SWOT Discharge Cookbook Updates

_quarto.yml

@@ -172,6 +172,8 @@ website:
                             href: notebooks/DataStories/SWOTHR_Science_Application.ipynb
                           - text: "Local"
                             href: notebooks/DataStories/SWOTHR_Science_Application_localmachine.ipynb
+                  - text: "Discharge and WQ"
+                    href: quarto_text/SWOT.html#Discharge and Water Quality
                   - section: "GIS Workflows"
                     contents:
                       - text: "Tutorials"

quarto_text/SWOT.qmd

@@ -9,7 +9,7 @@ The Surface Water and Ocean Topography (SWOT) mission aims to provide valuable d
 
 ## SWOT Data Resources & Tutorials
 
-#### **Search & Download**
+### **Search & Download**
 
 #### **Via Graphical User Interface:**
 
@@ -144,6 +144,39 @@ In [Earthdata Search GUI](https://search.earthdata.nasa.gov/search):
 
 #### SWOT Hydrology Science Workflow [in the Cloud](../notebooks/DataStories/SWOTHR_Science_Application.ipynb) or [on a local machine](../notebooks/DataStories/SWOTHR_Science_Application_localmachine.ipynb) - Retrieving SWOT attributes (WSE, width, slope) and plotting a longitudinal profile along a river or over a basin
 
+### **Discharge and Water Quality (WQ)**
+
+The SWORD of Science (SoS) is a community-driven dataset produced for and from the execution of the Confluence workflow in the cloud which enables quick data access and compute on SWOT data. Data granules contain two files, priors and results. The priors file contains prior information, such as in-situ gage data and model output that is used to generate the discharge products. The results file contains the resulting river discharge data products.
+
+The SoS is organized by continent following [SWOT River Database (SWORD)](https://www.swordexplorer.com/) structure and naming conventions. It is indexed on the same reach and node identifier dimensions found in SWORD. Time series data is stored by cycle and pass on an observation dimension.
+
+More information is available in the SWOT-Confluence Github repository:
+
+- [Documentation for priors](https://github.com/SWOT-Confluence/documentation/blob/main/documentation/confluence_data_description-priors.pdf)
+
+- [Documentation for results](https://github.com/SWOT-Confluence/documentation/blob/main/documentation/confluence_data_description-results.pdf)
+
+Results are organized into groups corresponding to modules in the SWOT-Confluence processing software. Modules are described in the [Confluence Module Documentation.](https://github.com/SWOT-Confluence/documentation/blob/main/documentation/confluence_module_documentation_v1.0.pdf)
+These L4 discharge and water quality time series are available as netCDF, and released with a monthly temporal frequency. 
+
+#### SWOT Discharge Data Resources & Tutorials 
+
+- #### Quick User Guide: SWOT HR River Discharge Products v1.0 Quick Guide [insert link once have final version from Colin and it’s hosted somewhere]
+
+- #### Quick User Guide Graphic: SWOT HR River Discharge Products v1.0 Quick Guide Graphic [insert link once doc hosted]
+
+- #### Overview Video: [River Discharge from the SWOT Mission video](https://youtu.be/UWpqwy2IZog)
+
+- #### Python & R Video Tutorials: [SWOT Discharge Video Tutorials] (https://www.youtube.com/@SWOTDAWG) - tutorials for accessing the SWOT discharge product from SoS netcdf files, for Python and R users.
+
+- #### Tutorial:[Exploring river discharge in the SWORD of Science (SOS) dataset](../notebooks/datasets/SWOT_L4_DAWG_SOS_DISCHARGE.ipynb)
+
+- #### Tutorial:[Exploring gauges and river discharge in the SWORD of Science (SOS) dataset](../notebooks/datasets/SWOT_L4_DAWG_SOS_DISCHARGE_gauges.ipynb)
+
+- #### Tutorial:[Exploring gauges and plotting all river discharge in the SWORD of Science (SOS) dataset](../notebooks/datasets/SWOT_L4_DAWG_SOS_DISCHARGE_gauges_plot_all.ipynb)
+
+- #### Tutorial:[Visualize discharge in the SWORD of Science (SoS)](../notebooks/datasets/SWOT_L4_DAWG_SOS_DISCHARGE_visualize.ipynb)
+
 ### **GIS workflows**
 
 #### **Tutorials**