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Publications and Presentations
- Birney, C.; Young, B.; Li, M.; Conner, M.; Specht, J.; Ingwersen, W.W. FLOWSA: A Python Package Attributing Resource Use, Waste, Emissions, and Other Flows to Industries. Appl. Sci. 2022, 12, 5742. https://doi.org/10.3390/app12115742
- June 15, 2023 - Fusing USEPA Waste Models: Hybrid Waste Life Cycle Assessment Models, ISSST
- June 23, 2022 - FLOWSA: Environmental data preparation for life cycle assessment modeling and beyond, ISSST
- September 15, 2021 - FLOWSA: An open-source python package for estimating direct US industry resource use, waste, emissions, and other flows, ICOSEE 10th International Congress on Sustainability Science & Engineering
- September 24, 2020 - How methodological variation affects life cycle water withdrawal estimates for US industry, American Center for Life Cycle Assessment (ACLCA)
- September 26, 2023 - USEPA Tools for Industrial Ecology Modeling (TIEM), ACLCA
Some Flow-By-Sector datasets are published on data.gov and can be accessed and cited as listed below. Datasets might have multiple releases, as the data.gov entries are updated with new FLOWSA releases. The versioning of the dataset releases do not correspond to the FLOWSA version, rather the dataset versions indicate that the values in the FBS have changed. The version of FLOWSA used to generate an FBS is identified in the data.gov entry.
- Young, Ben; Birney, Catherine; Chiquelin, Caitlin; and Ingwersen, Wesley. “National Criteria and Hazardous Air Pollutant Totals By Industry 2017,” 2021. USEPA Office of Research and Development. Available online: http://doi.org/10.23719/1521088.
- Young, Ben; Birney, Catherine; Chiquelin, Caitlin; and Ingwersen, Wesley. “National Criteria and Hazardous Air Pollutant Emissions Totals By Industry 2017 v1.1” 2021. USEPA Office of Research and Development. Available online: https://doi.org/10.23719/1524315
- Young, Ben; Birney, Catherine; and Ingwersen, Wesley. "National Commercial Hazardous Waste Totals by Industry 2017 v1.1," 2021. USEPA Office of Research and Development. Available online: https://doi.org/10.23719/1524319
- Young, Ben, Catherine Birney, and Wesley Ingwersen. “National Commercial Hazardous Waste Totals by Industry 2017,” 2021. USEPA Office of Research and Development. Available online: https://doi.org/10.23719/1521328
- Birney, Catherine; Li, Mo; and Ingwersen, Wesley. “National Employment Totals by Industry 2017 v1.1,” 2021. USEPA Office of Research and Development. Available online: https://doi.org/10.23719/1524318
- Birney, Catherine; Li, Mo; and Ingwersen, Wesley. “National Employment Totals By Industry 2017,” 2021. USEPA Office of Research and Development. Available online: http://doi.org/10.23719/1521091.
- Young, Ben; Birney, Catherine; and Ingwersen, Wesley. “National Point Source Releases to Ground Totals by Industry 2017 v1.1,” 2021. USEPA Office of Research and Development. Available online: https://doi.org/10.23719/1524317
- Young, Ben; Birney, Catherine; and Ingwersen, Wesley. “National Point Source Releases to Ground By Industry 2017,” 2021. USEPA Office of Research and Development. Available online: http://doi.org/10.23719/1521090.
- Birney, Catherine, Melissa Conner, Jacob Specht, and Wesley Ingwersen. “National Land Occupation Totals By Industry 2012 v1.1,” 2021. USEPA Office of Research and Development. Available online: https://doi.org/10.23719/1524314
- Birney, Catherine, Melissa Conner, Jacob Specht, and Wesley Ingwersen. “National Land Occupation Totals By Industry 2012,” 2021. USEPA Office of Research and Development. Available online: http://doi.org/10.23719/1520954.
- Young, Ben; Birney, Catherine; and Ingwersen, Wesley. “National Point Source Releases to Water Totals by Industry 2017 v1.1,” 2021. USEPA Office of Research and Development. Available online: https://doi.org/10.23719/1524316
- Young, Ben; Birney, Catherine; and Ingwersen, Wesley. “National Point Source Releases to Water By Industry 2017,” 2021. USEPA Office of Research and Development. Available online: http://doi.org/10.23719/1521089.
- Birney, Catherine; Conner, Melissa; and Ingwersen, Wesley. “National Water Withdrawal Totals By Industry 2015 v1.1,” 2022. USEPA Office of Research and Development. Available online: https://doi.org/10.23719/1524312
- Birney, Catherine; Conner, Melissa; and Ingwersen, Wesley. “National Water Withdrawal Totals By Industry 2015,” 2021. USEPA Office of Research and Development. Available online: http://doi.org/10.23719/1520953.
flowsa is developed and maintained by Office of Research & Development (ORD), Center for Environmental Solutions & Emergency Response (CESER), Land Remediation & Technology Division (LRTD), Environmental Decision Analytics Branch (EDAB), U.S. Environmental Protection Agency, Cincinnati, OH 45268. See OMB Memorandum M-16-21 Section 4 & Releasing Open Source Code.
Objectives
Projects Using FLOWSA Output
Install & Run
Example Code
Reading Parquet Files
Using FLOWSA
Loading External FBS Method YAMLs
API Keys
Troubleshooting
Contributing
Creating a Flow-By-Activity Dataset
Creating a Flow-By-Activity Crosswalk
Creating a Flow-By-Sector Dataset
FBA and FBS Naming Convention
NAICS Crosswalk
Available Data
Flow Classes
Flow-By-Activity Datasets
Flow-By-Sector Datasets
Data Storage
EPA's Tools for Industrial Ecology
Suggested Citations for FLOWSA and FBS Data
Publications and Presentations
Acknowledgements