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#!/usr/bin/env python3 | ||
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# make plots for marine analysis | ||
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import matplotlib.pyplot as plt | ||
import xarray as xr | ||
import cartopy | ||
import cartopy.crs as ccrs | ||
import numpy as np | ||
import os | ||
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projs = {'North': ccrs.NorthPolarStereo(), | ||
'South': ccrs.SouthPolarStereo(), | ||
'Global': ccrs.Mollweide(central_longitude=-150)} | ||
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def plot_config(grid_file=[], data_file=[], | ||
variable=[], levels=[], bounds=[], colormap=[], comout=[], lats=[]): | ||
""" | ||
Prepares the configuration for the plotting functions below | ||
""" | ||
config = {} | ||
config['grid file'] = grid_file | ||
config['fields file'] = data_file | ||
config['variable'] = variable | ||
config['levels'] = levels | ||
config['bounds'] = bounds | ||
config['colormap'] = colormap | ||
config['lats'] = lats | ||
config['comout'] = comout | ||
config['max depth'] = 5000.0 | ||
config['proj'] = 'Global' | ||
return config | ||
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def plot_horizontal_slice(config): | ||
""" | ||
pcolormesh of a horizontal slice of an ocean field | ||
""" | ||
grid = xr.open_dataset(config['grid file']) | ||
data = xr.open_dataset(config['fields file']) | ||
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dirname = os.path.join(config['comout'], config['variable']) | ||
os.makedirs(dirname, exist_ok=True) | ||
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if config['variable'] in ['Temp', 'Salt', 'u', 'v']: | ||
level = config['levels'][0] | ||
slice_data = np.squeeze(data[config['variable']])[level, :, :] | ||
label_colorbar = config['variable']+' Level '+str(level) | ||
figname = os.path.join(dirname, config['variable']+'_Level_'+str(level)) | ||
else: | ||
slice_data = np.squeeze(data[config['variable']]) | ||
label_colorbar = config['variable'] | ||
figname = os.path.join(dirname, config['variable']+'_'+config['proj']) | ||
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bounds = config['bounds'] | ||
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fig, ax = plt.subplots(figsize=(8, 5), subplot_kw={'projection': projs[config['proj']]}) | ||
plt.pcolormesh(np.squeeze(grid.lon), | ||
np.squeeze(grid.lat), | ||
slice_data, | ||
vmin=bounds[0], vmax=bounds[1], | ||
transform=ccrs.PlateCarree(), | ||
cmap=config['colormap']) | ||
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plt.colorbar(label=label_colorbar, shrink=0.5, orientation='horizontal') | ||
ax.coastlines() # TODO: make this work on hpc | ||
ax.gridlines(draw_labels=True) | ||
if config['proj'] == 'South': | ||
ax.set_extent([-180, 180, -90, -50], ccrs.PlateCarree()) | ||
if config['proj'] == 'North': | ||
ax.set_extent([-180, 180, 50, 90], ccrs.PlateCarree()) | ||
# ax.add_feature(cartopy.feature.LAND) # TODO: make this work on hpc | ||
plt.savefig(figname, bbox_inches='tight', dpi=600) | ||
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def plot_zonal_slice(config): | ||
""" | ||
pcolormesh of a zonal slice of an ocean field | ||
""" | ||
lat = float(config['lats'][0]) | ||
grid = xr.open_dataset(config['grid file']) | ||
data = xr.open_dataset(config['fields file']) | ||
lat_index = np.argmin(np.array(np.abs(np.squeeze(grid.lat)[:, 0]-lat))) | ||
slice_data = np.squeeze(np.array(data[config['variable']]))[:, lat_index, :] | ||
depth = np.squeeze(np.array(grid['h']))[:, lat_index, :] | ||
depth[np.where(np.abs(depth) > 10000.0)] = 0.0 | ||
depth = np.cumsum(depth, axis=0) | ||
bounds = config['bounds'] | ||
x = np.tile(np.squeeze(grid.lon[:, lat_index]), (np.shape(depth)[0], 1)) | ||
fig, ax = plt.subplots(figsize=(8, 5)) | ||
plt.pcolormesh(x, -depth, slice_data, | ||
vmin=bounds[0], vmax=bounds[1], | ||
cmap=config['colormap']) | ||
plt.colorbar(label=config['variable']+' Lat '+str(lat), shrink=0.5, orientation='horizontal') | ||
ax.set_ylim(-config['max depth'], 0) | ||
dirname = os.path.join(config['comout'], config['variable']) | ||
os.makedirs(dirname, exist_ok=True) | ||
figname = os.path.join(dirname, config['variable'] + | ||
'zonal_lat_'+str(int(lat)) + '_' + str(int(config['max depth'])) + 'm') | ||
plt.savefig(figname, bbox_inches='tight', dpi=600) |