so a single order can be followed from the customer's session through
payment, picking, shipping, the ledger and any support ticket it caused.

Most sample databases are one schema made for one tutorial. Pepperwind is closer to what you meet at work: several
systems that each hold part of the story and do not always agree. It comes with an answer key, so you can check your
results. Pepperwind is not real data, and nothing in it describes a real company or person.

## What people use it for

- Dashboards and BI demos that need more than one fact table
- SQL, analytics engineering and dbt courses with joins across systems
- Warehouse and pipeline projects: staging, deduplication, slowly changing dimensions, currency conversion
- Finance exercises: reconciliation, intercompany, tax and currency
- Churn, fraud and forecasting models on events with a known cause
- Testing AI analysts and text-to-SQL features against questions with known answers

## Preview and full pack

| | Free preview (this repository) | Full pack |
|---|---|---|
| Customers | 1% of consumers; B2B accounts and HR in full | all |
| Tables | 223 | 223 |
| Rows | 1,818,718 | 79,233,785 |
| Months | 36 | 36 |
| Answer key | computed on the sample | complete |
| KPIs with their values | on the sample | 92, every month |
| Graded questions | 129 development questions | 420: 138 development, 282 held-out test |
| Licence | CC BY 4.0 | commercial use, no resale |
| Price | free | [$30, one payment](https://www.misata.studio/pepperwind?utm_source=huggingface&utm_medium=dataset_card) |

The preview is built the same way as the full pack, with the same tables and columns. Its answers are computed on its
own rows, so they differ from the full pack's.

## Systems

| System | Tables | Rows in the preview | What it holds |
|---|---:|---:|---|
| `core` | 16 | 18,244 | markets, organisation, people, products, SKUs, price lists, warehouses |
| `commerce` | 12 | 89,320 | customers, carts, orders and lines, promotions, referrals, returns, reviews |
| `billing` | 11 | 75,832 | the subscription club: prices, subscriptions, invoices, payments, disputes, refunds |
| `logistics` | 17 | 320,183 | stock, transfers, packing runs, club boxes, shipments, tracking, RTO |
| `ledger` | 93 | 266,688 | general ledger by entity (India, EU, US, cross-border), intercompany, tax, duty, FX |
| `crm` | 13 | 59,822 | B2B accounts, contacts, leads, opportunities, quotes, territories |
| `marketing` | 8 | 121,219 | campaigns, sends, email events, consent, UTM, daily ad spend |
| `product` | 10 | 422,066 | web and app sessions, events, identity stitching, experiments, attribution |
| `support` | 13 | 33,179 | tickets, events, messages, agents and shifts, SLAs, CSAT, knowledge base |
| `hr` | 13 | 233,316 | employment, contracts, compensation, payroll, attendance, leave, reviews |
| `comms` | 17 | 178,849 | email, chat, calendar, documents, policies, consent, DSARs, audit log |

## Quick start

Each table is its own config in the viewer above, named `<system>.<table>`.

```python
from datasets import load_dataset

orders = load_dataset("misatadata/pepperwind", "commerce.order", split="train")
```

Or query the Parquet files directly with DuckDB:

```python
import duckdb

duckdb.sql("""
    SELECT channel, currency, count(*) AS orders, round(sum(total)) AS revenue
    FROM 'data/commerce/order.parquet'
    WHERE cancelled_at IS NULL
    GROUP BY ALL
    ORDER BY currency, revenue DESC
""").show()
```

## Files

- `data/<system>/<table>.parquet`: every table, one Parquet file each
- `answer_key/`: the answer key on this sample: what was planted where, the incidents, and every KPI's value
- `tasks/public_dev.jsonl`: the development questions with their gold answers
- `docs/`: the data dictionary, one page per system, and `dictionary.json`
- `pepperwind_preview.zip`: everything above in one download
- `SHA256SUMS`: a checksum for every data file

## Is any of it real?

No. Pepperwind Trading Co. is fictional and every row is synthetic. No real company, brand, person, address or phone
number is used. Every email domain ends in `.example`, and every IP address is in a reserved documentation or
benchmarking range. Its patterns come from the business plan it was built to follow, not from any real company's
records, so use it to build, teach, test and demonstrate, not to draw conclusions about real markets.

Before buying the full pack, read [what it is and is not](https://www.misata.studio/pepperwind?utm_source=huggingface&utm_medium=dataset_card#before). Start with this
preview: if it does not fit what you are building, the full pack will not either.

## Licence and citation

This preview is released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Credit it as
"Pepperwind Trading Co. by Misata". The full pack has its own licence, which allows commercial use and does not allow
reselling or redistributing the dataset itself.

```bibtex
@misc{pepperwind2026,
  title  = {Pepperwind Trading Co.: a synthetic multi-system company dataset},
  author = {{Misata}},
  year   = {2026},
  url    = {https://huggingface.co/datasets/misatadata/pepperwind},
  note   = {Version 1.0}
}
```

Need data shaped to your own business? [Misata](https://www.misata.studio/custom-dataset?utm_source=huggingface&utm_medium=dataset_card&utm_content=custom) builds datasets from a description or your schema,
with the answer key.