Add RMSE scores based vertical pressure profile recipe and include pl…

[Sylvia Bohnenstengel (Sylviabohnenstengel)]

…otting of vertical profiles without sequence_coordinate for 1D cubes.

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• Documentation has been updated to reflect change.
• New code has tests, and affected old tests have been updated.
• All tests and CI checks pass.
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[github-actions]

[Sylvia Bohnenstengel (Sylviabohnenstengel)]

Test figure for RMSE testing MODELB vs MODELB expecting RMSE=0.0 on all levels.

[Sylvia Bohnenstengel (Sylviabohnenstengel)]

Added capability to calculate the RMSE over the spatial domain on each layer for each timestep separately. This required a change to scores wrapper that matches the expected preserved dimensions that match xarray dimension names with the iris coordinates such as "time". The latter might be auxiliary coordinates attached to a differently named dimension such as dim0 so these needed matching.

Adding plots to show that recipe works for individual times as well.
This requires the addition of "time" to the preserved coordinate in the recipe when calling the scores_rmse wrapper.

[Sylvia Bohnenstengel (Sylviabohnenstengel)]

Added aggregation period into title of profile RMSE plot. vertical plotting profile now recognises scalar sequence coordinates and uses them in the title/filename. In addition the output filename now includes the time range over which the RMSE was calculated.

Github copilot utilised for this commit.

Figures now shows the aggregation period when only preserving pressure and not time in the rmse calculation with scores.

If intending to plot individual rmse profiles for evevry time point then "time" needs to be added alongside "pressure" in the recipe when calling rmse scores. Figure below shows RMSe workign with date and time in title for a snapshot as well.

[Sylvia Bohnenstengel (Sylviabohnenstengel)]

vertical profiles of RMSE for a sequence such as time points as well as vertical profile of RMSE for whole case study are enabled independently of each other in the rose gui.