| --- |
| license: other |
| task_categories: |
| - question-answering |
| - feature-extraction |
| - table-question-answering |
| language: |
| - en |
| tags: |
| - business |
| - economics |
| - sec |
| - edgar |
| - world-bank |
| - census |
| - bls |
| - labor-market |
| - market-research |
| - business-intelligence |
| - open-data |
| - realigns |
| pretty_name: Realigns Business Open Data Pack |
| size_categories: |
| - 10K<n<100K |
| --- |
| |
| # Realigns Business Open Data Pack |
|
|
| A developer-friendly open business dataset pack prepared by Realigns Inc. for AI assistants, dashboards, market research tools, RAG systems, financial research tools, HR analytics, and business intelligence applications. |
|
|
| This repository combines multiple public business and economic datasets into clean CSV and JSONL formats. |
|
|
|
|
| ## Dataset Index |
|
|
| For a complete folder-by-folder overview of all included datasets, see: |
|
|
| [DATASETS.md](./DATASETS.md) |
|
|
|
|
| ## Included Datasets |
|
|
| ### 1. World Bank Business Indicators |
|
|
| Files: |
|
|
| - `data/worldbank_business_indicators.csv` |
| - `data/worldbank_business_indicators.jsonl` |
|
|
| Includes selected global business and economic indicators such as GDP, GDP growth, exports, imports, inflation, unemployment, ease of doing business, and foreign direct investment. |
|
|
| Source: World Bank Open Data |
| License: World Bank Open Data terms / generally CC BY 4.0 attribution-based use. |
|
|
| --- |
|
|
| ### 2. U.S. Census County Business Patterns |
|
|
| Files: |
|
|
| - `data/census_cbp/us_cbp_state_all_sectors_2023.csv` |
| - `data/census_cbp/us_cbp_state_all_sectors_2023.jsonl` |
|
|
| Includes state-level business establishment, employment, annual payroll, and first-quarter payroll indicators for all business sectors. |
|
|
| Source: U.S. Census Bureau County Business Patterns API |
| License: U.S. Government public data. |
|
|
| --- |
|
|
| ### 3. SEC Company Submissions Sample |
|
|
| Files: |
|
|
| - `data/sec/sec_company_submissions_sample.csv` |
| - `data/sec/sec_company_submissions_sample.jsonl` |
|
|
| Includes recent SEC filing metadata for selected public companies, including filing type, filing date, report date, accession number, primary document, company name, SIC, and filing URL. |
|
|
| Source: SEC EDGAR submissions API |
| License: U.S. Government public data. |
|
|
| --- |
|
|
| ### 4. SEC Company Facts Sample |
|
|
| Files: |
|
|
| - `data/sec/sec_company_facts_sample.csv` |
| - `data/sec/sec_company_facts_sample.jsonl` |
|
|
| Includes selected structured financial facts for major public companies, including revenues, assets, liabilities, equity, net income, EPS, shares, and other XBRL facts. |
|
|
| Source: SEC EDGAR Company Facts API |
| License: U.S. Government public data. |
|
|
| --- |
|
|
| ### 5. BLS Labor Market Indicators |
|
|
| Files: |
|
|
| - `data/bls/bls_labor_market_indicators_2020_2026.csv` |
| - `data/bls/bls_labor_market_indicators_2020_2026.jsonl` |
|
|
| Includes selected U.S. labor market indicators such as unemployment rate, labor force participation, employment-population ratio, total nonfarm employment, average hourly earnings, job openings, hires, and quits. |
|
|
| Source: U.S. Bureau of Labor Statistics Public Data API |
| License: U.S. Government public data. |
|
|
| --- |
|
|
| ## Intended Use |
|
|
| This dataset pack is designed for: |
|
|
| - Business AI assistants |
| - Market research dashboards |
| - Economic analysis tools |
| - Country comparison apps |
| - Company research assistants |
| - SEC filing search and RAG systems |
| - HR SaaS and labor market dashboards |
| - Business intelligence systems |
| - Educational and developer prototypes |
|
|
| ## Not Intended For |
|
|
| This dataset is not intended for: |
|
|
| - Financial advice |
| - Investment guarantees |
| - Legal advice |
| - Tax advice |
| - Personal profiling |
| - Automated high-stakes decisions without expert human review |
|
|
| ## File Formats |
|
|
| The dataset is provided in: |
|
|
| - CSV for spreadsheet, BI, and analytics tools |
| - JSONL for AI, RAG, vector indexing, and developer workflows |
|
|
| ## Source and Attribution |
|
|
| This dataset pack is derived from public data sources including: |
|
|
| - World Bank Open Data |
| - U.S. Census Bureau |
| - SEC EDGAR |
| - U.S. Bureau of Labor Statistics |
|
|
| Users should follow the original source terms and attribution requirements. |
|
|
| ## Prepared By |
|
|
| Prepared and packaged by Realigns Inc. for developer and AI research use. |
|
|
