add ozone sonder plot based on 'develop aircraft' branch

docs/examples/control_ufsaqm_ozonesonde.yaml

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+# General Description:
+# Any key that is specific for a plot type will begin with ts for timeseries, ty for taylor
+# Opt: Specifying the variable or variable group is optional
+# For now all plots except time series average over the analysis window. 
+# Seting axis values - If set_axis = True in data_proc section of each plot_grp the yaxis for the plot will be set based on the values specified in the obs section for each variable. If set_axis is set to False, then defaults will be used. 'vmin_plot' and 'vmax_plot' are needed for 'timeseries', 'spatial_overlay', and 'boxplot'. 'vdiff_plot' is needed for 'spatial_bias' plots and'ty_scale' is needed for 'taylor' plots. 'nlevels' or the number of levels used in the contour plot can also optionally be provided for spatial_overlay plot. If set_axis = True and the proper limits are not provided in the obs section, a warning will print, and the plot will be created using the default limits.
+analysis:
+  start_time: '2023-06-24-00:00:00' #UTC
+  end_time: '2023-06-25-00:00:00' #UTC
+  output_dir: ./output/ufsaqm_ozonesonde
+  debug: True
+
+model:
+  ufsaqm_cmaq52: # model label
+    files: 'example:ufsaqm:cmaq52_2023-06-24_20-21'
+    mod_type: 'rrfs'
+    radius_of_influence: 19500 #meters: horizontal resolution * 1.5
+    mapping: #model species name : obs species name
+      gml-ozonesondes:
+        o3_ave: 'o3'
+    variables:
+      pres_pa_mid:
+        rename: pressure_model
+        unit_scale: 1
+        unit_scale_method: '*'
+    projection: ~
+    plot_kwargs: #Opt
+      color: 'red'
+      marker: '.'
+      linestyle: '-'
+
+  ufsaqm_cmaq54: # model label
+    files: 'example:ufsaqm:cmaq54_2023-06-24_20-21'
+    mod_type: 'rrfs'
+    radius_of_influence: 19500 #meters: horizontal resolution * 1.5
+    mapping: #model species name : obs species name
+      gml-ozonesondes:
+        o3_ave: 'o3'
+    variables:
+      pres_pa_mid:
+        rename: pressure_model
+        unit_scale: 1
+        unit_scale_method: '*'
+    projection: ~
+    plot_kwargs: #Opt
+      color: 'cornflowerblue'
+      marker: '.'
+      linestyle: '-'
+
+obs:
+  gml-ozonesondes: # obs label
+    filename: 'example:gml-100m-ozonesondes:as-of-2024-02-09'
+    obs_type: ozone_sonder
+    variables: #Opt 
+      o3:
+        unit_scale: 1000 #Opt Scaling factor (original ppmv, convert to ppbv)
+        unit_scale_method: '*' #Opt Multiply = '*' , Add = '+', subtract = '-', divide = '/'
+        nan_value: -1.0 # Opt Set this value to NaN
+        ylabel_plot: 'Ozone (ppbv)'
+        vmin_plot: 10.0 #Opt Min for y-axis during plotting. To apply to a plot, change restrict_yaxis = True.
+        vmax_plot: 100.0 #Opt Max for y-axis during plotting. To apply to a plot, change restrict_yaxis = True.
+        vdiff_plot: 20.0 #Opt +/- range to use in bias plots. To apply to a plot, change restrict_yaxis = True.
+        #nlevels_plot: 21 #Opt number of levels used in colorbar for contourf plot.
+        #regulatory: False #Opt compute regulatory functions
+      latitude:
+        unit_scale: 1  
+        unit_scale_method: '*'
+      longitude:
+        unit_scale: 1  
+        unit_scale_method: '*'
+      press:
+        rename: pressure_obs # name to convert this variable to
+        unit_scale: 100  # convert model hPa to Pa
+        unit_scale_method: '*'
+#      temp:
+#        rename: temperature_obs # name to convert this variable to
+#        unit_scale: 0     # original in degree C
+#        unit_scale_method: '-'
+
+plots:
+  plot_grp1:
+    type: 'vertical_single_date' # plot type
+    fig_kwargs: #Opt to define figure options
+      figsize: [6,8] # figure size if multiple plots
+    default_plot_kwargs: # Opt to define defaults for all plots. Model kwargs overwrite these.
+      linewidth: 2.0
+      markersize: 5.
+    text_kwargs: #Opt
+      fontsize: 18.
+    domain_type: ['all'] #List of domain types: 'all' or any domain in obs file. (e.g., airnow: epa_region, state_name, siteid, etc.) 
+    domain_name: ['CONUS'] #List of domain names. If domain_type = all domain_name is used in plot title.
+
+    altitude_range: [0,10]
+    altitude_method: ['sea level'] #choose from 'ground level' or 'sea level'
+    station_name: ['Trinidad Head, California']
+    compare_date_single: [2023,6,24,20,30,18]
+    monet_logo_position: [1] #1 is lower left, 4 is upper left.    
+    data: ['gml-ozonesondes_ufsaqm_cmaq52', 'gml-ozonesondes_ufsaqm_cmaq54'] # make this a list of pairs in obs_model where the obs is the obs label and model is the model_label
+
+    data_proc:
+      #filter_dict: {'state_name':{'value':['CA','NY'],'oper':'isin'},'WS':{'value':1,'oper':'<'}}
+      #filter_string: state_name in ['CA','NY'] and WS < 1 # Uses pandas query method.
+      #rem_obs_by_nan_pct: {'group_var': 'siteid','pct_cutoff': 25,'times':'hourly'} # Groups by group_var, then removes all instances of groupvar where obs variable is > pct_cutoff % nan values
+      rem_obs_nan: True # True: Remove all points where model or obs variable is NaN. False: Remove only points where model variable is NaN.
+      #ts_select_time: 'time_local' #Time used for avg and plotting: Options: 'time' for UTC or 'time_local'
+      #ts_avg_window: 'H' # Options: None for no averaging or list pandas resample rule (e.g., 'H', 'D')
+      set_axis: True #If select True, add vmin_plot and vmax_plot for each variable in obs.
+
+  plot_grp2:
+    type: 'vertical_boxplot_os' # plot type
+    fig_kwargs: #Opt to define figure options
+      figsize: [6,8] # figure size if multiple plots
+    default_plot_kwargs: # Opt to define defaults for all plots. Model kwargs overwrite these.
+      linewidth: 2.0
+      markersize: 5.
+    text_kwargs: #Opt
+      fontsize: 18.
+    domain_type: ['all'] #List of domain types: 'all' or any domain in obs file. (e.g., airnow: epa_region, state_name, siteid, etc.) 
+    domain_name: ['CONUS'] #List of domain names. If domain_type = all domain_name is used in plot title.
+
+    altitude_range: [0,10]
+    altitude_method: ['ground level'] #choose from 'ground level' or 'sea level'
+    station_name: ['Trinidad Head, California']
+    compare_date_single: [2023,6,24,20,30,18]
+    monet_logo_position: [1] #1 is lower left, 4 is upper left.
+    altitude_threshold_list: [0,1,2,3,4,5,6,7,8,9,10]    
+    data: ['gml-ozonesondes_ufsaqm_cmaq52', 'gml-ozonesondes_ufsaqm_cmaq54'] # make this a list of pairs in obs_model where the obs is the obs label and model is the model_label
+
+    data_proc:
+      #filter_dict: {'state_name':{'value':['CA','NY'],'oper':'isin'},'WS':{'value':1,'oper':'<'}}
+      #filter_string: state_name in ['CA','NY'] and WS < 1 # Uses pandas query method.
+      #rem_obs_by_nan_pct: {'group_var': 'siteid','pct_cutoff': 25,'times':'hourly'} # Groups by group_var, then removes all instances of groupvar where obs variable is > pct_cutoff % nan values
+      rem_obs_nan: True # True: Remove all points where model or obs variable is NaN. False: Remove only points where model variable is NaN.
+      #ts_select_time: 'time_local' #Time used for avg and plotting: Options: 'time' for UTC or 'time_local'
+      #ts_avg_window: 'H' # Options: None for no averaging or list pandas resample rule (e.g., 'H', 'D')
+      set_axis: True #If select True, add vmin_plot and vmax_plot for each variable in obs.
+
+  plot_grp3:
+    type: 'density_scatter_plot_os' # plot type
+    fig_kwargs: #Opt to define figure options
+      figsize: [10,8] # figure size if multiple plots
+    default_plot_kwargs: # Opt to define defaults for all plots. Model kwargs overwrite these.
+      linewidth: 2.0
+      markersize: 5.
+    text_kwargs: #Opt
+      fontsize: 18.
+    domain_type: ['all'] #List of domain types: 'all' or any domain in obs file. (e.g., airnow: epa_region, state_name, siteid, etc.) 
+    domain_name: ['CONUS'] #List of domain names. If domain_type = all domain_name is used in plot title.
+
+    model_name_list: ['gml-ozonesondes', 'ufsaqm cmaq 5.2', 'ufsaqm cmaq 5.4']
+    altitude_range: [0,10]
+    altitude_method: ['ground level'] #choose from 'ground level' or 'sea level'
+
+#    station_name: ['Boulder, Colorado']
+#    compare_date_single: [2023,6,7,16,40,50]
+#    compare_date_single: [2023,6,15,16,6,29]
+#    compare_date_single: [2023,6,21,16,8,1]
+#    compare_date_single: [2023,6,28,18,23,44]
+#    compare_date_single: [2023,7,13,15,21,03]
+#    compare_date_single: [2023,7,17,16,17,04]
+#    compare_date_single: [2023,7,24,16,04,18]
+#    compare_date_single: [2023,8,1,15,23,46]
+#    compare_date_single: [2023,8,9,16,3,55]
+#    compare_date_single: [2023,8,16,13,59,47]
+#    compare_date_single: [2023,8,23,16,14,12]
+#    compare_date_single: [2023,8,29,16,25,12]
+
+    station_name: ['Trinidad Head, California']
+#    compare_date_single: [2023,6,12,1,2,7]
+#    compare_date_single: [2023,6,14,23,5,6]
+    compare_date_single: [2023,6,24,20,30,18]
+#    compare_date_single: [2023,7,03,20,38,41]
+#    compare_date_single: [2023,7,22,21,43,40]
+#    compare_date_single: [2023,8,4,22,16,11]
+#    compare_date_single: [2023,8,10,20,25,51]
+#    compare_date_single: [2023,8,18,20,9,52]
+    cmap_method: ['turbo']
+    monet_logo_position: [1] #1 is lower left, 4 is upper left.
+
+    data: ['gml-ozonesondes_ufsaqm_cmaq52', 'gml-ozonesondes_ufsaqm_cmaq54'] # make this a list of pairs in obs_model where the obs is the obs label and model is the model_label
+
+    data_proc:
+      #filter_dict: {'state_name':{'value':['CA','NY'],'oper':'isin'},'WS':{'value':1,'oper':'<'}}
+      #filter_string: state_name in ['CA','NY'] and WS < 1 # Uses pandas query method.
+      #rem_obs_by_nan_pct: {'group_var': 'siteid','pct_cutoff': 25,'times':'hourly'} # Groups by group_var, then removes all instances of groupvar where obs variable is > pct_cutoff % nan values
+      rem_obs_nan: True # True: Remove all points where model or obs variable is NaN. False: Remove only points where model variable is NaN.
+      #ts_select_time: 'time_local' #Time used for avg and plotting: Options: 'time' for UTC or 'time_local'
+      #ts_avg_window: 'H' # Options: None for no averaging or list pandas resample rule (e.g., 'H', 'D')
+      set_axis: True #If select True, add vmin_plot and vmax_plot for each variable in obs.

docs/examples/ufs-aqm-gml-ozonesonde.md

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+# GML ozonesonde and UFS-AQM
+
+[GML ozonesondes](https://gml.noaa.gov/ozwv/ozsondes/) can be fetched and loaded with MONETIO.
+For this example, we use a pre-prepared dataset of the 100-m data[^100m] and compare to
+runs of developmental versions of the UFS-AQM regional model.
+
+This example works with {doc}`the CLI </cli>`. (``melodies-monet run``).
+
+````{admonition} Control file.
+:class: dropdown
+
+```{literalinclude} control_ufsaqm_ozonesonde.yaml
+:caption:
+:linenos:
+```
+````
+
+[^100m]: Soundings regridded into a mostly 100-m vertical grid, with a single time assigned
+    for the whole profile.
+
+## Plots
+
+```{figure} output/ufsaqm_ozonesonde/plot_grp1.vertical_single_date.o3.2023-06-24_00.2023-06-25_00.all.CONUS.png
+:width: 85 %
+:alt: vertical profiles
+
+```
+
+```{figure} output/ufsaqm_ozonesonde/plot_grp2.vertical_boxplot_os.o3.2023-06-24_00.2023-06-25_00.all.CONUS.png
+:width: 85 %
+:alt: vertical profiles with boxplots
+
+````
+
+```{figure} output/ufsaqm_ozonesonde/plot_grp3.density_scatter_plot_os.o3.2023-06-24_00.2023-06-25_00.all.CONUS.gml-ozonesondes_ufsaqm_cmaq52.ground-level.png
+:width: 85 %
+:alt: comparison scatter plot
+
+```
+
+```{figure} output/ufsaqm_ozonesonde/plot_grp3.density_scatter_plot_os.o3.2023-06-24_00.2023-06-25_00.all.CONUS.gml-ozonesondes_ufsaqm_cmaq54.ground-level.png
+:width: 85 %
+:alt: comparison scatter plot for the other model
+
+```

docs/index.rst

@@ -85,7 +85,8 @@ MONETIO please refer to:
    examples/read_paired_data
    examples/aircraft_pairing
    examples/AEROMMA_UFS-AQM_Plots
-
+   examples/ufs-aqm-gml-ozonesonde
+
 .. toctree::
    :hidden:
    :maxdepth: 4