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BLS Unemployment Data Retriever

🔍 What This Repository Does

This repository automatically retrieves monthly seasonally adjusted unemployment data for:

  • All 50 U.S. States + District of Columbia and Puerto Rico

Important Note: The BLS only provides seasonally adjusted unemployment rates at the state level and above. Counties, cities, and local areas receive unemployment data on a not seasonally adjusted basis only. This repository focuses specifically on seasonally adjusted data to provide the most accurate month-to-month unemployment comparisons.

📊 Why Seasonally Adjusted Data?

Seasonally adjusted unemployment rates remove predictable seasonal patterns (like holiday hiring or agricultural cycles) to reveal underlying economic trends. The BLS uses sophisticated Signal-Plus-Noise Models for state-level data that can reliably separate seasonal patterns from true economic changes, making this data ideal for:

  • Month-to-month unemployment trend analysis
  • Economic policy analysis
  • Business cycle research
  • Media reporting on employment conditions

🏗️ Repository Structure

.
├── Dockerfile                    # Docker container configuration
├── entrypoint.sh                # Script execution orchestrator
├── README.md                    # This file
├── requirements.txt             # Python dependencies
├── laus-fetchers/              # Core data fetching scripts
│   ├── stateUnemployment.py    # Fetches state-level data
│   ├── ~~countyUnemployment.py~~   # Discontinued
│   ├── ~~placeUnemployment.py~~    # Discontinued
│   └── merger.py               # Combines all data into single CSV
├── series-ids/                 # BLS series ID configurations
│   ├── series_ids_states.json        # State series IDs
│   ├── series_ids_county_master.json # County series IDs
│   ├── series_ids_city.json          # City/place series IDs
│   ├── series_ids_master.json        # Combined series IDs
│   └── state_abbreviations.json      # State name mappings
└── .github/workflows/
    └── fetch_data.yml          # Monthly automated data collection

⚙️ Configuration Options

Modifying Data Collection Parameters

Each fetcher script contains configurable parameters that you can modify:

Year Range Configuration

In the python script look for the payload section:

payload = {
    "seriesid": series_ids,
    "startyear": "2025",      # ← Modify this
    "endyear": "2025",        # ← Modify this
    "annualaverage": True,
    "catalog": True,
    "registrationkey": registration_key
}

Example modifications:

  • Historical data: Change "startyear": "2020" and "endyear": "2025"
  • Single year: Keep both start and end year the same
  • Multiple years: Set different start/end years (max 20 years per API call)

📅 Automated Monthly Updates

The repository includes a GitHub Actions workflow (.github/workflows/fetch_data.yml) that automatically:

  • Runs on the 21st of every month at 2:00 AM UTC
  • Fetches the latest unemployment data
  • Can be triggered manually via GitHub Actions interface
  • Stores data with monthly timestamps

📈 Output Data

Generated Files

  • Unemployment_data.csv - Combined dataset with all geographic levels

Data Schema

Each CSV contains the following columns:

  • GeoID - Geographic identifier code
  • Series ID - BLS series identifier
  • Place - Geographic area name
  • Year - Data year
  • Month - Data month
  • Unemployment Rate - Seasonally adjusted unemployment rate (%)

📄 License

This project fetches publicly available data from the U.S. Bureau of Labor Statistics. Please refer to BLS usage guidelines for data usage terms.


Data Source: Bureau of Labor Statistics - Local Area Unemployment Statistics
API Documentation: BLS Public Data API

About

A comprehensive data collection tool that automatically fetches seasonally adjusted unemployment statistics for U.S. states from the Bureau of Labor Statistics (BLS) Local Area Unemployment Statistics (LAUS) program.

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