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US-GHG-Center · Dec 5, 2024 · 6729778 · 6729778
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diff --git a/_quarto.yml b/_quarto.yml
@@ -59,7 +59,6 @@ website:
               - user_data_notebooks/epa-ch4emission-grid-v2express_User_Notebook.ipynb
               - user_data_notebooks/vulcan-ffco2-yeargrid-v4_User_Notebook.ipynb
               - user_data_notebooks/gra2pes-ghg-monthgrid-v1_User_Notebook.ipynb
-              - user_data_notebooks/tm54dvar-ch4flux-monthgrid-v1_User_Notebook.ipynb              
           - section: Natural Greenhouse Gas Sources Emissions and Sinks
             contents:
               - user_data_notebooks/eccodarwin-co2flux-monthgrid-v5_User_Notebook.ipynb
@@ -125,7 +124,6 @@ website:
               - processing_and_verification_reports/ct-ch4-monthgrid-v2023_Processing and Verification Report.qmd
               - processing_and_verification_reports/epa-ch4emission-grid-v2express_Processing and Verification Report.qmd 
               - processing_and_verification_reports/vulcan-ffco2-yeargrid-v4_Processing and Verification Report.qmd  
-              - processing_and_verification_reports/tm54dvar-ch4flux-monthgrid-v1_Processing and Verification Report.qmd
 
           - section: Natural Greenhouse Gas Sources Emissions and Sinks
             contents:

diff --git a/cog_transformation/gosat-based-ch4budget-yeargrid-v1.ipynb b/cog_transformation/gosat-based-ch4budget-yeargrid-v1.ipynb
@@ -2,13 +2,17 @@
  "cells": [
   {
    "cell_type": "raw",
-   "metadata": {},
+   "metadata": {
+    "vscode": {
+     "languageId": "raw"
+    }
+   },
    "source": [
     "---\n",
-    "title: GOSAT-based Top-down Methane Budgets\n",
+    "title: GOSAT-based Top-down Total and Natural Methane Emissions\n",
     "description: Documentation of data transformation\n",
     "author: Vishal Gaur\n",
-    "date: August 31, 2023\n",
+    "date: Nov 14, 2024\n",
     "execute:\n",
     "  freeze: true\n",
     "---"
@@ -18,7 +22,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This script was used to transform the GOSAT-based Top-down Methane Budgets dataset from netCDF to Cloud Optimized GeoTIFF (COG) format for display in the Greenhouse Gas (GHG) Center.\n"
+    "This script was used to transform the GOSAT-based Top-down Total and Natural Methane Emissions dataset from netCDF to Cloud Optimized GeoTIFF (COG) format for display in the Greenhouse Gas (GHG) Center.\n"
    ]
   },
   {

diff --git a/data_workflow/gosat-based-ch4budget-yeargrid-v1_Data_Flow.qmd b/data_workflow/gosat-based-ch4budget-yeargrid-v1_Data_Flow.qmd
@@ -1,3 +1,3 @@
 # GOSAT-based Top-down Total and Natural Methane Emissions
 
-![Data Flow Diagram Extending From Acquisition/Creation to User Delivery](./media/ceos-ch4budget-yeargrid-v1_Data_Flow.png)
+![Data Flow Diagram Extending From Acquisition/Creation to User Delivery](./media/gosat-based-ch4budget-yeargrid-v1_Data_Flow.png)
diff --git a/data_workflow/media/gosat-based-ch4budget-yeargrid-v1_Data_Flow.png b/data_workflow/media/gosat-based-ch4budget-yeargrid-v1_Data_Flow.png
diff --git a/data_workflow/media/tm54dvar-ch4flux-monthgrid-v1_Data_Flow.png b/data_workflow/media/tm54dvar-ch4flux-monthgrid-v1_Data_Flow.png
diff --git a/data_workflow/tm54dvar-ch4flux-monthgrid-v1_Processing and Verification Report.qmd b/data_workflow/tm54dvar-ch4flux-monthgrid-v1_Processing and Verification Report.qmd
diff --git a/datatransformationcode.qmd b/datatransformationcode.qmd
@@ -21,7 +21,6 @@ Explore, analyze, and make a difference with the US GHG Center.
 4. [U.S. Gridded Anthropogenic Methane Emissions Inventory](cog_transformation/epa-ch4emission-grid-v2express.ipynb)
 5. [Vulcan Fossil Fuel CO₂ Emissions](cog_transformation/vulcan-ffco2-yeargrid-v4.ipynb)
 6. [GRA²PES Greenhouse Gas and Air Quality Species](cog_transformation/gra2pes-ghg-monthgrid-v1.ipynb)
-7. [TM5-4DVar Isotopic CH₄ Inverse Fluxes](cog_transformation/tm54dvar-ch4flux-monthgrid-v1.ipynb)
 
 ## Natural Greenhouse Gas Emissions and Sinks
 1. [Air-Sea CO₂ Flux, ECCO-Darwin Model v5](cog_transformation/eccodarwin-co2flux-monthgrid-v5.ipynb)

diff --git a/datausage.qmd b/datausage.qmd
@@ -17,15 +17,13 @@ Explore, analyze, and make a difference with the US GHG Center.
 2. ODIAC Fossil Fuel CO₂ Emissions
    - [Beginner level notebook](user_data_notebooks/odiac-ffco2-monthgrid-v2023_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the ODIAC Fossil Fuel CO₂ Emissions dataset.
 3. CarbonTracker-CH₄ Isotopic Methane Inverse Fluxes
-   - [Beginner level notebook](user_data_notebooks/ct-ch4-monthgrid-v2023_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the TM5-4DVar Isotopic CH₄ Inverse Fluxes dataset.
+   - [Beginner level notebook](user_data_notebooks/ct-ch4-monthgrid-v2023_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the CarbonTracker-CH₄ Isotopic Methane Inverse Fluxes dataset.
 4. U.S. Gridded Anthropogenic Methane Emissions Inventory
    - [Beginner level notebook](user_data_notebooks/epa-ch4emission-grid-v2express_User_Notebook.ipynb) 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](user_data_notebooks/vulcan-ffco2-yeargrid-v4_User_Notebook.ipynb) 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](user_data_notebooks/gra2pes-ghg-monthgrid-v1_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the GRA2PES, Version 1 dataset.
-7. TM5-4DVar Isotopic CH₄ Inverse Fluxes
-   - [Beginner level notebook](user_data_notebooks/tm54dvar-ch4flux-monthgrid-v1_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the TM5-4DVar Isotopic CH₄ Inverse Fluxes dataset.
 
 ## Natural Greenhouse Gas Emissions and Sinks
 1. Air-Sea CO₂ Flux, ECCO-Darwin Model v5 
@@ -38,11 +36,9 @@ Explore, analyze, and make a difference with the US GHG Center.
    - [Beginner level notebook](user_data_notebooks/oco2-mip-co2budget-yeargrid-v1_User_Notebook.ipynb) 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](user_data_notebooks/oco2-mip-National-co2budget.ipynb)National 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. CarbonTracker-CH₄ Isotopic Methane Inverse Fluxes
-   - [Beginner level notebook](user_data_notebooks/ct-ch4-monthgrid-v2023_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the TM5-4DVar Isotopic CH₄ Inverse Fluxes dataset.
+   - [Beginner level notebook](user_data_notebooks/ct-ch4-monthgrid-v2023_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the CarbonTracker-CH₄ Isotopic Methane Inverse Fluxes dataset.
 6. Wetland Methane Emissions, LPJ-EOSIM model
    - [Beginner level notebook](user_data_notebooks/lpjeosim-wetlandch4-grid-v1_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the Wetland Methane Emissions, LPJ-EOSIM model dataset.
-7. TM5-4DVar Isotopic CH₄ Inverse Fluxes
-   - [Beginner level notebook](user_data_notebooks/tm54dvar-ch4flux-monthgrid-v1_User_Notebook.ipynb) to access, visualize, explore statistics, and create a time series of the TM5-4DVar Isotopic CH₄ Inverse Fluxes dataset.
 
 ## Large Emissions Events
 1. EMIT Methane Point Source Plume Complexes

diff --git a/processingreport.qmd b/processingreport.qmd
@@ -20,7 +20,7 @@ Explore, analyze, and make a difference with the US GHG Center.
 4. [U.S. Gridded Anthropogenic Methane Emissions Inventory Processing and Verification Report](processing_and_verification_reports/epa-ch4emission-grid-v2express_Processing and Verification Report.qmd)
 5. [Vulcan Fossil Fuel CO₂ Emissions Processing and Verification Report](processing_and_verification_reports/vulcan-ffco2-yeargrid-v4_Processing and Verification Report.qmd)
 6. [GRA²PES Greenhouse Gas and Air Quality Species Processing and Verification Report](processing_and_verification_reports/gra2pes-ghg-monthgrid-v1_Processing and Verification Report.qmd)
-7. [TM5-4DVar Isotopic CH₄ Inverse Fluxes Processing and Verification Report](processing_and_verification_reports/tm54dvar-ch4flux-monthgrid-v1_Processing and Verification Report.qmd)
+
 
 ## Natural Greenhouse Gas Emissions and Sinks
 1. [Air-Sea CO₂ Flux, ECCO-Darwin Model v5 Processing and Verification Report](processing_and_verification_reports/eccodarwin-co2flux-monthgrid-v5_Processing and Verification Report.qmd)

diff --git a/user_data_notebooks/ct-ch4-monthgrid-v2023_User_Notebook.ipynb b/user_data_notebooks/ct-ch4-monthgrid-v2023_User_Notebook.ipynb
@@ -110,7 +110,7 @@
     "RASTER_API_URL = \"https://earth.gov/ghgcenter/api/raster\"\n",
     "\n",
     "# The collection name is used to fetch the dataset from the STAC API. First, we define the collection name as a variable\n",
-    "# Name of the collection for TM5 CH₄ inverse flux dataset \n",
+    "# Name of the collection for CarbonTracker-CH₄ Isotopic Methane Inverse Fluxes \n",
     "collection_name = \"ct-ch4-monthgrid-v2023\""
    ]
   },
@@ -310,7 +310,7 @@
     "\n",
     "# Next, we need to specify the asset name for this collection\n",
     "# The asset name is referring to the raster band containing the pixel values for the parameter of interest\n",
-    "# For the case of the TM5-4DVar Isotopic CH₄ Inverse Fluxes collection, the parameter of interest is “fossil”\n",
+    "# For the case of the CarbonTracker-CH₄ Isotopic Methane Inverse Fluxes collection, the parameter of interest is “fossil”\n",
     "asset_name = \"fossil\" #fossil fuel"
    ]
   },
@@ -1741,7 +1741,7 @@
    "source": [
     "## Summary\n",
     "\n",
-    "In this notebook we have successfully explored, analyzed, and visualized the STAC collection for TM5-4DVar Isotopic CH₄ Inverse Fluxes dataset.\n",
+    "In this notebook we have successfully explored, analyzed, and visualized the STAC collection for CarbonTracker-CH₄ Isotopic Methane Inverse Fluxes dataset.\n",
     "\n",
     "1.  Install and import the necessary libraries\n",
     "2.  Fetch the collection from STAC collections using the appropriate endpoints\n",

diff --git a/workflow.qmd b/workflow.qmd
@@ -18,8 +18,6 @@ Explore, analyze, and make a difference with the US GHG Center.
 4. [U.S. Gridded Anthropogenic Methane Emissions Inventory Data Flow Diagram](data_workflow/epa-ch4emission-grid-v2express_Data_Flow.qmd)
 5. [Vulcan Fossil Fuel CO₂ Emissions Data Flow Diagram](data_workflow/vulcan-ffco2-yeargrid-v4_Data_Flow.qmd)
 6. [GRA²PES Greenhouse Gas and Air Quality Species Data Flow Diagram](data_workflow/gra2pes-ghg-monthgrid-v1_Data_Flow.qmd)
-7. [TM5-4DVar Isotopic CH₄ Inverse Fluxes Data Flow Diagram](data_workflow/tm54dvar-ch4flux-monthgrid-v1_Data_Flow.qmd)
-
 
 ## Natural Greenhouse Gas Sources Emissions and Sinks
 1. [Air-Sea CO₂ Flux, ECCO-Darwin Model v5 Data Flow Diagram](data_workflow/eccodarwin-co2flux-monthgrid-v5_Data_Flow.qmd)