U.S. Greenhouse Gas Center: Data Usage Notebooks

Welcome to the U.S. Greenhouse Gas (GHG) Center data usage notebooks, your gateway to exploring and analyzing curated datasets on greenhouse gas emissions. Our cloud-based system offers seamless access to GHG curated datasets. Dive into the data with our data usage Jupyter notebooks, which demonstrate how to explore, access, visualize, and conduct basic data analysis for each GHG Center dataset in a code notebook environment. The data usage notebooks are grouped topically. Click on a notebook to learn more about the dataset and to view the data usage code.

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View the US GHG Center Data Catalog

Gridded Anthropogenic Greenhouse Gas Emissions

1. OCO-2 MIP Top-Down CO₂ Budgets
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the OCO-2 MIP Top-Down CO₂ Budgets dataset.
   • Intermediate level notebook to read and visualize National CO₂ Budgets using OCO-2 MIP Top-Down CO₂ Budget country total data. This notebook utilizes the country totals available at https://ceos.org/gst/carbon-dioxide.html, which compliment the global 1° x 1° gridded CO₂ Budget data featured in the US GHG Center.
2. ODIAC Fossil Fuel CO₂ Emissions
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the ODIAC Fossil Fuel CO₂ Emissions dataset.
3. TM5-4DVar Isotopic CH₄ Inverse Fluxes
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the TM5-4DVar Isotopic CH₄ Inverse Fluxes dataset.
4. U.S. Gridded Anthropogenic Methane Emissions Inventory
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the U.S. Gridded Anthropogenic Methane Emissions Inventory dataset.
5. Vulcan Fossil Fuel CO₂ Emissions
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the Vulcan Fossil Fuel CO₂ Emissions, Version 4 dataset.
6. GRA²PES Greenhouse Gas and Air Quality Species
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the GRA2PES, Version 1 dataset.

Natural Greenhouse Gas Emissions and Sinks

1. Air-Sea CO₂ Flux, ECCO-Darwin Model v5
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the Air-Sea CO₂ Flux, ECCO-Darwin Model v5 dataset.
2. MiCASA Land Carbon Flux
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the MiCASA Land Carbon Flux dataset.
3. GOSAT-based Top-down Total and Natural Methane Emissions
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the GOSAT-based Top-down Total and Natural Methane Emissions dataset.
4. OCO-2 MIP Top-Down CO₂ Budgets
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the OCO-2 MIP Top-Down CO₂ Budgets dataset.
   • Intermediate level notebook to read and visualizeNational CO₂ Budgets using OCO-2 MIP Top-Down CO₂ Budget country total data. This notebook utilizes the country totals available at ceos.org/gst/carbon-dioxide, which compliment the global 1° x 1° gridded CO₂ Budget data featured in the US GHG Center.
5. TM5-4DVar Isotopic CH₄ Inverse Fluxes
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the TM5-4DVar Isotopic CH₄ Inverse Fluxes dataset.
6. Wetland Methane Emissions, LPJ-EOSIM model
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the Wetland Methane Emissions, LPJ-EOSIM model dataset.

Large Emissions Events

1. EMIT Methane Point Source Plume Complexes
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the EMIT Methane Point Source Plume Complexes dataset.

Greenhouse Gas Concentrations

1. Atmospheric Carbon Dioxide Concentrations from NOAA Global Monitoring Laboratory
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the Atmospheric Carbon Dioxide Concentrations from NOAA Global Monitoring Laboratory dataset.
2. OCO-2 GEOS Column CO₂ Concentrations
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the OCO-2 GEOS Column CO₂ Concentrations dataset.
3. Carbon Dioxide and Methane Concentrations from the Indianapolis Flux Experiment (INFLUX)
   • Beginner level notebook
4. Carbon Dioxide and Methane Concentrations from the Los Angeles Megacity Carbon Project
   • Beginner level notebook
5. Carbon Dioxide and Methane Concentrations from the Northeast Corridor (NEC) Urban Test Bed
   • Beginner level notebook
6. Carbon Dioxide and Methane Concentrations from the Indianapolis Flux Experiment (INFLUX)
   • Beginner level notebook
7. Carbon Dioxide and Methane Concentrations from the Los Angeles Megacity Carbon Project
   • Beginner level notebook
8. Carbon Dioxide and Methane Concentrations from the Northeast Corridor (NEC) Urban Test Bed
   • Beginner level notebook

Socioeconomic

1. SEDAC Gridded World Population Density
   • Beginner level notebook to access, visualize, explore statistics, and create a time series of the SEDAC Gridded World Population Density dataset.

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