DATASETS.md

# Dataset Index

This repository contains public and synthetic business datasets prepared by Realigns Inc. for AI developers, dashboard builders, ERP/CRM prototypes, RAG workflows, and business intelligence tools.

## Official Public Data

| Folder | Dataset | Best For |
|---|---|---|
| `data/worldbank_business_indicators.*` | World Bank Business Indicators | Country comparison, market research, economic dashboards |
| `data/census_cbp/` | U.S. Census County Business Patterns | Business density, employment, payroll, location analysis |
| `data/sec/` | SEC Company Submissions and Company Facts | Public company research, financial dashboards, SEC RAG |
| `data/bls/` | BLS Labor Market Indicators | HR analytics, labor market dashboards, workforce planning |

## Synthetic Business Datasets

| Folder | Dataset | Best For |
|---|---|---|
| `data/synthetic_accounting/` | Synthetic Accounting Dataset | General ledger, invoices, journal entries, AI accountant testing |
| `data/synthetic_sales_crm/` | Synthetic Sales CRM Pipeline Dataset | CRM dashboards, sales forecasting, AI sales assistants |
| `data/synthetic_ecommerce/` | Synthetic eCommerce Orders Dataset | Retail analytics, order dashboards, product/category performance |
| `data/synthetic_marketing/` | Synthetic Marketing Campaign Performance Dataset | ROAS, CPC, CPA, campaign analytics, AI marketing tools |
| `data/synthetic_finance/` | Synthetic Finance and Budgeting Dataset | Budgets, cash-flow forecasting, variance analysis |
| `data/synthetic_inventory_supply_chain/` | Synthetic Inventory and Supply Chain Dataset | ERP inventory, purchase orders, warehouse analytics |
| `data/synthetic_hr_payroll/` | Synthetic HR and Payroll Dataset | HR dashboards, payroll testing, attendance and leave analytics |
| `data/synthetic_customer_support/` | Synthetic Customer Support Tickets Dataset | Helpdesk AI, ticket classification, SLA tracking |
| `data/synthetic_procurement_vendor/` | Synthetic Procurement and Vendor Management Dataset | Vendor scoring, purchase workflows, procurement analytics |

## File Formats

Most datasets are provided in:

- `.csv` for spreadsheets, BI tools, dashboards, and quick inspection
- `.jsonl` for AI, RAG, vector indexing, and developer workflows
- `metadata.json` for dataset description, privacy notes, and intended use

## Privacy

Synthetic datasets contain no real customers, employees, invoices, leads, payroll records, emails, phone numbers, bank data, or private business records.

## Recommended Use

These datasets are useful for:

- AI business assistant development
- ERP/CRM/accounting app prototypes
- RAG and tabular QA workflows
- Dashboard and BI development
- Fine-tuning examples after conversion into instruction format
- Developer testing without exposing private company data