| --- |
| 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. |
|
|
