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import netCDF4 as nc | |
import numpy as np | |
from scipy.signal import resample | |
import seapy | |
import inspect | |
import os | |
import matplotlib.pyplot as plt | |
this_folder = os.path.dirname(inspect.getfile(inspect.currentframe())) | |
output_folder = this_folder+'/outputs/' | |
gridfiles = {} | |
gridfiles[ | |
'WC13'] = this_folder + '/wc13_grd.nc' | |
def genfile_fake_sfc_obs_wc13(i0=20, | |
i1=23, | |
dx=0.0, | |
outfile='sobs_fake_sfc_wc13_basecase.nc'): | |
grid = gridfiles['WC13'] | |
dt = 3600.0 | |
wcgrd = nc.Dataset(gridfiles['WC13']) | |
olon = wcgrd['lon_rho'][i0, i0] | |
olat = wcgrd['lat_rho'][i0, i0] | |
olon2 = wcgrd['lon_rho'][i1, i1] | |
olat2 = wcgrd['lat_rho'][i1, i1] | |
dlon = [olon - dx, olon - dx, olon + dx, olon + dx] | |
dlat = [olat - dx, olat - dx, olat + dx, olat + dx] | |
dtemp = np.array([22.2, 22.2, 21.8, 21.8]) | |
qlon = [olon2 - dx, olon2 + dx, olon2, olon2] | |
qlat = [olat2, olat2, olat2 + dx, olat2 - dx] | |
qtemp = dtemp | |
lon = np.ma.masked_invalid(np.hstack([dlon, qlon])) | |
lat = np.ma.masked_invalid(np.hstack([dlat, qlat])) | |
temp = np.ma.masked_invalid(np.hstack([dtemp, qtemp])) | |
data = [ | |
seapy.roms.obs.raw_data("TEMP", "SST_OSTIA", temp.compressed(), | |
temp * 0 + 0.001, 0.01) | |
] | |
obs = seapy.roms.obs.gridder(grid, 1.0, lon, lat, None, data, dt, | |
"OSTIA SST Obs") | |
obs.to_netcdf(output_folder + outfile) | |
return i0, i1, lon, lat, temp, outfile | |
def genfile_line_wc13(outfile='sobs_fake_sfc_wc13_linecase.nc', | |
nx=1000, | |
ny=1000): | |
grid = gridfiles['WC13'] | |
dt = 3600.0 | |
i0 = 10 | |
i1 = 31 | |
gobj = nc.Dataset(grid) | |
lon = gobj['lon_rho'][20, 10:30] | |
lat = gobj['lat_rho'][20, 10:30] | |
llon = np.ma.masked_invalid(resample([lon[0], lon[-1]], nx)) | |
llat = np.ma.masked_invalid(resample([lat[0], lat[-1]], ny)) | |
temp = llon * 0 + 22 | |
data = [ | |
seapy.roms.obs.raw_data("TEMP", "SST_OSTIA", temp.compressed(), | |
temp * 0 + 0.001, 0.01) | |
] | |
obs = seapy.roms.obs.gridder(grid, 1.0, llon, llat, None, data, dt, | |
"OSTIA SST Obs") | |
obs.to_netcdf(output_folder + outfile) | |
return i0, i1, llon, llat, temp, outfile | |
def genfile_grid_wc13(outfile='sobs_fake_sfc_wc13_gridcase.nc', | |
nx=1000, | |
ny=1000, | |
dy=0.14): | |
from scipy.signal import resample | |
grid = gridfiles['WC13'] | |
dt = 3600.0 | |
i0 = 10 | |
i1 = 31 | |
gobj = nc.Dataset(grid) | |
lon = gobj['lon_rho'][20, 10:30] | |
lat = gobj['lat_rho'][20, 10:30] | |
llon = np.ma.masked_invalid(resample([lon[0], lon[-1]], nx)) | |
llat = np.ma.masked_invalid(resample([lat[0], lat[-1]], ny)) | |
llon = np.hstack([llon, llon, llon]) | |
llat = np.hstack([llat - dy, llat, llat + dy]) | |
# llon = np.hstack([lon + 0.1, lon - 0.1]) | |
# llat = np.hstack([lat + 0.1, lat - 0.1]) | |
temp = llon * 0 + 22 | |
data = [ | |
seapy.roms.obs.raw_data("TEMP", "SST_OSTIA", temp.compressed(), | |
temp * 0 + 0.001, 0.01) | |
] | |
obs = seapy.roms.obs.gridder(grid, 1.0, llon, llat, None, data, dt, | |
"OSTIA SST Obs") | |
obs.to_netcdf(output_folder + outfile) | |
return i0, i1, llon, llat, temp, outfile | |
def plot_fake_sfc_obs_wc13(i0, i1, lon, lat, temp, outfile, edges='psi'): | |
grid = nc.Dataset(gridfiles['WC13']) | |
sobs = nc.Dataset(output_folder + outfile) | |
fig, ax = plt.subplots() | |
plt.pcolor( | |
grid['lon_'+edges][:], | |
grid['lat_'+edges][:], | |
grid['lon_'+edges][:] * 0, | |
facecolor='none', | |
edgecolor='k', | |
linewidth=1., | |
zorder=9999) | |
plt.plot(grid['lon_rho'][:], grid['lat_rho'][:], 'k*') | |
plt.plot(lon, lat, 'b.', markersize=7) | |
plt.plot(sobs['obs_lon'][:], sobs['obs_lat'][:], 'r.', markersize=3) | |
n_obs = len(lon) | |
n_sobs = len(sobs['obs_lon'][:]) | |
tstr = 'Total rawobs %d, total sobs %d' % (n_obs, n_sobs) | |
plt.title(tstr) | |
di = (i1 - i0) * 2 | |
plt.axis([ | |
grid['lon_rho'][i0 - di, i0 - di], grid['lon_rho'][i0 + di, i0 + di], | |
grid['lat_rho'][i0 - di, i0 - di], grid['lat_rho'][i0 + di, i0 + di] | |
]) | |
def test_wc13_basecase(): | |
plot_fake_sfc_obs_wc13(*genfile_fake_sfc_obs_wc13()) | |
plt.savefig('sobs_fake_sfc_wc13_basecase.png') | |
def test_wc13_standardcase(): | |
plot_fake_sfc_obs_wc13(*genfile_fake_sfc_obs_wc13( | |
dx=0.1, outfile='sobs_fake_sfc_wc13_standardcase.nc')) | |
plt.savefig('sobs_fake_sfc_wc13_standardcase.png') | |
def test_wc13_cornercase(): | |
plot_fake_sfc_obs_wc13(*genfile_fake_sfc_obs_wc13( | |
dx=0.32, outfile='sobs_fake_sfc_wc13_cornercase.nc')) | |
plt.savefig('sobs_fake_sfc_wc13_cornercase.png') | |
def test_wc13_beyondcase(): | |
plot_fake_sfc_obs_wc13(*genfile_fake_sfc_obs_wc13( | |
dx=-0.16, outfile='sobs_fake_sfc_wc13_beyondcase.nc'),edges='rho') | |
plt.savefig('sobs_fake_sfc_wc13_beyondcase_asrho.png') | |
def test_wc13_linecase(): | |
plot_fake_sfc_obs_wc13( | |
*genfile_line_wc13(outfile='sobs_fake_sfc_wc13_linecase.nc')) | |
ax = plt.gca() | |
ax.axis([-131, -124, 36.0, 37.5]) | |
plt.savefig('sobs_fake_sfc_wc13_linecase.png') | |
def test_wc13_gridcase(): | |
plot_fake_sfc_obs_wc13( | |
*genfile_grid_wc13(outfile='sobs_fake_sfc_wc13_gridcase.nc')) | |
ax = plt.gca() | |
ax.axis([-131, -124, 36.0, 37.5]) | |
plt.savefig('sobs_fake_sfc_wc13_gridcase.png') | |
def test_wc13_gridcase_asrho(): | |
plot_fake_sfc_obs_wc13( | |
*genfile_grid_wc13(outfile='sobs_fake_sfc_wc13_gridcase.nc'), edges='rho') | |
ax = plt.gca() | |
ax.axis([-131, -124, 36.0, 37.5]) | |
plt.savefig('sobs_fake_sfc_wc13_gridcase_rhoascorners.png') |
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