---
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.

## 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.