Visualizing results

A key part of verification is visualizing the results. veriflow does not include built-in visualization capabilities, but the output dataset produced by veriflow can be easily visualized using a wide range of tools that support the xarray and/or netCDF data formats.

Some examples of tools that can be used to visualize the output dataset include:

• Python libraries such as xarray, matplotlib, seaborn, plotly, and hvplot for creating custom visualizations.

• For interactive visualization, we’ve successfully used Jupyter Notebooks and Jupyter Lab to explore the output dataset and create visualizations.

• For more advanced visualization and dashboarding, tools like Dash work really well with the output dataset produced by veriflow, and allow you to create interactive dashboards to explore the verification results. An example is included in our tutorial gallery.