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Available Data
Class | Description | FlowBySector Reference Unit | Flow Types |
---|---|---|---|
Chemicals | Chemicals and groups of chemicals as defined in the Federal Elementary Flow List | kg | Modeled as ELEMENTARY_FLOWS produced by sectors |
Employment | Jobs | p | Modeled as ELEMENTARY_FLOWS produced by sectors |
Energy | Energy consumption, transfer as electricity or waste heat | MJ | All types |
Geological | Mineral and metal use | kg | All types |
Land | Land area occupied | m2 | Modeled as ELEMENTARY_FLOWS consumed by sectors |
Money | Purchases | USDyear* | Modeled as TECHNOSPHERE_FLOWS with producing and consuming sectors |
Water | Water use and release data, including wastewater | kg | All types |
Other | Misc flows used for supporting data | varies | All types |
*USD unit value varies by year and is reported like 'USD2012'
Source data are imported and formatted into FlowByActivity datasets. The source data are only modified to meet column formatting criteria, meaning units are not standardized across "Class" types.
Code | Dataset | Class | Geographic Scale | Description | Years |
---|---|---|---|---|---|
BEA_GDP_GrossOutput | Bureau of Economic Analysis GDP Gross Output | Money | National | 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018 | |
BEA_Make_AR | 2002 | ||||
BEA_Make_Detail_BeforeRedef | Bureau of Economic Analysis Make Before Redefinitions | Money | National | 2012 | |
BEA_Use_Detail_PRO_BeforeRedef | Bureau of Economic Analysis Use Before Redefinitions | Money | National | 2012 | |
BLM_PLS | Bureau of Land Management Public Land Statistics | Land | National | 2007, 2011, 2012 | |
BLS_QCEW | Bureau of Labor Statistics Quarterly Census of Employment and Wages | Employment, Money, Other | County | Number of employees per industry | 2012, 2013, 2014, 2015, 2016, 2017, 2018 |
Blackhurst_IO | Input-Output Vector of 2002 Water Withdrawals for the United States | Water | National | 2002 | |
CalRecycle_WasteCharacterization | 2014 | ||||
Census_CBP | Census Bureau County Business Patterns | Employment, Money, Other | County | Number of employees per industry, Annual payroll per industry, Number of establishments per industry | 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017 |
Census_PEP_Population | Census Bureau Population Estimates | Other | County | Population | 2010, 2013, 2014, 2015, 2016, 2017 |
EIA_CBECS_Land | Energy Information Administration Commercial Buildings Energy Consumption Survey | Land | 2012 | ||
EIA_CBECS_Water | Energy Information Administration Commercial Buildings Energy Consumption Survey | Water | Country | Water consumption in large buildings | 2012 |
EIA_MECS_Energy | Energy Information Administration Manufacturing Energy Consumption Survey | Energy, Other | Region | Fuel and nonfuel consumption of energy flows by manufacturing industries | 2010, 2014 |
EIA_MECS_Land | Energy Information Administration Manufacturing Energy Consumption Survey | Land | National, Regional | 2010, 2014 | |
EIA_MER | Energy Information Administration Monthly Energy Review | Energy | National | 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020 | |
EPA_GHGI | Inventory of U.S. Greenhouse Gas Emissions and Sinks | Chemicals, Energy, Other | National | 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018 | |
EPA_NEI_Nonpoint | Environmental Protection Agency National Emissions Inventory Nonpoint sources | Chemicals | County | Air emissions of criteria pollutants, criteria precursors, and hazardous air pollutants | 2008, 2011, 2014, 2017 |
EPA_NEI_Nonroad | Environmental Protection Agency National Emissions Inventory Nonroad sources | Chemicals | County | Air emissions of criteria pollutants, criteria precursors, and hazardous air pollutants | 2008, 2011, 2014, 2017 |
EPA_NEI_Onroad | Environmental Protection Agency National Emissions Inventory Onroad sources | Chemicals | County | Air emissions of criteria pollutants, criteria precursors, and hazardous air pollutants | 2008, 2011, 2014, 2017 |
NOAA_FisheryLandings | National Oceanic and Atmospheric Administration Fisheries | Money | State | Fishery landings | 2012, 2013, 2014, 2015, 2016, 2017, 2018 |
StatCan_GDP | Statistics Canada Gross Domestic Product | Money | Canada | 2010, 2011, 2012, 2013, 2014, 2015 | |
StatCan_IWS_MI | Statistics Canada Industrial Water Survey | Water | Country | Water use by NAICS | 2005, 2007, 2009, 2011, 2013, 2015 |
StatCan_LFS | Statistics Canada Labour Force Study | Employment | Canada | 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2016, 2018, 2019 | |
USDA_CoA_Cropland | USDA Census of Agriculture | Land, Other | County | Crop area by farm size and irrigation status | 2012, 2017 |
USDA_CoA_Cropland_NAICS | USDA Census of Agriculture | 2012, 2017 | |||
USDA_CoA_Livestock | USDA Census of Agriculture | Other | County | Livestock count by farm size | 2012, 2017 |
USDA_ERS_FIWS | USDA Farm Income and Wealth Statistics | Money | National | 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019 | |
USDA_ERS_MLU | USDA Major Land Use | Land | National | 2007, 2012 | |
USDA_IWMS | USDA Irrigation and Water Management Survey | Water | State | Water application rate by state and crop | 2013, 2018 |
USGS_MYB_SodaAsh | 2010, 2011, 2012, 2013, 2014, 2015, 2015, 2016, 2017 | ||||
USGS_NWIS_WU | US Geological Survey Water Use in the US | Water | County | Annual national level water use by various activities | 2010, 2015 |
USGS_WU_Coef | USDA Water Use Coefficients | Water | National | 2005 |
Environmental data attributed to North American Industrial Classification (NAICS) Codes, formatted into standard FlowBySector datasets.
Description | Code | Years | Number of methods of sector allocation |
---|---|---|---|
Criteria and hazardous air emissions | CAP_HAP_national | 2017 | 1 |
Employment | Employment_national | 2017 | 1 |
Land use | Land_national | 2012 | 1 |
Water withdrawal | Water_national | 2010, 2015 | 3 |
Water withdrawal | Water_state | 2015 | 1 |
Point source releases to water | TRI_DMR_national | 2017 | 1 |
Commercial RCRA-defined hazardous waste | CRHW_national | 2017 | 1 |
Point source industrial releases to ground | GRDREL_national | 2017 | 1 |
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