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wrf-python/test/ipynb/WRF_python_demo.ipynb
2.4 MiB
2.4 MiB
1.0 Basic Variable Extraction¶
In [1]:
from __future__ import (absolute_import, division, print_function, unicode_literals)
from wrf import getvar
from netCDF4 import Dataset as nc
#ncfile = nc("/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-02-25_18_00_00")
ncfile = nc("/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00")
In [2]:
p = getvar(ncfile, "P")
print(p)
<xarray.DataArray u'P' (bottom_top: 50, south_north: 1059, west_east: 1799)>
array([[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
1.0.1 DataArray attributes: 'dims', 'coords', 'attrs'¶
In [3]:
print("dims: ", p.dims)
print("coords: ", p.coords)
print("attrs: ", p.attrs)
del p
dims: (u'bottom_top', u'south_north', u'west_east')
coords: Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
attrs: OrderedDict([(u'FieldType', 104), (u'MemoryOrder', u'XYZ'), (u'description', u'perturbation pressure'), (u'units', u'Pa'), (u'stagger', u''), (u'coordinates', u'XLONG XLAT'), (u'projection', LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0))])
1.0.2 Removing implicit 'squeeze' behavior to preserve single sized dimensions¶
In [4]:
p_nosqueeze = getvar(ncfile, "P", timeidx=0, squeeze=False)
print (p_nosqueeze)
<xarray.DataArray u'P' (Time: 1, bottom_top: 50, south_north: 1059, west_east: 1799)>
array([[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
* Time (Time) datetime64[ns] 2016-10-07
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
1.0.3 Single element metadata¶
In [5]:
print (p_nosqueeze[0,0,100,200])
del p_nosqueeze
<xarray.DataArray u'P' ()>
array(1227.2734375, dtype=float32)
Coordinates:
XLONG float32 -117.922
XLAT float32 24.9454
Time datetime64[ns] 2016-10-07
bottom_top int64 0
south_north int64 100
west_east int64 200
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
1.0.4 Disabling/Enabling xarray¶
In [6]:
from wrf import disable_xarray, enable_xarray
# Disable xarray completely
disable_xarray()
p_no_meta = getvar(ncfile, "P")
print(type(p_no_meta))
print (p_no_meta)
del p_no_meta
enable_xarray()
# Disable on extraction
p_no_meta = getvar(ncfile, "P", meta=False)
print("\n")
print(type(p_no_meta))
print(p_no_meta)
del p_no_meta
<type 'numpy.ndarray'>
[[[ 1.21753906e+03 1.22532031e+03 1.22030469e+03 ..., 1.00760156e+03
9.87640625e+02 1.00111719e+03]
[ 1.23877344e+03 1.24004688e+03 1.22926562e+03 ..., 1.00519531e+03
1.00529688e+03 9.99171875e+02]
[ 1.23503906e+03 1.23367188e+03 1.23731250e+03 ..., 1.01739844e+03
1.00005469e+03 9.97093750e+02]
...,
[ 9.02625000e+02 9.05328125e+02 8.97203125e+02 ..., 1.91794531e+03
1.91308594e+03 1.90972656e+03]
[ 9.20859375e+02 9.05914062e+02 8.97054688e+02 ..., 1.90585156e+03
1.90292188e+03 1.90480469e+03]
[ 9.17273438e+02 9.09109375e+02 8.96390625e+02 ..., 1.89047656e+03
1.89437500e+03 1.90342188e+03]]
[[ 1.21956250e+03 1.21027344e+03 1.21426562e+03 ..., 9.94968750e+02
9.97398438e+02 9.90789062e+02]
[ 1.22457812e+03 1.22350781e+03 1.22536719e+03 ..., 9.95195312e+02
9.98554688e+02 9.92117188e+02]
[ 1.23416406e+03 1.23213281e+03 1.23096875e+03 ..., 1.00164844e+03
9.99859375e+02 9.85984375e+02]
...,
[ 9.04843750e+02 8.98484375e+02 8.92843750e+02 ..., 1.90071875e+03
1.90286719e+03 1.90006250e+03]
[ 9.01273438e+02 9.05203125e+02 8.92703125e+02 ..., 1.89767969e+03
1.89776562e+03 1.89450000e+03]
[ 9.13750000e+02 9.07171875e+02 8.91421875e+02 ..., 1.88942969e+03
1.89327344e+03 1.89366406e+03]]
[[ 1.20172656e+03 1.20346094e+03 1.20319531e+03 ..., 9.78507812e+02
9.78507812e+02 9.76671875e+02]
[ 1.21393750e+03 1.21051562e+03 1.21349219e+03 ..., 9.85695312e+02
9.85578125e+02 9.76945312e+02]
[ 1.22267188e+03 1.21804688e+03 1.21915625e+03 ..., 9.88117188e+02
9.84898438e+02 9.75968750e+02]
...,
[ 8.98218750e+02 8.91429688e+02 8.84273438e+02 ..., 1.88932812e+03
1.88850781e+03 1.88640625e+03]
[ 9.01734375e+02 8.92593750e+02 8.85296875e+02 ..., 1.88271094e+03
1.88282812e+03 1.88099219e+03]
[ 9.05312500e+02 8.94609375e+02 8.85382812e+02 ..., 1.87590625e+03
1.87586719e+03 1.87628906e+03]]
...,
[[ 1.24006348e+01 1.24196777e+01 1.24147949e+01 ..., 6.25048828e+00
6.28613281e+00 6.29248047e+00]
[ 1.25273438e+01 1.27272949e+01 1.27109375e+01 ..., 6.41284180e+00
6.36523438e+00 6.29663086e+00]
[ 1.27395020e+01 1.28625488e+01 1.28344727e+01 ..., 6.48413086e+00
6.40771484e+00 6.31005859e+00]
...,
[ 9.12524414e+00 9.26342773e+00 9.24536133e+00 ..., 2.20981445e+01
2.21533203e+01 2.19575195e+01]
[ 9.09448242e+00 9.29077148e+00 9.23999023e+00 ..., 2.20502930e+01
2.20822754e+01 2.17778320e+01]
[ 9.13598633e+00 8.91821289e+00 8.85595703e+00 ..., 2.16904297e+01
2.17297363e+01 2.17011719e+01]]
[[ 7.23315430e+00 7.22412109e+00 7.22167969e+00 ..., 3.60498047e+00
3.62792969e+00 3.61376953e+00]
[ 7.22631836e+00 7.35815430e+00 7.37670898e+00 ..., 3.75146484e+00
3.72509766e+00 3.63403320e+00]
[ 7.37817383e+00 7.43383789e+00 7.41967773e+00 ..., 3.79614258e+00
3.75366211e+00 3.63256836e+00]
...,
[ 5.29272461e+00 5.38378906e+00 5.38549805e+00 ..., 1.28234863e+01
1.28681641e+01 1.26816406e+01]
[ 5.35424805e+00 5.40600586e+00 5.38232422e+00 ..., 1.28093262e+01
1.28271484e+01 1.26484375e+01]
[ 5.29541016e+00 5.17749023e+00 5.12133789e+00 ..., 1.25754395e+01
1.25627441e+01 1.25764160e+01]]
[[ 2.36206055e+00 2.37622070e+00 2.40991211e+00 ..., 1.13354492e+00
1.15136719e+00 1.15698242e+00]
[ 2.34252930e+00 2.40380859e+00 2.42382812e+00 ..., 1.19824219e+00
1.19848633e+00 1.15527344e+00]
[ 2.47290039e+00 2.41503906e+00 2.41552734e+00 ..., 1.20556641e+00
1.20312500e+00 1.14428711e+00]
...,
[ 1.77978516e+00 1.77050781e+00 1.79003906e+00 ..., 4.22949219e+00
4.25659180e+00 4.13647461e+00]
[ 1.73291016e+00 1.76879883e+00 1.77978516e+00 ..., 4.24047852e+00
4.24707031e+00 4.13549805e+00]
[ 1.71533203e+00 1.65722656e+00 1.67480469e+00 ..., 4.06884766e+00
4.03637695e+00 4.04785156e+00]]]
<type 'numpy.ndarray'>
[[[ 1.21753906e+03 1.22532031e+03 1.22030469e+03 ..., 1.00760156e+03
9.87640625e+02 1.00111719e+03]
[ 1.23877344e+03 1.24004688e+03 1.22926562e+03 ..., 1.00519531e+03
1.00529688e+03 9.99171875e+02]
[ 1.23503906e+03 1.23367188e+03 1.23731250e+03 ..., 1.01739844e+03
1.00005469e+03 9.97093750e+02]
...,
[ 9.02625000e+02 9.05328125e+02 8.97203125e+02 ..., 1.91794531e+03
1.91308594e+03 1.90972656e+03]
[ 9.20859375e+02 9.05914062e+02 8.97054688e+02 ..., 1.90585156e+03
1.90292188e+03 1.90480469e+03]
[ 9.17273438e+02 9.09109375e+02 8.96390625e+02 ..., 1.89047656e+03
1.89437500e+03 1.90342188e+03]]
[[ 1.21956250e+03 1.21027344e+03 1.21426562e+03 ..., 9.94968750e+02
9.97398438e+02 9.90789062e+02]
[ 1.22457812e+03 1.22350781e+03 1.22536719e+03 ..., 9.95195312e+02
9.98554688e+02 9.92117188e+02]
[ 1.23416406e+03 1.23213281e+03 1.23096875e+03 ..., 1.00164844e+03
9.99859375e+02 9.85984375e+02]
...,
[ 9.04843750e+02 8.98484375e+02 8.92843750e+02 ..., 1.90071875e+03
1.90286719e+03 1.90006250e+03]
[ 9.01273438e+02 9.05203125e+02 8.92703125e+02 ..., 1.89767969e+03
1.89776562e+03 1.89450000e+03]
[ 9.13750000e+02 9.07171875e+02 8.91421875e+02 ..., 1.88942969e+03
1.89327344e+03 1.89366406e+03]]
[[ 1.20172656e+03 1.20346094e+03 1.20319531e+03 ..., 9.78507812e+02
9.78507812e+02 9.76671875e+02]
[ 1.21393750e+03 1.21051562e+03 1.21349219e+03 ..., 9.85695312e+02
9.85578125e+02 9.76945312e+02]
[ 1.22267188e+03 1.21804688e+03 1.21915625e+03 ..., 9.88117188e+02
9.84898438e+02 9.75968750e+02]
...,
[ 8.98218750e+02 8.91429688e+02 8.84273438e+02 ..., 1.88932812e+03
1.88850781e+03 1.88640625e+03]
[ 9.01734375e+02 8.92593750e+02 8.85296875e+02 ..., 1.88271094e+03
1.88282812e+03 1.88099219e+03]
[ 9.05312500e+02 8.94609375e+02 8.85382812e+02 ..., 1.87590625e+03
1.87586719e+03 1.87628906e+03]]
...,
[[ 1.24006348e+01 1.24196777e+01 1.24147949e+01 ..., 6.25048828e+00
6.28613281e+00 6.29248047e+00]
[ 1.25273438e+01 1.27272949e+01 1.27109375e+01 ..., 6.41284180e+00
6.36523438e+00 6.29663086e+00]
[ 1.27395020e+01 1.28625488e+01 1.28344727e+01 ..., 6.48413086e+00
6.40771484e+00 6.31005859e+00]
...,
[ 9.12524414e+00 9.26342773e+00 9.24536133e+00 ..., 2.20981445e+01
2.21533203e+01 2.19575195e+01]
[ 9.09448242e+00 9.29077148e+00 9.23999023e+00 ..., 2.20502930e+01
2.20822754e+01 2.17778320e+01]
[ 9.13598633e+00 8.91821289e+00 8.85595703e+00 ..., 2.16904297e+01
2.17297363e+01 2.17011719e+01]]
[[ 7.23315430e+00 7.22412109e+00 7.22167969e+00 ..., 3.60498047e+00
3.62792969e+00 3.61376953e+00]
[ 7.22631836e+00 7.35815430e+00 7.37670898e+00 ..., 3.75146484e+00
3.72509766e+00 3.63403320e+00]
[ 7.37817383e+00 7.43383789e+00 7.41967773e+00 ..., 3.79614258e+00
3.75366211e+00 3.63256836e+00]
...,
[ 5.29272461e+00 5.38378906e+00 5.38549805e+00 ..., 1.28234863e+01
1.28681641e+01 1.26816406e+01]
[ 5.35424805e+00 5.40600586e+00 5.38232422e+00 ..., 1.28093262e+01
1.28271484e+01 1.26484375e+01]
[ 5.29541016e+00 5.17749023e+00 5.12133789e+00 ..., 1.25754395e+01
1.25627441e+01 1.25764160e+01]]
[[ 2.36206055e+00 2.37622070e+00 2.40991211e+00 ..., 1.13354492e+00
1.15136719e+00 1.15698242e+00]
[ 2.34252930e+00 2.40380859e+00 2.42382812e+00 ..., 1.19824219e+00
1.19848633e+00 1.15527344e+00]
[ 2.47290039e+00 2.41503906e+00 2.41552734e+00 ..., 1.20556641e+00
1.20312500e+00 1.14428711e+00]
...,
[ 1.77978516e+00 1.77050781e+00 1.79003906e+00 ..., 4.22949219e+00
4.25659180e+00 4.13647461e+00]
[ 1.73291016e+00 1.76879883e+00 1.77978516e+00 ..., 4.24047852e+00
4.24707031e+00 4.13549805e+00]
[ 1.71533203e+00 1.65722656e+00 1.67480469e+00 ..., 4.06884766e+00
4.03637695e+00 4.04785156e+00]]]
2.0 Sequences of Input Files¶
2.0.1 Combining via the 'cat' method¶
In [7]:
from wrf import ALL_TIMES
import numpy as np
wrflist = [ncfile, ncfile, ncfile]
p_cat = getvar(wrflist, "P", timeidx=ALL_TIMES, method="cat")
print(p_cat)
del p_cat
<xarray.DataArray u'P' (Time: 3, bottom_top: 50, south_north: 1059, west_east: 1799)>
array([[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]],
[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]],
[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
* Time (Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
2.0.2 Combining via the 'join' method¶
In [8]:
p_join = getvar(wrflist, "P", timeidx=ALL_TIMES, method="join")
print(p_join)
<xarray.DataArray u'P' (file: 3, bottom_top: 50, south_north: 1059, west_east: 1799)>
array([[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
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1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
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4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]],
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1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
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1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
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1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
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9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
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9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
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1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
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1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
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1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
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1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
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2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
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3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
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3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
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1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
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1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
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1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
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4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
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4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]],
[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
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1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
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1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
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1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
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1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
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9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
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1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
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9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
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1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
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6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
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2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* file (file) int64 0 1 2
datetime (file) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07
Time int64 0
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
Note how the Time dimension was replaced with the file dimension, due to the 'squeezing' of the Time dimension.
To maintain the Time dimension, set squeeze to False.
In [9]:
from wrf import ALL_TIMES
p_join = getvar(wrflist, "P", timeidx=ALL_TIMES, method="join", squeeze=False)
print(p_join)
del p_join
<xarray.DataArray u'P' (file: 3, Time: 1, bottom_top: 50, south_north: 1059, west_east: 1799)>
array([[[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
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1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
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9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
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9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
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1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
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1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
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1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
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9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
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9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
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9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
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1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
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1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
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1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
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6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
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6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
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2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
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2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
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2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
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3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
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3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
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3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
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1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
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1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
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9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
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3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
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1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
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1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
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1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
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4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]],
[[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
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1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
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...,
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1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
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1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
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9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
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9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
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9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
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3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* file (file) int64 0 1 2
datetime (file, Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07
* Time (Time) int64 0
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
2.0.3 Dictionary Sequences¶
In [10]:
wrf_dict = {"label1" : [ncfile, ncfile],
"label2" : [ncfile, ncfile]}
p_dict = getvar(wrf_dict, "P", timeidx=ALL_TIMES)
print(p_dict)
del p_dict
<xarray.DataArray 'P' (key_0: 2, Time: 2, bottom_top: 50, south_north: 1059, west_east: 1799)>
array([[[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]],
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1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]],
[[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
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3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]],
[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
* Time (Time) datetime64[ns] 2016-10-07 2016-10-07
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2016-10-07 2016-10-07
* key_0 (key_0) <U6 u'label1' u'label2'
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
2.0.4 Generator Sequences¶
In [11]:
def gen_seq():
wrfseq = [ncfile, ncfile, ncfile]
for wrf in wrfseq:
yield wrf
p_gen = getvar(gen_seq(), "P", method="join")
print(p_gen)
del p_gen
<xarray.DataArray u'P' (file: 3, bottom_top: 50, south_north: 1059, west_east: 1799)>
array([[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]],
[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
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1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
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9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
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1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
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1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]],
[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
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9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
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2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
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3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
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3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* file (file) int64 0 1 2
datetime (file) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07
Time int64 0
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
2.0.5 Custom Iterable Classes¶
In [12]:
class FileGen(object):
def __init__(self, ncfile, count=3):
self._total = count
self._i = 0
self.ncfile = [ncfile]*count
def __iter__(self):
return self
def next(self):
if self._i >= self._total:
raise StopIteration
else:
val = self.ncfile[self._i]
self._i += 1
return val
# Python 3
def __next__(self):
return self.next()
obj_gen = FileGen(ncfile, 3)
p_obj_gen = getvar(gen_seq(), "P", method="join", squeeze=False)
print(p_obj_gen)
del p_obj_gen
<xarray.DataArray u'P' (file: 3, Time: 1, bottom_top: 50, south_north: 1059, west_east: 1799)>
array([[[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]],
[[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]],
[[[[ 1.21753906e+03, 1.22532031e+03, 1.22030469e+03, ...,
1.00760156e+03, 9.87640625e+02, 1.00111719e+03],
[ 1.23877344e+03, 1.24004688e+03, 1.22926562e+03, ...,
1.00519531e+03, 1.00529688e+03, 9.99171875e+02],
[ 1.23503906e+03, 1.23367188e+03, 1.23731250e+03, ...,
1.01739844e+03, 1.00005469e+03, 9.97093750e+02],
...,
[ 9.02625000e+02, 9.05328125e+02, 8.97203125e+02, ...,
1.91794531e+03, 1.91308594e+03, 1.90972656e+03],
[ 9.20859375e+02, 9.05914062e+02, 8.97054688e+02, ...,
1.90585156e+03, 1.90292188e+03, 1.90480469e+03],
[ 9.17273438e+02, 9.09109375e+02, 8.96390625e+02, ...,
1.89047656e+03, 1.89437500e+03, 1.90342188e+03]],
[[ 1.21956250e+03, 1.21027344e+03, 1.21426562e+03, ...,
9.94968750e+02, 9.97398438e+02, 9.90789062e+02],
[ 1.22457812e+03, 1.22350781e+03, 1.22536719e+03, ...,
9.95195312e+02, 9.98554688e+02, 9.92117188e+02],
[ 1.23416406e+03, 1.23213281e+03, 1.23096875e+03, ...,
1.00164844e+03, 9.99859375e+02, 9.85984375e+02],
...,
[ 9.04843750e+02, 8.98484375e+02, 8.92843750e+02, ...,
1.90071875e+03, 1.90286719e+03, 1.90006250e+03],
[ 9.01273438e+02, 9.05203125e+02, 8.92703125e+02, ...,
1.89767969e+03, 1.89776562e+03, 1.89450000e+03],
[ 9.13750000e+02, 9.07171875e+02, 8.91421875e+02, ...,
1.88942969e+03, 1.89327344e+03, 1.89366406e+03]],
[[ 1.20172656e+03, 1.20346094e+03, 1.20319531e+03, ...,
9.78507812e+02, 9.78507812e+02, 9.76671875e+02],
[ 1.21393750e+03, 1.21051562e+03, 1.21349219e+03, ...,
9.85695312e+02, 9.85578125e+02, 9.76945312e+02],
[ 1.22267188e+03, 1.21804688e+03, 1.21915625e+03, ...,
9.88117188e+02, 9.84898438e+02, 9.75968750e+02],
...,
[ 8.98218750e+02, 8.91429688e+02, 8.84273438e+02, ...,
1.88932812e+03, 1.88850781e+03, 1.88640625e+03],
[ 9.01734375e+02, 8.92593750e+02, 8.85296875e+02, ...,
1.88271094e+03, 1.88282812e+03, 1.88099219e+03],
[ 9.05312500e+02, 8.94609375e+02, 8.85382812e+02, ...,
1.87590625e+03, 1.87586719e+03, 1.87628906e+03]],
...,
[[ 1.24006348e+01, 1.24196777e+01, 1.24147949e+01, ...,
6.25048828e+00, 6.28613281e+00, 6.29248047e+00],
[ 1.25273438e+01, 1.27272949e+01, 1.27109375e+01, ...,
6.41284180e+00, 6.36523438e+00, 6.29663086e+00],
[ 1.27395020e+01, 1.28625488e+01, 1.28344727e+01, ...,
6.48413086e+00, 6.40771484e+00, 6.31005859e+00],
...,
[ 9.12524414e+00, 9.26342773e+00, 9.24536133e+00, ...,
2.20981445e+01, 2.21533203e+01, 2.19575195e+01],
[ 9.09448242e+00, 9.29077148e+00, 9.23999023e+00, ...,
2.20502930e+01, 2.20822754e+01, 2.17778320e+01],
[ 9.13598633e+00, 8.91821289e+00, 8.85595703e+00, ...,
2.16904297e+01, 2.17297363e+01, 2.17011719e+01]],
[[ 7.23315430e+00, 7.22412109e+00, 7.22167969e+00, ...,
3.60498047e+00, 3.62792969e+00, 3.61376953e+00],
[ 7.22631836e+00, 7.35815430e+00, 7.37670898e+00, ...,
3.75146484e+00, 3.72509766e+00, 3.63403320e+00],
[ 7.37817383e+00, 7.43383789e+00, 7.41967773e+00, ...,
3.79614258e+00, 3.75366211e+00, 3.63256836e+00],
...,
[ 5.29272461e+00, 5.38378906e+00, 5.38549805e+00, ...,
1.28234863e+01, 1.28681641e+01, 1.26816406e+01],
[ 5.35424805e+00, 5.40600586e+00, 5.38232422e+00, ...,
1.28093262e+01, 1.28271484e+01, 1.26484375e+01],
[ 5.29541016e+00, 5.17749023e+00, 5.12133789e+00, ...,
1.25754395e+01, 1.25627441e+01, 1.25764160e+01]],
[[ 2.36206055e+00, 2.37622070e+00, 2.40991211e+00, ...,
1.13354492e+00, 1.15136719e+00, 1.15698242e+00],
[ 2.34252930e+00, 2.40380859e+00, 2.42382812e+00, ...,
1.19824219e+00, 1.19848633e+00, 1.15527344e+00],
[ 2.47290039e+00, 2.41503906e+00, 2.41552734e+00, ...,
1.20556641e+00, 1.20312500e+00, 1.14428711e+00],
...,
[ 1.77978516e+00, 1.77050781e+00, 1.79003906e+00, ...,
4.22949219e+00, 4.25659180e+00, 4.13647461e+00],
[ 1.73291016e+00, 1.76879883e+00, 1.77978516e+00, ...,
4.24047852e+00, 4.24707031e+00, 4.13549805e+00],
[ 1.71533203e+00, 1.65722656e+00, 1.67480469e+00, ...,
4.06884766e+00, 4.03637695e+00, 4.04785156e+00]]]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* file (file) int64 0 1 2
datetime (file, Time) datetime64[ns] 2016-10-07 2016-10-07 2016-10-07
* Time (Time) int64 0
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
3.0 WRF Variable Computational Routines¶
In [13]:
wrf_vars = ["avo", "eth", "cape_2d", "cape_3d", "ctt", "dbz", "mdbz",
"geopt", "helicity", "lat", "lon", "omg", "p", "pressure",
"pvo", "pw", "rh2", "rh", "slp", "ter", "td2", "td", "tc",
"theta", "tk", "tv", "twb", "updraft_helicity", "ua", "va",
"wa", "uvmet10", "uvmet", "z", "ctt"]
wrf_vars = ["slp"]
vard = {varname: getvar(ncfile, varname, method="cat", squeeze=True) for varname in wrf_vars}
for varname in wrf_vars:
print(vard[varname])
print ("\n")
<xarray.DataArray u'slp' (south_north: 1059, west_east: 1799)>
array([[ 1012.22033691, 1012.29815674, 1012.24786377, ...,
1010.13201904, 1009.93231201, 1010.06707764],
[ 1012.43286133, 1012.44476318, 1012.33666992, ...,
1010.1072998 , 1010.10845947, 1010.04760742],
[ 1012.39544678, 1012.38085938, 1012.41705322, ...,
1010.22937012, 1010.05596924, 1010.02679443],
...,
[ 1009.0423584 , 1009.06921387, 1008.98779297, ...,
1019.19281006, 1019.14434814, 1019.1105957 ],
[ 1009.22485352, 1009.07513428, 1008.98638916, ...,
1019.07189941, 1019.04266357, 1019.0612793 ],
[ 1009.18896484, 1009.1071167 , 1008.97979736, ...,
1018.91778564, 1018.95684814, 1019.04748535]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
Attributes:
FieldType: 104
MemoryOrder: XY
description: sea level pressure
units: hPa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
(Note all of the NaNs in the above routines which produce missing values (e.g. cape_2d). xarray always converts all masked_array missing values to NaN in order to work with pandas. To get back the original missing values in a numpy masked_array, you need to use the 'to_np' method from wrf.)
In [14]:
from wrf import to_np
masked_ndarray = to_np(vard["slp"])
print(type(masked_ndarray))
del masked_ndarray
<type 'numpy.ndarray'>
In [15]:
keys = [x for x in vard.keys()]
for key in keys:
del vard[key]
3.1 Interpolation Routines¶
3.1.1 Horizontal Level Interpolation¶
In [16]:
# 500 MB Heights
from wrf import getvar, interplevel
z = getvar(ncfile, "z")
p = getvar(ncfile, "pressure")
ht_500mb = interplevel(z, p, 500)
print(ht_500mb)
del ht_500mb, z, p
<xarray.DataArray u'height_500_hPa' (south_north: 1059, west_east: 1799)>
array([[ 5882.16992188, 5881.87939453, 5881.81005859, ...,
5890.14501953, 5890.23583984, 5890.33349609],
[ 5882.71777344, 5882.17529297, 5882.1171875 , ...,
5890.37695312, 5890.38525391, 5890.27978516],
[ 5883.32177734, 5882.47119141, 5882.34130859, ...,
5890.48339844, 5890.42871094, 5890.17724609],
...,
[ 5581.45800781, 5580.46826172, 5579.32617188, ...,
5788.93554688, 5788.70507812, 5788.64453125],
[ 5580.32714844, 5579.51611328, 5578.34863281, ...,
5788.15869141, 5787.87304688, 5787.65527344],
[ 5579.64404297, 5578.30957031, 5576.98632812, ...,
5787.19384766, 5787.10888672, 5787.06933594]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
Attributes:
FieldType: 104
units: m
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
level: 500 hPa
missing_value: 9.96920996839e+36
_FillValue: 9.96920996839e+36
3.1.2 Vertical Cross Section Interpolation¶
In [17]:
# Pressure using pivot and angle
from wrf import getvar, vertcross, CoordPair
z = getvar(ncfile, "z")
p = getvar(ncfile, "pressure")
pivot_point = CoordPair((z.shape[-1]-1) // 2, (z.shape[-2] - 1) // 2)
angle = 90.0
p_vert = vertcross(p, z, pivot_point=pivot_point, angle=angle, latlon=True)
print(p_vert)
print ("\n")
del p_vert
# Pressure using start_point and end_point
start_point = CoordPair(0, (z.shape[-2]-1) // 2)
end_point = CoordPair(-1, (z.shape[-2]-1) // 2)
p_vert = vertcross(p, z, start_point=start_point, end_point=end_point, latlon=True)
print(p_vert)
del p_vert, p, z
<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>
array([[ nan, nan, nan, ..., nan,
nan, nan],
[ 989.66168213, 989.66802979, 989.66351318, ..., 988.05737305,
987.99151611, 987.96917725],
[ 959.49450684, 959.50109863, 959.50030518, ..., 958.96948242,
958.92980957, 958.89294434],
...,
[ 24.28092003, 24.27359581, 24.27034378, ..., 24.24800491,
24.2486496 , 24.24947357],
[ 23.2868309 , 23.27933884, 23.27607918, ..., 23.25231361,
23.2530098 , 23.25384521],
[ nan, nan, nan, ..., nan,
nan, nan]], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
* vertical (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...
* idx (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
Attributes:
FieldType: 104
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (0.0, 529.0) to (1797.0, 529.0) ; center=CoordPair(x=899, y=529) ; angle=90.0
missing_value: 9.96920996839e+36
_FillValue: 9.96920996839e+36
<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>
array([[ nan, nan, nan, ..., nan,
nan, nan],
[ 989.66168213, 989.66802979, 989.66351318, ..., 988.05737305,
987.99151611, 987.96917725],
[ 959.49450684, 959.50109863, 959.50030518, ..., 958.96948242,
958.92980957, 958.89294434],
...,
[ 24.28092003, 24.27359581, 24.27034378, ..., 24.24800491,
24.2486496 , 24.24947357],
[ 23.2868309 , 23.27933884, 23.27607918, ..., 23.25231361,
23.2530098 , 23.25384521],
[ nan, nan, nan, ..., nan,
nan, nan]], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
* vertical (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...
* idx (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
Attributes:
FieldType: 104
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (0.0, 529.0) to (1797.0, 529.0)
missing_value: 9.96920996839e+36
_FillValue: 9.96920996839e+36
In [18]:
# Pressure using pivot and angle
from wrf import getvar, vertcross, CoordPair, xy_to_ll
z = getvar(ncfile, "z")
p = getvar(ncfile, "pressure")
lats = getvar(ncfile, "lat")
lons = getvar(ncfile, "lon")
#print ((lats.shape[-2]-1) / 2)
#print ((lats.shape[-1]-1) / 2)
#print (to_np(lats[529, 899]))
#print (to_np(lons[529, 899]))
#print (to_np(lats[529, 0]))
#print (to_np(lons[529, 0]))
#print (to_np(lats[529, -1]))
#print (to_np(lons[529, -1]))
pivot_point = CoordPair(lat=38.5, lon=-97.5)
angle = 90.0
p_vert = vertcross(p, z, wrfin=ncfile, pivot_point=pivot_point, angle=angle, latlon=True)
print (p_vert)
print ("\n")
start_lat = lats[(lats.shape[-2]-1)//2, 0]
end_lat = lats[(lats.shape[-2]-1)//2, -1]
start_lon = lons[(lats.shape[-2]-1)//2, 0]
end_lon = lons[(lats.shape[-2]-1)//2, -1]
print (start_lat)
print (end_lat)
print (start_lon)
print (end_lon)
# Pressure using start_point and end_point
start_point = CoordPair(lat=start_lat, lon=start_lon)
end_point = CoordPair(lat=end_lat, lon=end_lon)
p_vert = vertcross(p, z, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True)
print(p_vert)
<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>
array([[ nan, nan, nan, ..., nan,
nan, nan],
[ 989.66168213, 989.66802979, 989.66351318, ..., 988.05737305,
987.99151611, 987.96917725],
[ 959.49450684, 959.50109863, 959.50030518, ..., 958.96948242,
958.92980957, 958.89294434],
...,
[ 24.28092003, 24.27359581, 24.27034378, ..., 24.24800491,
24.2486496 , 24.24947357],
[ 23.2868309 , 23.27933884, 23.27607918, ..., 23.25231361,
23.2530098 , 23.25384521],
[ nan, nan, nan, ..., nan,
nan, nan]], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
* vertical (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...
* idx (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
Attributes:
FieldType: 104
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (0.0, 529.0) to (1797.0, 529.0) ; center=CoordPair(lat=38.5, lon=-97.5) ; angle=90.0
missing_value: 9.96920996839e+36
_FillValue: 9.96920996839e+36
<xarray.DataArray u'XLAT' ()>
array(34.527950286865234, dtype=float32)
Coordinates:
XLONG float32 -127.399
XLAT float32 34.528
XTIME float32 60.0
Time datetime64[ns] 2016-10-07
south_north int64 529
west_east int64 0
Attributes:
FieldType: 104
MemoryOrder: XY
description: LATITUDE, SOUTH IS NEGATIVE
units: degree_north
stagger:
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'XLAT' ()>
array(34.527950286865234, dtype=float32)
Coordinates:
XLONG float32 -67.6011
XLAT float32 34.528
XTIME float32 60.0
Time datetime64[ns] 2016-10-07
south_north int64 529
west_east int64 1798
Attributes:
FieldType: 104
MemoryOrder: XY
description: LATITUDE, SOUTH IS NEGATIVE
units: degree_north
stagger:
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'XLONG' ()>
array(-127.39892578125, dtype=float32)
Coordinates:
XLONG float32 -127.399
XLAT float32 34.528
XTIME float32 60.0
Time datetime64[ns] 2016-10-07
south_north int64 529
west_east int64 0
Attributes:
FieldType: 104
MemoryOrder: XY
description: LONGITUDE, WEST IS NEGATIVE
units: degree_east
stagger:
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'XLONG' ()>
array(-67.60107421875, dtype=float32)
Coordinates:
XLONG float32 -67.6011
XLAT float32 34.528
XTIME float32 60.0
Time datetime64[ns] 2016-10-07
south_north int64 529
west_east int64 1798
Attributes:
FieldType: 104
MemoryOrder: XY
description: LONGITUDE, WEST IS NEGATIVE
units: degree_east
stagger:
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>
array([[ nan, nan, nan, ..., nan,
nan, nan],
[ 989.66168213, 989.66802979, 989.66351318, ..., 988.05737305,
987.99151611, 987.96917725],
[ 959.49450684, 959.50109863, 959.50030518, ..., 958.96948242,
958.92980957, 958.89294434],
...,
[ 24.28092003, 24.27359581, 24.27034378, ..., 24.24800491,
24.2486496 , 24.24947357],
[ 23.2868309 , 23.27933884, 23.27607918, ..., 23.25231361,
23.2530098 , 23.25384521],
[ nan, nan, nan, ..., nan,
nan, nan]], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
* vertical (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...
* idx (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
Attributes:
FieldType: 104
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (0.0, 529.0) to (1797.0, 529.0)
missing_value: 9.96920996839e+36
_FillValue: 9.96920996839e+36
In [19]:
# Pressure using pivot and angle
from wrf import getvar, vertcross, CoordPair, xy_to_ll
z = getvar(ncfile, "z")
p = getvar(ncfile, "pressure")
lats = getvar(ncfile, "lat")
lons = getvar(ncfile, "lon")
#print ((lats.shape[-2]-1) / 2)
#print ((lats.shape[-1]-1) / 2)
#print (to_np(lats[529, 899]))
#print (to_np(lons[529, 899]))
#print (to_np(lats[529, 0]))
#print (to_np(lons[529, 0]))
#print (to_np(lats[529, -1]))
#print (to_np(lons[529, -1]))
pivot_point = CoordPair(lat=38.5, lon=-97.5)
angle = 90.0
p_vert = vertcross(p, z, wrfin=ncfile, pivot_point=pivot_point, angle=angle, latlon=True)
print (p_vert)
print ("\n")
start_lat = lats[(lats.shape[-2]-1)//2, 0]
end_lat = lats[(lats.shape[-2]-1)//2, -1]
start_lon = lons[(lats.shape[-2]-1)//2, 0]
end_lon = lons[(lats.shape[-2]-1)//2, -1]
print (start_lat)
print (end_lat)
print (start_lon)
print (end_lon)
# Pressure using start_point and end_point
start_point = CoordPair(lat=start_lat, lon=start_lon)
end_point = CoordPair(lat=end_lat, lon=end_lon)
levels = [1000., 2000., 3000.]
p_vert = vertcross(p, z, wrfin=ncfile, levels=levels, start_point=start_point, end_point=end_point, latlon=True)
print(p_vert)
<xarray.DataArray u'pressure_cross' (vertical: 100, idx: 1798)>
array([[ nan, nan, nan, ..., nan,
nan, nan],
[ 989.66168213, 989.66802979, 989.66351318, ..., 988.05737305,
987.99151611, 987.96917725],
[ 959.49450684, 959.50109863, 959.50030518, ..., 958.96948242,
958.92980957, 958.89294434],
...,
[ 24.28092003, 24.27359581, 24.27034378, ..., 24.24800491,
24.2486496 , 24.24947357],
[ 23.2868309 , 23.27933884, 23.27607918, ..., 23.25231361,
23.2530098 , 23.25384521],
[ nan, nan, nan, ..., nan,
nan, nan]], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
* vertical (vertical) float32 0.0 261.828 523.656 785.484 1047.31 1309.14 ...
* idx (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
Attributes:
FieldType: 104
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (0.0, 529.0) to (1797.0, 529.0) ; center=CoordPair(lat=38.5, lon=-97.5) ; angle=90.0
missing_value: 9.96920996839e+36
_FillValue: 9.96920996839e+36
<xarray.DataArray u'XLAT' ()>
array(34.527950286865234, dtype=float32)
Coordinates:
XLONG float32 -127.399
XLAT float32 34.528
XTIME float32 60.0
Time datetime64[ns] 2016-10-07
south_north int64 529
west_east int64 0
Attributes:
FieldType: 104
MemoryOrder: XY
description: LATITUDE, SOUTH IS NEGATIVE
units: degree_north
stagger:
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'XLAT' ()>
array(34.527950286865234, dtype=float32)
Coordinates:
XLONG float32 -67.6011
XLAT float32 34.528
XTIME float32 60.0
Time datetime64[ns] 2016-10-07
south_north int64 529
west_east int64 1798
Attributes:
FieldType: 104
MemoryOrder: XY
description: LATITUDE, SOUTH IS NEGATIVE
units: degree_north
stagger:
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'XLONG' ()>
array(-127.39892578125, dtype=float32)
Coordinates:
XLONG float32 -127.399
XLAT float32 34.528
XTIME float32 60.0
Time datetime64[ns] 2016-10-07
south_north int64 529
west_east int64 0
Attributes:
FieldType: 104
MemoryOrder: XY
description: LONGITUDE, WEST IS NEGATIVE
units: degree_east
stagger:
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'XLONG' ()>
array(-67.60107421875, dtype=float32)
Coordinates:
XLONG float32 -67.6011
XLAT float32 34.528
XTIME float32 60.0
Time datetime64[ns] 2016-10-07
south_north int64 529
west_east int64 1798
Attributes:
FieldType: 104
MemoryOrder: XY
description: LONGITUDE, WEST IS NEGATIVE
units: degree_east
stagger:
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'pressure_cross' (vertical: 3, idx: 1798)>
array([[ 906.375 , 906.38043213, 906.39367676, ..., 907.6661377 ,
907.63006592, 907.59191895],
[ 804.24737549, 804.26885986, 804.28076172, ..., 806.98632812,
806.95556641, 806.92608643],
[ 713.24578857, 713.2722168 , 713.27886963, ..., 716.09594727,
716.06610107, 716.03503418]], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (idx) object CoordPair(x=0.0, y=529.0, lat=34.5279502869, lon=-127.398925781) ...
* vertical (vertical) float32 1000.0 2000.0 3000.0
* idx (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
Attributes:
FieldType: 104
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (0.0, 529.0) to (1797.0, 529.0)
missing_value: 9.96920996839e+36
_FillValue: 9.96920996839e+36
3.1.3 Interpolate 2D Variable to a Line¶
In [20]:
# T2 using pivot and angle
from wrf import interpline, getvar, CoordPair
t2 = getvar(ncfile, "T2")
pivot_point = CoordPair((t2.shape[-1]-1)//2, (t2.shape[-2]-1)//2)
angle = 0.0
t2_line = interpline(t2, pivot_point=pivot_point, angle=angle, latlon=True)
print(t2_line, "\n")
del t2_line
# T2 using start_point and end_point
start_point = CoordPair((t2.shape[-1]-1)//2, 0)
end_point = CoordPair((t2.shape[-1]-1)//2, -1)
t2_line = interpline(t2, start_point=start_point, end_point=end_point, latlon=True)
print(t2_line, "\n")
del t2_line
t2 = getvar(ncfile, "T2")
lats = getvar(ncfile, "lat")
lons = getvar(ncfile, "lon")
start_lat = lats[0, (lats.shape[-1]-1)//2]
end_lat = lats[-1, (lats.shape[-1]-1)//2]
start_lon = lons[0, (lons.shape[-1]-1)//2]
end_lon = lons[-1, (lons.shape[-1]-1)//2]
start_point = CoordPair(lat=start_lat, lon=start_lon)
end_point = CoordPair(lat=end_lat, lon=end_lon)
t2_line = interpline(t2, wrfin=ncfile, start_point=start_point, end_point=end_point, latlon=True)
print (t2_line)
del t2_line, t2
<xarray.DataArray u'T2_line' (line_idx: 1058)>
array([ 302.07214355, 302.08505249, 302.08688354, ..., 279.18557739,
279.1998291 , 279.23132324], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...
* line_idx (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...
Attributes:
FieldType: 104
description: TEMP at 2 M
units: K
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (899.0, 0.0) to (899.0, 1057.0) ; center=CoordPair(x=899, y=529) ; angle=0.0
<xarray.DataArray u'T2_line' (line_idx: 1058)>
array([ 302.07214355, 302.08505249, 302.08688354, ..., 279.18557739,
279.1998291 , 279.23132324], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...
* line_idx (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...
Attributes:
FieldType: 104
description: TEMP at 2 M
units: K
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (899.0, 0.0) to (899.0, 1057.0)
<xarray.DataArray u'T2_line' (line_idx: 1058)>
array([ 302.07214355, 302.08505249, 302.08688354, ..., 279.18557739,
279.1998291 , 279.23132324], dtype=float32)
Coordinates:
Time datetime64[ns] 2016-10-07
xy_loc (line_idx) object CoordPair(x=899.0, y=0.0, lat=24.3645858765, lon=-97.5) ...
* line_idx (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...
Attributes:
FieldType: 104
description: TEMP at 2 M
units: K
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
orientation: (899.0, 0.0) to (899.0, 1057.0)
3.1.4 Vertical Coordinate Interpolation¶
In [21]:
from wrf import vinterp, getvar
# Interpolate tk to theta levels
tk = getvar(ncfile, "tk")
interp_levels = [200, 300, 500, 1000]
interp_field = vinterp(ncfile,
field=tk,
vert_coord="theta",
interp_levels=interp_levels,
extrapolate=True,
field_type="tk",
log_p=True)
print(interp_field)
del interp_field
# Interpolate tk to theta-e levels
interp_levels = [200, 300, 500, 1000]
interp_field = vinterp(ncfile,
field=tk,
vert_coord="eth",
interp_levels=interp_levels,
extrapolate=True,
field_type="tk",
log_p=True)
print(interp_field)
del interp_field
# Interpolate tk to geopotential height (MSL) levels
interp_levels = [30, 60, 90]
interp_field = vinterp(ncfile,
field=tk,
vert_coord="ght_msl",
interp_levels=interp_levels,
extrapolate=True,
field_type="tk",
log_p=True)
print(interp_field)
del interp_field
# Interpolate tk to geopotential height (MSL) levels
interp_levels = [30, 60, 90]
interp_field = vinterp(ncfile,
field=tk,
vert_coord="ght_agl",
interp_levels=interp_levels,
extrapolate=True,
field_type="tk",
log_p=True)
print(interp_field)
del interp_field
# Interpolate tk to pressure levels
interp_levels = [850, 500]
interp_field = vinterp(ncfile,
field=tk,
vert_coord="pressure",
interp_levels=interp_levels,
extrapolate=True,
field_type="tk",
log_p=True)
print(interp_field)
del interp_field, tk
<xarray.DataArray u'temp' (interp_level: 4, south_north: 1059, west_east: 1799)>
array([[[ 296.12872314, 296.1166687 , 296.08905029, ..., 301.71026611,
301.67956543, 301.67791748],
[ 296.11352539, 295.95581055, 295.91555786, ..., 301.63052368,
301.62905884, 301.65887451],
[ 296.07556152, 295.91577148, 295.88214111, ..., 301.61499023,
301.60287476, 301.63961792],
...,
[ 286.52096558, 286.41018677, 286.36764526, ..., 286.04336548,
286.06069946, 286.11782837],
[ 286.53607178, 286.43389893, 286.39651489, ..., 286.04037476,
286.05493164, 286.1048584 ],
[ 286.52865601, 286.5005188 , 286.465271 , ..., 286.06069946,
286.07052612, 286.09399414]],
[[ 288.80395508, 288.80670166, 288.80947876, ..., 301.71026611,
301.67956543, 301.67791748],
[ 288.79626465, 288.80310059, 288.81011963, ..., 301.63052368,
301.62905884, 301.65887451],
[ 288.79147339, 288.79580688, 288.80395508, ..., 301.61499023,
301.60287476, 301.63961792],
...,
[ 271.22460938, 270.93789673, 270.89196777, ..., 285.03686523,
285.03970337, 285.13150024],
[ 271.07727051, 270.83752441, 270.79229736, ..., 284.97970581,
284.98345947, 285.08605957],
[ 270.91799927, 270.88964844, 270.86120605, ..., 285.03256226,
285.03521729, 285.03738403]],
[[ 209.65953064, 209.66604614, 209.66989136, ..., 208.95401001,
208.94740295, 208.94108582],
[ 209.66082764, 209.69885254, 209.70175171, ..., 209.00111389,
208.9921875 , 208.95361328],
[ 209.67224121, 209.70568848, 209.70872498, ..., 209.00645447,
208.99705505, 208.96684265],
...,
[ 216.40664673, 216.40771484, 216.42254639, ..., 211.59529114,
211.57124329, 211.55671692],
[ 216.40037537, 216.40324402, 216.41850281, ..., 211.59181213,
211.57377625, 211.56642151],
[ 216.39074707, 216.39753723, 216.41374207, ..., 211.59292603,
211.58309937, 211.57679749]],
[[ 222.51194763, 222.51513672, 222.51472473, ..., 219.25039673,
219.25816345, 219.2625885 ],
[ 222.50579834, 222.53179932, 222.52944946, ..., 219.27270508,
219.27102661, 219.26333618],
[ 222.51419067, 222.53814697, 222.53460693, ..., 219.26870728,
219.26971436, 219.26559448],
...,
[ 219.11134338, 219.08581543, 219.08602905, ..., 218.29879761,
218.30923462, 218.3787384 ],
[ 219.09260559, 219.07765198, 219.08340454, ..., 218.2855072 ,
218.30444336, 218.37931824],
[ 219.07936096, 219.08181763, 219.10089111, ..., 218.31173706,
218.34288025, 218.3687439 ]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* interp_level (interp_level) int64 200 300 500 1000
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: temperature
units: K
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
vert_interp_type: theta
<xarray.DataArray u'temp' (interp_level: 4, south_north: 1059, west_east: 1799)>
array([[[ 296.12872314, 296.1166687 , 296.08905029, ..., 301.71026611,
301.67956543, 301.67791748],
[ 296.11352539, 295.95581055, 295.91555786, ..., 301.63052368,
301.62905884, 301.65887451],
[ 296.07556152, 295.91577148, 295.88214111, ..., 301.61499023,
301.60287476, 301.63961792],
...,
[ 286.52096558, 286.41018677, 286.36764526, ..., 286.04336548,
286.06069946, 286.11782837],
[ 286.53607178, 286.43389893, 286.39651489, ..., 286.04037476,
286.05493164, 286.1048584 ],
[ 286.52865601, 286.5005188 , 286.465271 , ..., 286.06069946,
286.07052612, 286.09399414]],
[[ 296.12872314, 296.1166687 , 296.08905029, ..., 301.71026611,
301.67956543, 301.67791748],
[ 296.11352539, 295.95581055, 295.91555786, ..., 301.63052368,
301.62905884, 301.65887451],
[ 296.07556152, 295.91577148, 295.88214111, ..., 301.61499023,
301.60287476, 301.63961792],
...,
[ 286.52096558, 286.41018677, 286.36764526, ..., 286.04336548,
286.06069946, 286.11782837],
[ 286.53607178, 286.43389893, 286.39651489, ..., 286.04037476,
286.05493164, 286.1048584 ],
[ 286.52865601, 286.5005188 , 286.465271 , ..., 286.06069946,
286.07052612, 286.09399414]],
[[ 209.65866089, 209.66516113, 209.66902161, ..., 208.95243835,
208.94581604, 208.9394989 ],
[ 209.65994263, 209.69796753, 209.7008667 , ..., 208.99952698,
208.99060059, 208.95201111],
[ 209.67137146, 209.70481873, 209.70785522, ..., 209.00485229,
208.99543762, 208.96522522],
...,
[ 216.40563965, 216.40672302, 216.42155457, ..., 211.59411621,
211.5700531 , 211.55552673],
[ 216.39936829, 216.40222168, 216.41746521, ..., 211.59066772,
211.57260132, 211.56523132],
[ 216.38970947, 216.39648438, 216.41264343, ..., 211.59179688,
211.5819397 , 211.57563782]],
[[ 222.51194763, 222.51513672, 222.51472473, ..., 219.25039673,
219.25816345, 219.2625885 ],
[ 222.50579834, 222.53179932, 222.52944946, ..., 219.27270508,
219.27102661, 219.26333618],
[ 222.51419067, 222.53814697, 222.53460693, ..., 219.26870728,
219.26971436, 219.26559448],
...,
[ 219.11134338, 219.08581543, 219.08602905, ..., 218.29879761,
218.30923462, 218.3787384 ],
[ 219.09260559, 219.07765198, 219.08340454, ..., 218.2855072 ,
218.30444336, 218.37931824],
[ 219.07936096, 219.08181763, 219.10089111, ..., 218.31173706,
218.34288025, 218.3687439 ]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* interp_level (interp_level) int64 200 300 500 1000
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: temperature
units: K
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
vert_interp_type: eth
<xarray.DataArray u'temp' (interp_level: 3, south_north: 1059, west_east: 1799)>
array([[[ 222.51194763, 222.51513672, 222.51472473, ..., 219.25039673,
219.25816345, 219.2625885 ],
[ 222.50579834, 222.53179932, 222.52944946, ..., 219.27270508,
219.27102661, 219.26333618],
[ 222.51419067, 222.53814697, 222.53460693, ..., 219.26870728,
219.26971436, 219.26559448],
...,
[ 219.11134338, 219.08581543, 219.08602905, ..., 218.29879761,
218.30923462, 218.3787384 ],
[ 219.09260559, 219.07765198, 219.08340454, ..., 218.2855072 ,
218.30444336, 218.37931824],
[ 219.07936096, 219.08181763, 219.10089111, ..., 218.31173706,
218.34288025, 218.3687439 ]],
[[ 222.51194763, 222.51513672, 222.51472473, ..., 219.25039673,
219.25816345, 219.2625885 ],
[ 222.50579834, 222.53179932, 222.52944946, ..., 219.27270508,
219.27102661, 219.26333618],
[ 222.51419067, 222.53814697, 222.53460693, ..., 219.26870728,
219.26971436, 219.26559448],
...,
[ 219.11134338, 219.08581543, 219.08602905, ..., 218.29879761,
218.30923462, 218.3787384 ],
[ 219.09260559, 219.07765198, 219.08340454, ..., 218.2855072 ,
218.30444336, 218.37931824],
[ 219.07936096, 219.08181763, 219.10089111, ..., 218.31173706,
218.34288025, 218.3687439 ]],
[[ 222.51194763, 222.51513672, 222.51472473, ..., 219.25039673,
219.25816345, 219.2625885 ],
[ 222.50579834, 222.53179932, 222.52944946, ..., 219.27270508,
219.27102661, 219.26333618],
[ 222.51419067, 222.53814697, 222.53460693, ..., 219.26870728,
219.26971436, 219.26559448],
...,
[ 219.11134338, 219.08581543, 219.08602905, ..., 218.29879761,
218.30923462, 218.3787384 ],
[ 219.09260559, 219.07765198, 219.08340454, ..., 218.2855072 ,
218.30444336, 218.37931824],
[ 219.07936096, 219.08181763, 219.10089111, ..., 218.31173706,
218.34288025, 218.3687439 ]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* interp_level (interp_level) int64 30 60 90
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: temperature
units: K
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
vert_interp_type: ght_msl
<xarray.DataArray u'temp' (interp_level: 3, south_north: 1059, west_east: 1799)>
array([[[ 222.51194763, 222.51513672, 222.51472473, ..., 219.25039673,
219.25816345, 219.2625885 ],
[ 222.50579834, 222.53179932, 222.52944946, ..., 219.27270508,
219.27102661, 219.26333618],
[ 222.51419067, 222.53814697, 222.53460693, ..., 219.26870728,
219.26971436, 219.26559448],
...,
[ 219.11134338, 219.08581543, 219.08602905, ..., 218.29879761,
218.30923462, 218.3787384 ],
[ 219.09260559, 219.07765198, 219.08340454, ..., 218.2855072 ,
218.30444336, 218.37931824],
[ 219.07936096, 219.08181763, 219.10089111, ..., 218.31173706,
218.34288025, 218.3687439 ]],
[[ 222.51194763, 222.51513672, 222.51472473, ..., 219.25039673,
219.25816345, 219.2625885 ],
[ 222.50579834, 222.53179932, 222.52944946, ..., 219.27270508,
219.27102661, 219.26333618],
[ 222.51419067, 222.53814697, 222.53460693, ..., 219.26870728,
219.26971436, 219.26559448],
...,
[ 219.11134338, 219.08581543, 219.08602905, ..., 218.29879761,
218.30923462, 218.3787384 ],
[ 219.09260559, 219.07765198, 219.08340454, ..., 218.2855072 ,
218.30444336, 218.37931824],
[ 219.07936096, 219.08181763, 219.10089111, ..., 218.31173706,
218.34288025, 218.3687439 ]],
[[ 222.51194763, 222.51513672, 222.51472473, ..., 219.25039673,
219.25816345, 219.2625885 ],
[ 222.50579834, 222.53179932, 222.52944946, ..., 219.27270508,
219.27102661, 219.26333618],
[ 222.51419067, 222.53814697, 222.53460693, ..., 219.26870728,
219.26971436, 219.26559448],
...,
[ 219.11134338, 219.08581543, 219.08602905, ..., 218.29879761,
218.30923462, 218.3787384 ],
[ 219.09260559, 219.07765198, 219.08340454, ..., 218.2855072 ,
218.30444336, 218.37931824],
[ 219.07936096, 219.08181763, 219.10089111, ..., 218.31173706,
218.34288025, 218.3687439 ]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* interp_level (interp_level) int64 30 60 90
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: temperature
units: K
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
vert_interp_type: ght_agl
<xarray.DataArray u'temp' (interp_level: 2, south_north: 1059, west_east: 1799)>
array([[[ 290.30715942, 290.31643677, 290.32040405, ..., 293.56903076,
293.60928345, 293.65011597],
[ 290.27703857, 290.27856445, 290.28756714, ..., 293.58224487,
293.61831665, 293.6444397 ],
[ 290.24746704, 290.23773193, 290.24575806, ..., 293.57839966,
293.61178589, 293.63757324],
...,
[ 275.76394653, 275.79260254, 275.81439209, ..., 285.15744019,
285.18417358, 285.26242065],
[ 275.72103882, 275.74673462, 275.76733398, ..., 285.13076782,
285.14141846, 285.21652222],
[ 275.68835449, 275.70935059, 275.7298584 , ..., 285.1668396 ,
285.16848755, 285.17074585]],
[[ 270.08929443, 270.08450317, 270.07733154, ..., 266.69506836,
266.68942261, 266.68600464],
[ 270.0682373 , 270.015625 , 270.00662231, ..., 266.71917725,
266.71395874, 266.6864624 ],
[ 270.04724121, 269.98675537, 269.9744873 , ..., 266.72360229,
266.71829224, 266.68701172],
...,
[ 258.06445312, 257.94726562, 257.86956787, ..., 261.26638794,
261.23574829, 261.31130981],
[ 257.99954224, 257.89916992, 257.84133911, ..., 261.25057983,
261.2315979 , 261.30838013],
[ 257.93939209, 257.90509033, 257.87435913, ..., 261.2855835 ,
261.29364014, 261.29907227]]], dtype=float32)
Coordinates:
XLONG (south_north, west_east) float32 -122.72 -122.693 -122.666 ...
XLAT (south_north, west_east) float32 21.1381 21.1451 21.1521 ...
Time datetime64[ns] 2016-10-07
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* interp_level (interp_level) int64 850 500
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: temperature
units: K
stagger:
coordinates: XLONG XLAT
projection: LambertConformal(stand_lon=-97.5, moad_cen_lat=38.5000038147, truelat1=38.5, truelat2=38.5, pole_lat=90.0, pole_lon=0.0)
vert_interp_type: pressure
3.2 Lat/Lon to X/Y Routines¶
In [22]:
from wrf.latlon import xy_to_ll, ll_to_xy
a = xy_to_ll(ncfile, 400, 200)
a1 = ll_to_xy(ncfile, a[0], a[1])
#print(a)
#print("\n")
#print(a1)
#print("\n")
a = xy_to_ll(ncfile, [400,105], [200,205])
a1 = ll_to_xy(ncfile, a[0,:], a[1,:])
b = ll_to_xy(ncfile, 45.5, -110.8, as_int=True)
# Note: Lists/Dictionaries of files will add a new dimension ('domain') only if the domain is moving
c = xy_to_ll([ncfile, ncfile, ncfile], [400,105], [200,205])
d = xy_to_ll({"label1" : [ncfile, ncfile],
"label2" : [ncfile, ncfile]},
[400,105], [200,205])
print(a)
print("\n")
print(a1)
print("\n")
print(b)
print("\n")
print(c)
print("\n")
print(d)
<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>
array([[ 28.55816408, 27.03835783],
[-112.67827617, -121.36392174]])
Coordinates:
* lat_lon (lat_lon) <U3 u'lat' u'lon'
xy_coord (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)
* idx (idx) int64 0 1
<xarray.DataArray u'xy' (x_y: 2, idx: 2)>
array([[400, 105],
[200, 205]])
Coordinates:
latlon_coord (idx) object CoordPair(lat=28.5581640822, lon=-112.678276173) ...
* x_y (x_y) <U1 u'x' u'y'
* idx (idx) int64 0 1
<xarray.DataArray u'xy' (x_y: 2)>
array([552, 814])
Coordinates:
latlon_coord object CoordPair(lat=45.5, lon=-110.8)
* x_y (x_y) <U1 u'x' u'y'
idx int64 0
<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>
array([[ 28.55816408, 27.03835783],
[-112.67827617, -121.36392174]])
Coordinates:
* lat_lon (lat_lon) <U3 u'lat' u'lon'
xy_coord (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)
* idx (idx) int64 0 1
<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>
array([[ 28.55816408, 27.03835783],
[-112.67827617, -121.36392174]])
Coordinates:
* lat_lon (lat_lon) <U3 u'lat' u'lon'
xy_coord (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)
* idx (idx) int64 0 1
4.0 Plotting with Cartopy¶
In [23]:
%matplotlib inline
In [24]:
# SLP
import matplotlib.pyplot as plt
from matplotlib.cm import get_cmap
import cartopy.crs as crs
from cartopy.feature import NaturalEarthFeature
from wrf import to_np, getvar, smooth2d, get_cartopy, cartopy_xlim, cartopy_ylim, latlon_coords
slp = getvar(ncfile, "slp")
smooth_slp = smooth2d(slp, 3)
lats, lons = latlon_coords(slp)
cart_proj = get_cartopy(slp)
fig = plt.figure(figsize=(10,10))
ax = plt.axes(projection=cart_proj)
states = NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',
name='admin_1_states_provinces_shp')
ax.add_feature(states, linewidth=.5)
ax.coastlines('50m', linewidth=0.8)
# Can only get this to work if I manually transform the lat/lon points to projected space.
xform_coords = cart_proj.transform_points(crs.PlateCarree(), to_np(lons), to_np(lats))
x = xform_coords[:,:,0]
y = xform_coords[:,:,1]
plt.contour(x, y, to_np(smooth_slp), 10, colors="black")
plt.contourf(x, y, to_np(smooth_slp), 10)
plt.colorbar(ax=ax, shrink=.47)
ax.set_xlim(cartopy_xlim(slp))
ax.set_ylim(cartopy_ylim(slp))
ax.gridlines()
Out[24]:
<cartopy.mpl.gridliner.Gridliner at 0x11d3ade10>
In [9]:
# SLP
from __future__ import (absolute_import, division, print_function, unicode_literals)
from netCDF4 import Dataset
import matplotlib.pyplot as plt
from matplotlib.cm import get_cmap
import cartopy.crs as crs
from cartopy.feature import NaturalEarthFeature
from wrf import to_np, getvar, smooth2d, get_cartopy, cartopy_xlim, cartopy_ylim, latlon_coords, geo_bounds
ncfile = Dataset("/Users/ladwig/Documents/wrf_files/wrfout_d01_2016-10-07_00_00_00")
# Get the sea level pressure
slp = getvar(ncfile, "slp")
# Smooth the sea level pressure since it tends to be noisey near the mountains
smooth_slp = smooth2d(slp, 3)
# Get the numpy array from the XLAT and XLONG coordinates
lats, lons = latlon_coords(slp, as_np=True)
# The cartopy() method returns a cartopy.crs projection object
cart_proj = get_cartopy(slp)
print (cart_proj)
print (get_cartopy(wrfin=ncfile))
bounds = geo_bounds(slp)
print (bounds)
subset = slp[150:250, 150:250]
subset_bounds = geo_bounds(subset)
print (subset_bounds)
file_bounds = geo_bounds(wrfin=ncfile)
print (file_bounds)
# Create a figure that's 10x10
fig = plt.figure(figsize=(10,10))
# Get the GeoAxes set to the projection used by WRF
ax = plt.axes(projection=cart_proj)
# Download and add the states and coastlines
states = NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',
name='admin_1_states_provinces_shp')
ax.add_feature(states, linewidth=.5)
ax.coastlines('50m', linewidth=0.8)
# Make the contour outlines and filled contours for the smoothed sea level pressure.
# The transform keyword indicates that the lats and lons arrays are lat/lon coordinates and tells
# cartopy to transform the points in to grid space.
plt.contour(lons, lats, to_np(smooth_slp), 10, colors="black", transform=crs.PlateCarree())
plt.contourf(lons, lats, to_np(smooth_slp), 10, transform=crs.PlateCarree())
# Add a color bar
plt.colorbar(ax=ax, shrink=.47)
# Set the map limits
ax.set_xlim(cartopy_xlim(slp))
ax.set_ylim(cartopy_ylim(slp))
# Add the gridlines
ax.gridlines()
<cartopy.crs.LambertConformal object at 0x1389848f0> <cartopy.crs.LambertConformal object at 0x1226116b0> GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875)) GeoBounds(CoordPair(lat=25.9246292114, lon=-119.675048828), CoordPair(lat=29.0761833191, lon=-117.46484375)) GeoBounds(CoordPair(lat=21.1381225586, lon=-122.719528198), CoordPair(lat=47.8436355591, lon=-60.9013671875))
Out[9]:
<cartopy.mpl.gridliner.Gridliner at 0x12bd28450>
In [26]:
# 500 MB Heights and Winds
import matplotlib.pyplot as plt
from matplotlib.cm import get_cmap
import cartopy.crs as crs
from cartopy.feature import NaturalEarthFeature
from wrf import getvar, interplevel, to_np, get_cartopy, cartopy_xlim, cartopy_ylim, latlon_coords
p = getvar(ncfile, "pressure")
z = getvar(ncfile, "z", units="dm")
ua = getvar(ncfile, "ua", units="kts")
va = getvar(ncfile, "va", units="kts")
ht_500 = interplevel(z, p, 500)
u_500 = interplevel(ua, p, 500)
v_500 = interplevel(va, p, 500)
lats, lons = latlon_coords(ht_500)
cart_proj = get_cartopy(slp)
fig = plt.figure(figsize=(20,20))
ax = plt.axes([0.1,0.1,0.8,0.8], projection=cart_proj)
states = NaturalEarthFeature(category='cultural', scale='50m', facecolor='none',
name='admin_1_states_provinces_shp')
ax.add_feature(states, linewidth=0.5)
ax.coastlines('50m', linewidth=0.8)
# Can only get this to work if I manually transform the lat/lon points to projected space.
xform_coords = cart_proj.transform_points(crs.PlateCarree(), to_np(lons), to_np(lats))
x = xform_coords[:,:,0]
y = xform_coords[:,:,1]
plt.contour(x, y, to_np(ht_500), 20, cmap=get_cmap("plasma"))
plt.barbs(x[::50,::50], y[::50,::50], to_np(u_500[::50, ::50]), to_np(v_500[::50, ::50]))
plt.colorbar(ax=ax, shrink=.7)
ax.set_xlim(cartopy_xlim(slp))
ax.set_ylim(cartopy_ylim(slp))
ax.gridlines()
Out[26]:
<cartopy.mpl.gridliner.Gridliner at 0x13093c710>
In [27]:
# Cross-section of pressure using xarray's builtin plotting
import numpy as np
import matplotlib.pyplot as plt
from matplotlib.cm import get_cmap
from wrf import getvar, vertcross, to_np, CoordPair
p = getvar(ncfile, "pressure")
z = getvar(ncfile, "z", units="dm")
pivot_point = CoordPair(z.shape[-1] / 2, z.shape[-2] / 2)
angle = 90.0
p_vert = vertcross(p, z, pivot_point=pivot_point, angle=angle, levels=[1000,850,500])
fig = plt.figure(figsize=(20,8))
ax = plt.axes([0.1,0.1,0.8,0.8])
p_vert.plot.contour(ax=ax, levels=[0 + 50*n for n in range(20)], cmap=get_cmap("viridis"))
Out[27]:
<matplotlib.contour.QuadContourSet at 0x13101cb10>
Multi-time Moving Domain Files¶
In [28]:
import os
from wrf import getvar, ALL_TIMES
from netCDF4 import Dataset as nc
dir = "/Users/ladwig/Documents/wrf_files/wrf_vortex_multi"
ncfilenames = [os.path.join(dir, x) for x in os.listdir(dir) if x.find("_d02_") > 0]
ncfiles = [nc(x) for x in ncfilenames]
#print (ncfiles[0].variables["XLONG"][0,0,-1], ncfiles[0].variables["XLONG"][-1,0,-1])
#print (ncfiles[1].variables["XLONG"][0,0,-1], ncfiles[1].variables["XLONG"][-1,0,-1])
#print (ncfiles[-1].variables["XLONG"][0,0,-1], ncfiles[-1].variables["XLONG"][-1,0,-1])
In [29]:
p = getvar(ncfiles, "ctt", timeidx=ALL_TIMES)
In [30]:
print (p)
#print (p.attrs["projection"].shape)
<xarray.DataArray u'ctt' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 30.28734779, 30.25170326, 30.2116642 , ..., 30.43941689,
30.35033607, 30.26937294],
[ 30.32671547, 30.29772377, 30.2628727 , ..., 30.53902626,
30.44616127, 30.35714149],
[ 30.35683632, 30.3349247 , 30.30584145, ..., 30.63564491,
30.53905678, 30.44393349],
...,
[ 31.25283241, 31.12960243, 31.00759315, ..., 27.79311562,
27.66298866, 27.57006264],
[ 31.27178383, 31.15249062, 31.03255653, ..., 27.8573246 ,
27.73256874, 27.64241982],
[ 31.2713871 , 31.17223549, 31.05983925, ..., 27.91900063,
27.80031776, 27.70995522]],
[[ 16.19169617, 15.99893379, 15.81915665, ..., 7.0032773 ,
6.8763237 , 6.93836355],
[ 15.97773075, 15.74483204, 15.5394392 , ..., 6.78348255,
6.72141266, 6.79115295],
[ 15.84720802, 15.57518196, 15.20796871, ..., 6.70142746,
6.64676285, 6.67825317],
...,
[ 30.45623207, 30.44008827, 30.43691444, ..., 18.54486847,
19.94033432, 21.34884644],
[ 30.51400185, 30.49755287, 30.48867226, ..., 20.3301487 ,
22.57026482, 26.5390873 ],
[ 30.58187294, 30.56289101, 30.54842567, ..., 23.3081665 ,
26.56359291, 26.57778358]],
[[ 16.208992 , 15.94972515, 15.30677128, ..., 14.39867306,
15.21979427, 15.2248764 ],
[ 15.93093681, 15.10384083, 14.47981071, ..., 14.44307995,
15.22070312, 15.11969757],
[ 15.17186642, 14.37431622, 13.96086025, ..., 14.84709167,
15.31226921, 15.0560894 ],
...,
[ 30.31429482, 30.31133461, 30.30013466, ..., 20.29769707,
21.1438179 , 21.44757271],
[ 30.33168983, 30.33086586, 30.32610512, ..., 21.18071175,
21.65554619, 21.50787354],
[ 30.29125404, 30.32061195, 30.32686806, ..., 20.91792488,
21.13373375, 20.81536674]],
...,
[[ 28.64361 , 28.65468788, 28.62862587, ..., 7.00876141,
6.74073505, 6.70544767],
[ 28.64177895, 28.63732338, 28.62298012, ..., 7.43968439,
6.94054127, 7.2038517 ],
[ 28.66106606, 28.66173744, 28.6413517 , ..., 9.21797752,
8.2333622 , 9.07994938],
...,
[ 31.66417885, 31.67858315, 31.67806435, ..., 31.65303993,
31.75106239, 31.80227089],
[ 31.58568764, 31.60311317, 31.62148476, ..., 32.16616058,
32.19054413, 32.21041107],
[ 31.58263588, 31.6111393 , 31.62984657, ..., 21.16931343,
17.62268257, 16.70756149]],
[[ 28.93020058, 28.93435097, 28.8946476 , ..., 28.78508949,
28.94683266, 29.12603188],
[ 28.91274452, 28.88039589, 28.90099525, ..., 28.78740883,
28.95098305, 29.14202309],
[ 28.86281776, 28.85476112, 28.84868813, ..., 28.78795815,
28.96074867, 29.15505409],
...,
[ 33.25832367, 33.24514008, 33.23030853, ..., 14.0408783 ,
12.95657158, 12.08239651],
[ 33.27172089, 33.25063324, 33.22808075, ..., 12.5029068 ,
11.96846199, 11.64200592],
[ 33.28435516, 33.26958466, 33.23656464, ..., 11.6364212 ,
11.47585678, 11.44334316]],
[[ 28.91610146, 28.90648842, 28.899683 , ..., 29.27883339,
29.28582191, 29.25979042],
[ 28.88836098, 28.88088417, 28.86983681, ..., 29.26934242,
29.28530312, 29.27178383],
[ 28.91903114, 23.74165535, 23.63720703, ..., 29.25695229,
29.27611732, 29.27117348],
...,
[ 31.70983315, 31.6944828 , 31.66973305, ..., 16.75401115,
18.18523979, 18.30009842],
[ 31.65715981, 31.65786171, 31.64626503, ..., 16.42384148,
17.80035019, 19.4046936 ],
[ 31.5896244 , 31.61464882, 31.59929848, ..., 16.28834343,
17.62311363, 28.69741249]]], dtype=float32)
Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XY
description: cloud top temperature
units: degC
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
In [31]:
print (p.attrs["projection"])
Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
In [32]:
ncfiles[2].variables["XTIME"][:]
Out[32]:
array([ 1440.], dtype=float32)
In [33]:
p = getvar(ncfiles, "P", timeidx=None, method="cat", meta=True, squeeze=True)
In [34]:
print (p)
<xarray.DataArray u'P' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 3.21992188e+02, 3.22617188e+02, 3.26929688e+02, ...,
7.19312500e+02, 7.25351562e+02, 7.33554688e+02],
[ 3.22265625e+02, 3.23390625e+02, 3.25281250e+02, ...,
7.28359375e+02, 7.34804688e+02, 7.40921875e+02],
[ 3.18671875e+02, 3.22453125e+02, 3.24421875e+02, ...,
7.35289062e+02, 7.42140625e+02, 7.48593750e+02],
...,
[ 6.28960938e+02, 6.36382812e+02, 6.46265625e+02, ...,
9.81765625e+02, 9.82148438e+02, 9.79617188e+02],
[ 6.30093750e+02, 6.34882812e+02, 6.39953125e+02, ...,
9.78617188e+02, 9.78992188e+02, 9.79015625e+02],
[ 6.29757812e+02, 6.38273438e+02, 6.42812500e+02, ...,
9.76695312e+02, 9.76875000e+02, 9.76453125e+02]],
[[ 3.08257812e+02, 3.09226562e+02, 3.11296875e+02, ...,
7.04007812e+02, 7.11273438e+02, 7.17632812e+02],
[ 3.06046875e+02, 3.07921875e+02, 3.10164062e+02, ...,
7.12445312e+02, 7.18062500e+02, 7.24125000e+02],
[ 3.04687500e+02, 3.06718750e+02, 3.09156250e+02, ...,
7.19039062e+02, 7.24851562e+02, 7.30703125e+02],
...,
[ 6.09250000e+02, 6.12890625e+02, 6.22476562e+02, ...,
9.62203125e+02, 9.62453125e+02, 9.62023438e+02],
[ 6.13601562e+02, 6.18054688e+02, 6.24265625e+02, ...,
9.59500000e+02, 9.59789062e+02, 9.57523438e+02],
[ 6.18460938e+02, 6.22523438e+02, 6.26765625e+02, ...,
9.57937500e+02, 9.58320312e+02, 9.56882812e+02]],
[[ 2.88765625e+02, 2.89546875e+02, 2.90351562e+02, ...,
6.83421875e+02, 6.89242188e+02, 6.95132812e+02],
[ 2.86398438e+02, 2.88023438e+02, 2.89242188e+02, ...,
6.90156250e+02, 6.96273438e+02, 7.03671875e+02],
[ 2.84679688e+02, 2.86093750e+02, 2.89281250e+02, ...,
6.96875000e+02, 7.04671875e+02, 7.10679688e+02],
...,
[ 5.87804688e+02, 5.93078125e+02, 6.01695312e+02, ...,
9.37085938e+02, 9.35570312e+02, 9.36117188e+02],
[ 5.92335938e+02, 5.96695312e+02, 6.01125000e+02, ...,
9.34484375e+02, 9.34351562e+02, 9.33281250e+02],
[ 5.95960938e+02, 6.01250000e+02, 6.05390625e+02, ...,
9.32875000e+02, 9.31585938e+02, 9.31148438e+02]],
...,
[[ -6.47851562e+00, -6.46093750e+00, -6.38476562e+00, ...,
3.97558594e+00, 4.06152344e+00, 4.20507812e+00],
[ -6.51269531e+00, -6.43652344e+00, -6.33691406e+00, ...,
4.13281250e+00, 4.23535156e+00, 4.35400391e+00],
[ -6.50292969e+00, -6.39550781e+00, -6.28417969e+00, ...,
4.28320312e+00, 4.39794922e+00, 4.53173828e+00],
...,
[ 5.75878906e+00, 5.80761719e+00, 5.87548828e+00, ...,
1.08872070e+01, 1.03876953e+01, 9.84179688e+00],
[ 5.94482422e+00, 6.00292969e+00, 6.06250000e+00, ...,
1.14526367e+01, 1.14599609e+01, 1.14760742e+01],
[ 6.11718750e+00, 6.20507812e+00, 6.26220703e+00, ...,
1.14140625e+01, 1.14458008e+01, 1.14589844e+01]],
[[ -3.59619141e+00, -3.59667969e+00, -3.56152344e+00, ...,
2.18798828e+00, 2.26855469e+00, 2.30712891e+00],
[ -3.63037109e+00, -3.56640625e+00, -3.52587891e+00, ...,
2.28125000e+00, 2.35302734e+00, 2.42187500e+00],
[ -3.61230469e+00, -3.54980469e+00, -3.44921875e+00, ...,
2.36718750e+00, 2.44921875e+00, 2.50488281e+00],
...,
[ 3.19287109e+00, 3.22070312e+00, 3.25341797e+00, ...,
6.44580078e+00, 6.26025391e+00, 5.94824219e+00],
[ 3.29882812e+00, 3.32714844e+00, 3.35742188e+00, ...,
6.32080078e+00, 6.34228516e+00, 6.37255859e+00],
[ 3.40234375e+00, 3.42968750e+00, 3.44482422e+00, ...,
6.30664062e+00, 6.34814453e+00, 6.37158203e+00]],
[[ -1.11816406e+00, -1.12109375e+00, -1.10400391e+00, ...,
6.94824219e-01, 7.12402344e-01, 1.81152344e-01],
[ -1.14355469e+00, -1.12744141e+00, -1.12011719e+00, ...,
7.11914062e-01, 7.38769531e-01, 1.62109375e-01],
[ -1.11279297e+00, -1.11718750e+00, -1.11572266e+00, ...,
7.53417969e-01, 7.78320312e-01, 1.89941406e-01],
...,
[ 9.77539062e-01, 1.00537109e+00, 1.02099609e+00, ...,
2.50537109e+00, 2.97216797e+00, 3.52734375e+00],
[ 1.01220703e+00, 1.04541016e+00, 1.06005859e+00, ...,
2.00341797e+00, 2.00244141e+00, 2.00244141e+00],
[ 1.04541016e+00, 1.08154297e+00, 1.07958984e+00, ...,
2.00732422e+00, 2.00732422e+00, 2.00000000e+00]]],
[[[ 3.00062500e+02, 2.93976562e+02, 2.88828125e+02, ...,
6.44367188e+02, 6.50953125e+02, 6.57789062e+02],
[ 2.88906250e+02, 2.81601562e+02, 2.73695312e+02, ...,
6.30593750e+02, 6.36078125e+02, 6.49335938e+02],
[ 2.79781250e+02, 2.71132812e+02, 2.64257812e+02, ...,
6.18593750e+02, 6.26375000e+02, 6.36960938e+02],
...,
[ 7.19937500e+02, 7.11921875e+02, 7.13234375e+02, ...,
9.57828125e+02, 9.63929688e+02, 9.71945312e+02],
[ 7.33257812e+02, 7.31031250e+02, 7.31859375e+02, ...,
9.66531250e+02, 9.71484375e+02, 9.76445312e+02],
[ 7.48914062e+02, 7.51390625e+02, 7.53640625e+02, ...,
9.78265625e+02, 9.80671875e+02, 9.83320312e+02]],
[[ 2.90585938e+02, 2.84406250e+02, 2.73734375e+02, ...,
6.25304688e+02, 6.33085938e+02, 6.39867188e+02],
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[[ -6.44287109e+00, -7.33837891e+00, -8.26171875e+00, ...,
-2.61523438e+00, -2.90917969e+00, -2.63134766e+00],
[ -6.87353516e+00, -7.31738281e+00, -7.48535156e+00, ...,
-3.38232422e+00, -3.22705078e+00, -1.10888672e+00],
[ -7.96826172e+00, -7.43408203e+00, -7.64843750e+00, ...,
-3.47558594e+00, -3.39501953e+00, 4.49707031e-01],
...,
[ -8.75781250e+00, -4.05419922e+00, -4.01416016e+00, ...,
-6.67480469e-01, -4.70214844e-01, -8.28808594e+00],
[ -8.53710938e+00, -3.92626953e+00, -3.86376953e+00, ...,
-3.23730469e-01, -5.46875000e-02, -1.05468750e+00],
[ -6.41796875e+00, -1.09980469e+01, 1.90869141e+00, ...,
-1.32275391e+00, 6.78710938e-02, -6.99707031e-01]],
[[ -2.39746094e+00, -1.42187500e+00, -1.02636719e+00, ...,
1.87988281e+00, -1.04199219e+00, -8.44238281e-01],
[ -2.07617188e+00, -2.39208984e+00, -2.43408203e+00, ...,
-1.14208984e+00, -1.07666016e+00, -1.02636719e+00],
[ -2.19482422e+00, -2.42236328e+00, -2.48486328e+00, ...,
-1.16503906e+00, -1.13818359e+00, -1.23876953e+00],
...,
[ 6.87011719e-01, -1.28515625e+00, -1.26660156e+00, ...,
-2.34863281e-01, -1.60156250e-01, 1.41992188e+00],
[ 8.51074219e-01, -1.27490234e+00, -1.26123047e+00, ...,
-1.52343750e-01, -3.85742188e-02, 2.65771484e+00],
[ 3.41796875e+00, -7.90527344e+00, -1.85156250e+00, ...,
-1.06054688e+00, 1.33789062e-01, 1.94677734e+00]]],
[[[ -9.92578125e+01, -1.00156250e+02, -1.03648438e+02, ...,
2.29507812e+02, 2.34539062e+02, 2.44710938e+02],
[ -1.11539062e+02, -1.06492188e+02, -1.09671875e+02, ...,
2.20093750e+02, 2.32335938e+02, 2.39679688e+02],
[ -1.18781250e+02, -1.14429688e+02, -1.16554688e+02, ...,
2.12062500e+02, 2.25781250e+02, 2.38601562e+02],
...,
[ 5.83671875e+01, 5.36796875e+01, 4.72343750e+01, ...,
4.24226562e+02, 4.32304688e+02, 4.35460938e+02],
[ 7.08437500e+01, 6.77421875e+01, 6.50468750e+01, ...,
4.33250000e+02, 4.41140625e+02, 4.45789062e+02],
[ 8.45937500e+01, 8.46250000e+01, 7.56562500e+01, ...,
4.20554688e+02, 4.23625000e+02, 4.51593750e+02]],
[[ -1.12453125e+02, -1.09703125e+02, -1.14335938e+02, ...,
2.15093750e+02, 2.23062500e+02, 2.29007812e+02],
[ -1.22171875e+02, -1.17500000e+02, -1.22367188e+02, ...,
2.07703125e+02, 2.18843750e+02, 2.27523438e+02],
[ -1.29195312e+02, -1.26156250e+02, -1.28078125e+02, ...,
1.97640625e+02, 2.12328125e+02, 2.21460938e+02],
...,
[ 4.93437500e+01, 4.19531250e+01, 3.55937500e+01, ...,
4.10218750e+02, 4.17000000e+02, 4.22093750e+02],
[ 6.23359375e+01, 5.56484375e+01, 5.09453125e+01, ...,
4.20515625e+02, 4.28515625e+02, 4.34039062e+02],
[ 7.51875000e+01, 7.18281250e+01, 6.92421875e+01, ...,
4.06187500e+02, 4.23242188e+02, 4.45953125e+02]],
[[ -1.26335938e+02, -1.26898438e+02, -1.30851562e+02, ...,
1.94539062e+02, 2.05687500e+02, 2.12117188e+02],
[ -1.38734375e+02, -1.33625000e+02, -1.37007812e+02, ...,
1.88015625e+02, 2.01187500e+02, 2.08382812e+02],
[ -1.47390625e+02, -1.41859375e+02, -1.43718750e+02, ...,
1.79421875e+02, 1.93296875e+02, 2.03546875e+02],
...,
[ 3.46875000e+01, 2.92500000e+01, 2.31328125e+01, ...,
3.91710938e+02, 4.00156250e+02, 3.97070312e+02],
[ 4.55781250e+01, 4.22656250e+01, 3.78593750e+01, ...,
3.99601562e+02, 4.09781250e+02, 4.15234375e+02],
[ 5.77890625e+01, 5.56171875e+01, 5.66796875e+01, ...,
3.82546875e+02, 4.34093750e+02, 4.43250000e+02]],
...,
[[ -1.23740234e+01, -1.47143555e+01, -1.74912109e+01, ...,
-9.04931641e+00, -8.32763672e+00, -6.21044922e+00],
[ -1.57924805e+01, -1.49882812e+01, -1.50927734e+01, ...,
-8.29541016e+00, -8.03857422e+00, -7.64990234e+00],
[ -1.84218750e+01, -1.52583008e+01, -1.53134766e+01, ...,
-8.54980469e+00, -8.14746094e+00, -8.20849609e+00],
...,
[ -1.25625000e+01, -9.68310547e+00, -9.76513672e+00, ...,
-3.62207031e+00, -3.39843750e+00, -3.38867188e-01],
[ -1.40996094e+01, -9.30957031e+00, -9.40478516e+00, ...,
-3.34863281e+00, -3.11328125e+00, -2.30957031e+00],
[ -1.22114258e+01, -7.88574219e+00, -9.82275391e+00, ...,
-7.45117188e-01, -9.27734375e-03, -6.32177734e+00]],
[[ -6.41455078e+00, -7.96972656e+00, -7.64453125e+00, ...,
-1.04003906e+00, -4.33349609e+00, 2.33837891e+00],
[ -7.98730469e+00, -8.27636719e+00, -8.37207031e+00, ...,
-4.63330078e+00, -4.51562500e+00, 2.92578125e+00],
[ -1.52197266e+00, -8.41113281e+00, -8.46191406e+00, ...,
-4.78662109e+00, -4.58154297e+00, 1.20117188e+00],
...,
[ -2.22509766e+00, -5.32470703e+00, -5.36572266e+00, ...,
-2.02392578e+00, -1.90673828e+00, -4.37548828e+00],
[ -1.95898438e+00, -5.12451172e+00, -5.21191406e+00, ...,
-1.90722656e+00, -1.75097656e+00, -1.42285156e+00],
[ -2.78125000e+00, -5.88378906e+00, -5.20312500e+00, ...,
-9.51171875e-01, -3.33007812e-01, -6.10839844e-01]],
[[ -2.69482422e+00, -1.64306641e+00, -4.36865234e+00, ...,
-2.20117188e+00, -1.41894531e+00, -1.34423828e+00],
[ -2.21533203e+00, -2.69140625e+00, -2.72167969e+00, ...,
-1.53320312e+00, -1.48876953e+00, -2.29785156e+00],
[ -2.11132812e+00, -2.71533203e+00, -2.75048828e+00, ...,
-1.57958984e+00, -1.51220703e+00, -3.55810547e+00],
...,
[ -1.53808594e+00, -1.71191406e+00, -1.72900391e+00, ...,
-6.51367188e-01, -6.00585938e-01, 1.73339844e+00],
[ -1.47851562e+00, -1.64794922e+00, -1.67285156e+00, ...,
-6.47460938e-01, -5.91796875e-01, -5.40039062e-01],
[ -1.67968750e+00, -1.51708984e+00, -1.33789062e-01, ...,
-4.14257812e+00, -2.56103516e+00, -2.56835938e-01]]]], dtype=float32)
Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: perturbation pressure
units: Pa
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
In [35]:
print (type(p.coords["Time"]))
<class 'xarray.core.dataarray.DataArray'>
In [36]:
import datetime
import pandas
print (type(p.coords["Time"].values.astype(datetime.datetime)))
print (repr(datetime.datetime.utcfromtimestamp(p.coords["Time"][0].values.astype(int) * 1E-9)))
print (pandas.to_datetime(p.coords["Time"].values))
<type 'numpy.ndarray'>
datetime.datetime(2005, 8, 28, 0, 0)
DatetimeIndex(['2005-08-28 00:00:00', '2005-08-28 03:00:00',
'2005-08-28 06:00:00', '2005-08-28 09:00:00',
'2005-08-28 12:00:00', '2005-08-28 15:00:00',
'2005-08-28 18:00:00', '2005-08-28 21:00:00',
'2005-08-29 00:00:00'],
dtype='datetime64[ns]', freq=None)
In [37]:
wrf_vars = ["avo", "eth", "cape_2d", "cape_3d", "ctt", "dbz", "mdbz",
"geopt", "helicity", "lat", "lon", "omg", "p", "pressure",
"pvo", "pw", "rh2", "rh", "slp", "ter", "td2", "td", "tc",
"theta", "tk", "tv", "twb", "updraft_helicity", "ua", "va",
"wa", "uvmet10", "uvmet", "z", "ctt"]
#wrf_vars = ["cape_2d"]
vard = {}
for varname in wrf_vars:
print (varname)
vard[varname] = getvar(ncfiles, varname, timeidx=None, method="cat", squeeze=False)
#vard = {varname: getvar(ncfiles, varname, method="join", squeeze=False) for varname in wrf_vars}
for varname in wrf_vars:
print(vard[varname])
avo
eth
cape_2d
cape_3d
ctt
dbz
mdbz
geopt
helicity
lat
lon
omg
p
pressure
pvo
pw
rh2
rh
slp
ter
td2
td
tc
theta
tk
tv
twb
updraft_helicity
ua
va
wa
uvmet10
uvmet
z
ctt
<xarray.DataArray u'avo' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 7.73769617e+00, 7.48541594e+00, 7.22978735e+00, ...,
4.78373480e+00, 4.87631512e+00, 4.95874310e+00],
[ 7.57064867e+00, 7.31604338e+00, 7.04749489e+00, ...,
4.93641710e+00, 4.94655180e+00, 4.98926544e+00],
[ 7.41925430e+00, 7.15939283e+00, 6.89230490e+00, ...,
5.14343643e+00, 5.06675816e+00, 5.06729269e+00],
...,
[ 4.26994848e+00, 4.27401161e+00, 4.25820255e+00, ...,
6.82580757e+00, 7.37988615e+00, 7.63858509e+00],
[ 3.96810937e+00, 3.90270591e+00, 3.83178568e+00, ...,
6.91770077e+00, 7.46632814e+00, 7.73172283e+00],
[ 3.85029602e+00, 3.74332190e+00, 3.64234424e+00, ...,
7.07376146e+00, 7.51789188e+00, 7.80506992e+00]],
[[ 8.04092884e+00, 7.83963871e+00, 7.66756964e+00, ...,
4.33873224e+00, 4.53074360e+00, 4.66090202e+00],
[ 7.87295580e+00, 7.68224621e+00, 7.52221060e+00, ...,
4.56920433e+00, 4.65648174e+00, 4.73397350e+00],
[ 7.75074816e+00, 7.56894207e+00, 7.39107180e+00, ...,
4.86778021e+00, 4.84100103e+00, 4.86233377e+00],
...,
[ 4.67841816e+00, 4.68918324e+00, 4.67264175e+00, ...,
7.22464037e+00, 7.72455740e+00, 8.12822437e+00],
[ 4.43985605e+00, 4.40477610e+00, 4.34042263e+00, ...,
7.28780127e+00, 7.80739307e+00, 8.27450943e+00],
[ 4.35428810e+00, 4.29541206e+00, 4.20418167e+00, ...,
7.49767733e+00, 7.93633795e+00, 8.27308846e+00]],
[[ 8.45506477e+00, 8.37986088e+00, 8.32175255e+00, ...,
4.02466393e+00, 4.23198462e+00, 4.37336588e+00],
[ 8.29961395e+00, 8.22439480e+00, 8.16326046e+00, ...,
4.19071913e+00, 4.32025671e+00, 4.42409086e+00],
[ 8.20334625e+00, 8.12813091e+00, 8.06134892e+00, ...,
4.42844868e+00, 4.47210312e+00, 4.53385687e+00],
...,
[ 5.15293312e+00, 5.17540884e+00, 5.16524458e+00, ...,
7.28590345e+00, 7.60423946e+00, 7.78213310e+00],
[ 4.93142653e+00, 4.91350508e+00, 4.86051321e+00, ...,
7.51191902e+00, 7.76682425e+00, 7.88498545e+00],
[ 4.84913301e+00, 4.81009865e+00, 4.73360062e+00, ...,
7.72818279e+00, 7.99098349e+00, 8.10707760e+00]],
...,
[[ 1.67990792e+00, 1.60932851e+00, 1.56718171e+00, ...,
3.56884313e+00, 3.75321651e+00, 3.91076517e+00],
[ 1.73360169e+00, 1.65929115e+00, 1.60915399e+00, ...,
3.53196883e+00, 3.68744469e+00, 3.84390163e+00],
[ 1.73418319e+00, 1.65560269e+00, 1.59709561e+00, ...,
3.45566845e+00, 3.56522655e+00, 3.74594331e+00],
...,
[ 5.61067247e+00, 5.60329866e+00, 5.60069990e+00, ...,
5.67101002e+00, 5.60264874e+00, 5.58760643e+00],
[ 5.60689020e+00, 5.59691381e+00, 5.59131813e+00, ...,
5.78016233e+00, 5.71008778e+00, 5.69552422e+00],
[ 5.62254858e+00, 5.61134815e+00, 5.60424519e+00, ...,
5.83575535e+00, 5.77074003e+00, 5.76236629e+00]],
[[ 2.65805531e+00, 2.59605598e+00, 2.56221938e+00, ...,
4.26789951e+00, 4.39778090e+00, 4.50082302e+00],
[ 2.68717027e+00, 2.61689734e+00, 2.56947613e+00, ...,
4.20727396e+00, 4.32426500e+00, 4.41259480e+00],
[ 2.68158388e+00, 2.60343814e+00, 2.54255986e+00, ...,
4.12864399e+00, 4.24775076e+00, 4.33628035e+00],
...,
[ 6.26258945e+00, 6.27843428e+00, 6.29595852e+00, ...,
5.96767092e+00, 5.89979887e+00, 5.88020277e+00],
[ 6.22536850e+00, 6.23400164e+00, 6.24454165e+00, ...,
6.03172636e+00, 5.96002436e+00, 5.93743801e+00],
[ 6.21833324e+00, 6.22371006e+00, 6.23132753e+00, ...,
6.05433846e+00, 5.97897005e+00, 5.95401144e+00]],
[[ 3.60108352e+00, 3.58932781e+00, 3.60920262e+00, ...,
4.19541359e+00, 4.26325989e+00, 4.34069872e+00],
[ 3.58157778e+00, 3.55892277e+00, 3.56268167e+00, ...,
4.18319082e+00, 4.25955296e+00, 4.32752943e+00],
[ 3.54667783e+00, 3.51468301e+00, 3.50343633e+00, ...,
4.17210770e+00, 4.25599003e+00, 4.31063938e+00],
...,
[ 6.69875526e+00, 6.72600460e+00, 6.73890018e+00, ...,
5.91421175e+00, 5.91523457e+00, 5.91761065e+00],
[ 6.70716524e+00, 6.72831392e+00, 6.73595095e+00, ...,
5.95287466e+00, 5.95267487e+00, 5.94813585e+00],
[ 6.72735786e+00, 6.74619436e+00, 6.75270844e+00, ...,
5.97538662e+00, 5.97416496e+00, 5.96124172e+00]]],
[[[ 8.47984791e+00, 8.07126236e+00, 9.67979336e+00, ...,
3.69180083e+00, 4.74015522e+00, 4.75296879e+00],
[ 8.74523163e+00, 8.01358128e+00, 8.47681522e+00, ...,
4.68785477e+00, 5.46424437e+00, 5.70447159e+00],
[ 7.76892757e+00, 7.39679718e+00, 7.58091497e+00, ...,
5.46622229e+00, 5.69195700e+00, 6.43107033e+00],
...,
[ 4.06829262e+00, 3.91858768e+00, 3.89207292e+00, ...,
6.36380434e+00, 6.13093853e+00, 6.04815483e+00],
[ 3.90385604e+00, 4.33683825e+00, 4.29144001e+00, ...,
6.27947283e+00, 6.14628124e+00, 6.07533503e+00],
[ 4.19707346e+00, 4.75717163e+00, 4.34152126e+00, ...,
6.46653557e+00, 6.17641640e+00, 6.13037682e+00]],
[[ 8.60288620e+00, 7.62273645e+00, 8.89182377e+00, ...,
4.02010584e+00, 4.58502579e+00, 4.39150667e+00],
[ 9.11338234e+00, 8.06286240e+00, 8.54981709e+00, ...,
4.47202969e+00, 4.90398264e+00, 4.85353947e+00],
[ 8.68735600e+00, 8.56221104e+00, 8.81056309e+00, ...,
4.80453444e+00, 4.78266621e+00, 5.15722656e+00],
...,
[ 3.77681851e+00, 3.64448762e+00, 3.58304763e+00, ...,
7.19836760e+00, 6.78249407e+00, 6.68190432e+00],
[ 3.51946616e+00, 4.01357937e+00, 4.07621574e+00, ...,
7.31527615e+00, 6.71577978e+00, 6.85731554e+00],
[ 3.83411241e+00, 4.46730804e+00, 4.19605732e+00, ...,
7.24048758e+00, 6.58446074e+00, 6.76815653e+00]],
[[ 8.59252167e+00, 7.75254536e+00, 8.41734600e+00, ...,
4.20353556e+00, 4.57507133e+00, 4.23900270e+00],
[ 9.05923653e+00, 8.40312290e+00, 8.79595470e+00, ...,
4.34900713e+00, 4.65139961e+00, 4.40713596e+00],
[ 8.95483589e+00, 9.00432396e+00, 9.28751278e+00, ...,
4.39703655e+00, 4.16430664e+00, 4.30455017e+00],
...,
[ 3.63983774e+00, 3.49774384e+00, 3.45696640e+00, ...,
6.23835278e+00, 6.07754278e+00, 6.05693531e+00],
[ 3.38866568e+00, 3.95501447e+00, 4.02075195e+00, ...,
6.33069992e+00, 6.19720745e+00, 6.12135553e+00],
[ 3.71196437e+00, 4.43736172e+00, 4.17475939e+00, ...,
6.39495802e+00, 6.34427023e+00, 6.24919653e+00]],
...,
[[ 3.68072557e+00, 3.90723920e+00, 3.98536873e+00, ...,
4.69227642e-01, 2.28559828e+00, 3.63285661e+00],
[ 2.38131857e+00, 2.75845456e+00, 3.04360509e+00, ...,
1.71118975e+00, 3.14768267e+00, 4.17498493e+00],
[ 1.42099428e+00, 1.88459158e+00, 2.37587023e+00, ...,
2.52331948e+00, 4.01183605e+00, 5.13441849e+00],
...,
[ 5.57384443e+00, 5.33960772e+00, 5.22318268e+00, ...,
5.36103964e+00, 5.53142071e+00, 5.61843729e+00],
[ 6.94908142e+00, 6.55162859e+00, 5.31959105e+00, ...,
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: absolute vorticity
units: 10-5 s-1
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: equivalent potential temperature
units: K
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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[[ 5.77625671e+02, 5.77506165e+02, 6.25380127e+02, ...,
1.20371545e+03, 6.11220886e+02, 5.98931091e+02],
[ 5.37407959e+02, 5.51851257e+02, 5.86835449e+02, ...,
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1.39686047e+03, 1.39461865e+03, 1.38730249e+03],
[ 3.21483716e+03, 3.11019629e+03, 3.00780688e+03, ...,
1.44565735e+03, 1.44618274e+03, 1.43836914e+03],
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* mcape_mcin_lcl_lfc (mcape_mcin_lcl_lfc) <U5 u'mcape' u'mcin' u'lcl' u'lfc'
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
Attributes:
FieldType: 104
MemoryOrder: XY
description: mcape ; mcin ; lcl ; lfc
units: J kg-1 ; J kg-1 ; m ; m
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
_FillValue: 9.96920996839e+36
missing_value: 9.96920996839e+36
<xarray.DataArray u'cape_3d' (cape_cin: 2, Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: omega
units: Pa s-1
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: pressure
units: Pa
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XY
description: 2m relative humidity
units: %
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XY
description: 2m dew point temperature
units: degC
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: dew point temperature
units: degC
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: temperature
units: degC
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: potential temperature
units: K
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: temperature
units: K
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: virtual temperature
units: K
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: wetbulb temperature
units: K
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XY
description: updraft helicity
units: m2 s-2
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: destaggered u-wind component
units: m s-1
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'va' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: destaggered v-wind component
units: m s-1
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: destaggered w-wind component
units: m s-1
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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Coordinates:
* u_v (u_v) <U1 u'u' u'v'
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
Attributes:
FieldType: 104
MemoryOrder: XY
description: 10m earth rotated u,v
units: m s-1
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'uvmet' (u_v: 2, Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
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Coordinates:
* u_v (u_v) <U1 u'u' u'v'
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: earth rotated u,v
units: m s-1
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'height' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
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XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: model height (MSL)
units: m
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
<xarray.DataArray u'ctt' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 30.28734779, 30.25170326, 30.2116642 , ..., 30.43941689,
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30.44616127, 30.35714149],
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...,
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Coordinates:
XLONG (Time, south_north, west_east) float32 -90.5741 -90.4841 ...
XLAT (Time, south_north, west_east) float32 21.302 21.302 21.302 ...
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
Attributes:
FieldType: 104
MemoryOrder: XY
description: cloud top temperature
units: degC
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
In [38]:
import os
from wrf import getvar
from netCDF4 import Dataset as nc
dir = "/Users/ladwig/Documents/wrf_files/wrf_vortex_multi"
ncfilenames = [os.path.join(dir, x) for x in os.listdir(dir) if x.find("_d02_") > 0]
ncfiles = [nc(x) for x in ncfilenames]
# Pressure using pivot and angle
from wrf import getvar, vertcross, CoordPair
timeidx = 0
z = getvar(ncfiles, "z", timeidx, method="join")
p = getvar(ncfiles, "pressure", timeidx, method="join")
pivot_point = CoordPair(z.shape[-1] / 2, z.shape[-2] / 2)
angle = 40.0
p_vert = vertcross(p, z, pivot_point=pivot_point, angle=angle)
print(p_vert)
print ("\n")
del p_vert
# Pressure using start_point and end_point
start_point = CoordPair(0, z.shape[-2]/2)
end_point = CoordPair(-1, z.shape[-2]/2)
p_vert = vertcross(p, z, start_point=start_point, end_point=end_point)
print(p_vert)
del p_vert, p, z
<xarray.DataArray u'pressure_cross' (file: 3, vertical: 100, idx: 127)>
array([[[ nan, nan, nan, ..., nan,
nan, nan],
[ 980.74664307, 980.77416992, 980.79528809, ..., 986.93023682,
986.90289307, 986.87811279],
[ 958.53637695, 958.55133057, 958.58758545, ..., 964.4765625 ,
964.44683838, 964.4230957 ],
...,
[ 57.70079041, 57.70930099, 57.72071075, ..., 58.59809113,
58.5868988 , 58.57575989],
[ 55.69421768, 55.70588684, 55.71718979, ..., 56.61871719,
56.60722733, 56.59528351],
[ nan, nan, nan, ..., 54.63936234,
54.62757492, 54.61482239]],
[[ nan, nan, nan, ..., nan,
nan, nan],
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983.55688477, 983.76306152],
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961.02697754, 961.23553467],
...,
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58.41485214, 58.38776016],
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56.44298172, 56.41420364],
[ nan, nan, nan, ..., 54.52177811,
54.47113037, 54.4406662 ]],
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nan, nan],
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958.47937012, 958.65539551],
...,
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58.71183395, 58.72624588],
[ 55.94142532, 55.91307449, 55.88866806, ..., 56.69937134,
56.71670151, 56.73094559],
[ nan, nan, nan, ..., 54.70323563,
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Coordinates:
XTIME (file) float32 0.0 720.0 1440.0
* file (file) int64 0 1 2
datetime (file) datetime64[ns] 2005-08-28 2005-08-28T12:00:00 2005-08-29
Time int64 0
xy_loc (idx) object CoordPair(x=5.33333333333, y=0.0) ...
* vertical (vertical) float32 0.0 204.984 409.968 614.951 819.935 1024.92 ...
* idx (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
Attributes:
FieldType: 104
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
_FillValue: 9.96920996839e+36
missing_value: 9.96920996839e+36
orientation: (5.33333333333, 0.0) to (89.1128608924, 94.2519685039) ; center=CoordPair(x=48.0, y=48.0) ; angle=40.0
<xarray.DataArray u'pressure_cross' (file: 3, vertical: 100, idx: 95)>
array([[[ nan, nan, nan, ..., nan,
nan, nan],
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984.49102783, 984.82830811],
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962.050354 , 962.38079834],
...,
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58.24372482, 58.25061035],
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56.28142166, 56.2881546 ],
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nan, nan]],
[[ nan, nan, nan, ..., nan,
nan, nan],
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979.78094482, 980.13977051],
[ 953.53833008, 953.33636475, 953.13201904, ..., 957.07592773,
957.40197754, 957.7454834 ],
...,
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58.04118729, 58.01815033],
[ 55.89165497, 55.84772491, 55.84859085, ..., 56.09467316,
56.05030823, 56.02840805],
[ nan, nan, nan, ..., nan,
nan, nan]],
[[ nan, nan, nan, ..., nan,
nan, nan],
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954.69708252, 955.0223999 ],
...,
[ 58.30871201, 58.29523849, 58.28606033, ..., 58.29392624,
58.27378082, 58.26105499],
[ 56.3295784 , 56.30103683, 56.29473495, ..., 56.29204559,
56.27233505, 56.25983429],
[ nan, nan, nan, ..., nan,
nan, nan]]], dtype=float32)
Coordinates:
XTIME (file) float32 0.0 720.0 1440.0
* file (file) int64 0 1 2
datetime (file) datetime64[ns] 2005-08-28 2005-08-28T12:00:00 2005-08-29
Time int64 0
xy_loc (idx) object CoordPair(x=0.0, y=48.0) CoordPair(x=1.0, y=48.0) ...
* vertical (vertical) float32 0.0 204.984 409.968 614.951 819.935 1024.92 ...
* idx (idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...
Attributes:
FieldType: 104
description: pressure
units: hPa
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
_FillValue: 9.96920996839e+36
missing_value: 9.96920996839e+36
orientation: (0.0, 48.0) to (94.0, 48.0)
In [39]:
import os
from wrf import getvar
from netCDF4 import Dataset as nc
dir = "/Users/ladwig/Documents/wrf_files/wrf_vortex_multi"
ncfilenames = [os.path.join(dir, x) for x in os.listdir(dir) if x.find("_d02_") > 0]
ncfiles = [nc(x) for x in ncfilenames]
timeidx = None
# T2 using pivot and angle
from wrf import interpline, getvar, to_np, CoordPair
t2 = getvar(ncfiles, "T2", timeidx)
pivot_point = CoordPair(t2.shape[-2] / 2, t2.shape[-1] / 2)
angle = 90.0
t2_line = interpline(t2, pivot_point=pivot_point, angle=angle, latlon=True)
print(t2_line)
print("\n")
del t2_line
# T2 using start_point and end_point
start_point = CoordPair(t2.shape[-2]/2, 0)
end_point = CoordPair(t2.shape[-2]/2, -1)
t2_line = interpline(t2, start_point=start_point, end_point=end_point, latlon=True)
print(t2_line)
print("\n")
del t2_line, t2
<xarray.DataArray u'T2_line' (Time: 9, line_idx: 95)>
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XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
xy_loc (Time, line_idx) object CoordPair(x=0.0, y=48.0, lat=25.266708374, lon=-90.5740585327) ...
* line_idx (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...
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FieldType: 104
description: TEMP at 2 M
units: K
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
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302.08087158, 301.01235962, 299.97219849, 299.54229736,
299.68927002, 300.17709351, 300.84683228, 301.51724243,
302.14001465, 302.65310669, 302.909729 , 302.87124634,
302.80169678, 302.87030029, 303.02362061, 303.15567017,
303.20394897, 303.29501343, 303.44393921, 303.48202515,
303.64932251, 303.40682983, 303.22784424, 303.23242188,
303.40802002, 303.29049683, 303.22729492, 303.34994507,
303.31033325, 303.47946167, 303.63827515, 303.73571777,
303.77563477, 303.79434204, 303.87445068, 303.90127563,
303.93453979, 303.91888428, 303.81628418, 303.56848145,
303.24746704, 302.97988892, 302.86758423],
[ 301.7527771 , 301.76443481, 301.81420898, 301.93374634,
302.04830933, 302.19937134, 302.29055786, 302.30722046,
302.29675293, 302.29168701, 302.27478027, 302.22808838,
302.20492554, 302.23074341, 302.26980591, 302.24789429,
302.20932007, 302.15209961, 302.25387573, 302.2973938 ,
302.29901123, 302.55743408, 302.80654907, 302.91494751,
302.99429321, 303.0536499 , 303.08892822, 303.02603149,
302.97515869, 302.71728516, 302.41195679, 302.16851807,
302.2383728 , 302.24771118, 302.34255981, 302.56521606,
302.2210083 , 301.52157593, 300.94512939, 300.71676636,
300.7013855 , 300.58135986, 301.16259766, 302.06970215,
302.38009644, 302.47531128, 302.5692749 , 302.73751831,
302.87817383, 302.9737854 , 302.97253418, 302.94332886,
302.95547485, 302.35855103, 301.04324341, 300.64044189,
300.85430908, 300.78579712, 301.02081299, 301.4276123 ,
301.86627197, 302.31036377, 302.81192017, 302.97280884,
302.67877197, 302.64974976, 302.87890625, 303.07705688,
303.17352295, 303.23901367, 303.26248169, 303.37966919,
303.38427734, 303.18270874, 302.88705444, 302.95709229,
303.12271118, 303.23043823, 303.34860229, 303.23602295,
303.23403931, 303.48077393, 303.45248413, 303.52151489,
303.52984619, 303.56799316, 303.49902344, 303.44836426,
303.43695068, 303.47421265, 303.58422852, 303.74411011,
303.91397095, 304.08248901, 304.25106812],
[ 301.82647705, 301.78030396, 301.7618103 , 301.74603271,
301.73721313, 301.78326416, 301.85897827, 301.98400879,
302.21002197, 302.34713745, 302.37472534, 302.40374756,
302.2583313 , 302.10263062, 302.24621582, 302.44165039,
302.50549316, 302.49285889, 302.52740479, 302.44836426,
302.51205444, 302.54373169, 302.52441406, 302.48654175,
302.67553711, 302.98269653, 303.15405273, 303.18084717,
303.2510376 , 303.11419678, 302.84509277, 302.58273315,
302.10580444, 301.58636475, 301.30395508, 301.19833374,
301.26242065, 301.40634155, 301.55789185, 301.34506226,
301.03878784, 300.89074707, 300.96246338, 301.17816162,
301.75396729, 302.35403442, 302.62365723, 302.55389404,
302.1552124 , 301.51306152, 300.60232544, 299.93026733,
299.97677612, 300.61242676, 301.31369019, 301.76538086,
301.9854126 , 301.9480896 , 301.78326416, 301.78463745,
301.95602417, 302.21746826, 302.5223999 , 302.52593994,
302.31369019, 302.46533203, 302.77792358, 303.04125977,
303.19308472, 303.06344604, 302.74386597, 302.62957764,
302.58294678, 302.50546265, 302.62261963, 302.70300293,
303.04492188, 303.30343628, 303.2850647 , 303.33013916,
303.34387207, 303.32766724, 303.57312012, 303.97314453,
304.29959106, 304.48406982, 304.44091797, 304.56436157,
304.74249268, 304.96871948, 305.14633179, 305.26126099,
305.32754517, 305.33703613, 305.48101807],
[ 301.98840332, 302.03988647, 302.10858154, 302.20681763,
302.28817749, 302.36038208, 302.43063354, 302.36022949,
302.26937866, 302.34295654, 302.3742981 , 302.32141113,
302.42205811, 302.55627441, 302.49893188, 302.5206604 ,
302.50259399, 302.28530884, 302.37734985, 302.59429932,
302.65396118, 302.56552124, 302.60235596, 302.8270874 ,
302.99273682, 303.15615845, 303.24887085, 303.14263916,
303.07989502, 303.15713501, 303.30853271, 303.27459717,
303.19369507, 303.07498169, 302.91442871, 302.60061646,
302.24597168, 302.07983398, 302.01638794, 301.85415649,
301.88052368, 301.72650146, 301.50427246, 301.31246948,
301.23580933, 301.58950806, 302.22750854, 302.84216309,
303.11538696, 303.07095337, 302.93978882, 302.86712646,
302.83175659, 302.43475342, 301.50317383, 301.06561279,
300.76971436, 300.56454468, 300.52294922, 300.69247437,
301.06271362, 301.47036743, 301.78817749, 302.04144287,
302.25735474, 302.4185791 , 302.47891235, 302.5942688 ,
302.76620483, 302.80981445, 302.88174438, 303.00933838,
303.14724731, 303.05130005, 302.82220459, 302.75430298,
302.97921753, 303.36352539, 303.62240601, 303.5135498 ,
303.66104126, 303.85766602, 304.06164551, 304.12854004,
304.20117188, 304.20831299, 304.28082275, 304.28771973,
304.16201782, 304.21697998, 304.14779663, 304.02865601,
303.72528076, 302.76031494, 302.66412354]], dtype=float32)
Coordinates:
XTIME (Time) float64 0.0 180.0 360.0 540.0 720.0 900.0 1.08e+03 ...
* Time (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
datetime (Time) datetime64[ns] 2005-08-28 2005-08-28T03:00:00 ...
xy_loc (Time, line_idx) object CoordPair(x=48.0, y=0.0, lat=21.3020038605, lon=-86.2566375732) ...
* line_idx (line_idx) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...
Attributes:
FieldType: 104
description: TEMP at 2 M
units: K
stagger:
coordinates: XLONG XLAT XTIME
projection: Mercator(stand_lon=-89.0, moad_cen_lat=27.9999923706, truelat1=0.0, truelat2=0.0, pole_lat=90.0, pole_lon=0.0)
orientation: (48.0, 0.0) to (48.0, 94.0)
In [40]:
from wrf import getvar
In [41]:
In [42]:
from wrf.latlon import xy_to_ll, ll_to_xy
a = xy_to_ll(ncfiles, 400, 200)
a = xy_to_ll(ncfiles, [400,105], [200,205])
b = ll_to_xy(ncfiles, 45.5, -110.8, as_int=True)
# Note: Lists/Dictionaries of files will add a new dimension ('domain') only if the domain is moving
c = xy_to_ll(ncfiles, [400,105], [200,205])
d = xy_to_ll({"label1" : ncfiles,
"label2" : ncfiles},
[400,105], [200,205])
print(a)
print("\n")
print(b)
print("\n")
print(c)
print("\n")
print(d)
<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>
array([[ 36.93808939, 37.29670428],
[-54.59554706, -81.12969927]])
Coordinates:
* lat_lon (lat_lon) <U3 u'lat' u'lon'
xy_coord (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)
* idx (idx) int64 0 1
<xarray.DataArray u'xy' (x_y: 2)>
array([-225, 327])
Coordinates:
latlon_coord object CoordPair(lat=45.5, lon=-110.8)
* x_y (x_y) <U1 u'x' u'y'
idx int64 0
<xarray.DataArray u'latlon' (lat_lon: 2, idx: 2)>
array([[ 36.93808939, 37.29670428],
[-54.59554706, -81.12969927]])
Coordinates:
* lat_lon (lat_lon) <U3 u'lat' u'lon'
xy_coord (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)
* idx (idx) int64 0 1
<xarray.DataArray u'latlon' (lat_lon: 2, domain_idx: 2, idx: 2)>
array([[[ 36.93808939, 36.93808939],
[ 37.29670428, 37.29670428]],
[[-54.59554706, -54.59554706],
[-81.12969927, -81.12969927]]])
Coordinates:
* lat_lon (lat_lon) <U3 u'lat' u'lon'
xy_coord (idx) object CoordPair(x=400, y=200) CoordPair(x=105, y=205)
* domain_idx (domain_idx) int64 0 1
* idx (idx) int64 0 1
In [32]:
from glob import glob
from wrf import getvar, ALL_TIMES, geo_bounds, get_cartopy, get_basemap, get_pyngl, cartopy_xlim, cartopy_ylim
from netCDF4 import Dataset as nc
wrf_filenames = glob("/Users/ladwig/Documents/wrf_files/wrf_vortex_multi/wrfout_d02_*")
ncfiles = [nc(x) for x in wrf_filenames]
slp = getvar(ncfiles, "slp", timeidx=ALL_TIMES)
bounds = geo_bounds(slp)
print (bounds)
print ()
cart_proj = get_cartopy(slp)
print (cart_proj)
print ("\n")
xlims = cartopy_xlim(slp)
print (xlims)
print ("\n")
ylims = cartopy_ylim(slp)
print (ylims)
print ("\n")
bm = get_basemap(slp)
print (bm)
print ("\n")
pyngl_res = get_pyngl(slp)
print (pyngl_res)
print ("\n")
[ GeoBounds(CoordPair(lat=21.3020038605, lon=-90.5740585327), CoordPair(lat=29.0274410248, lon=-82.0291671753)) GeoBounds(CoordPair(lat=21.3020038605, lon=-90.3042221069), CoordPair(lat=29.0274410248, lon=-81.7593231201)) GeoBounds(CoordPair(lat=21.3020038605, lon=-90.8438949585), CoordPair(lat=29.0274410248, lon=-82.2990036011)) GeoBounds(CoordPair(lat=21.3020038605, lon=-91.1137390137), CoordPair(lat=29.0274410248, lon=-82.5688400269)) GeoBounds(CoordPair(lat=21.8039493561, lon=-91.6534042358), CoordPair(lat=29.4982528687, lon=-83.1085205078)) GeoBounds(CoordPair(lat=22.0542640686, lon=-92.193107605), CoordPair(lat=29.7328338623, lon=-83.6481933594)) GeoBounds(CoordPair(lat=22.5535621643, lon=-92.7327728271), CoordPair(lat=30.2003688812, lon=-84.1878738403)) GeoBounds(CoordPair(lat=22.8025398254, lon=-93.0026092529), CoordPair(lat=30.4333114624, lon=-84.4577102661)) GeoBounds(CoordPair(lat=23.0510597229, lon=-93.2724456787), CoordPair(lat=30.665681839, lon=-84.7275543213))] <wrf.projection.MercatorWithLatTS object at 0x13893e9b0> [[-174999.8505754546, 774999.5806103835] [-145000.11853874932, 805000.1608638937] [-204999.58261215844, 744999.8485736783] [-235000.16286567, 715000.1165369744] [-294998.77872227144, 654999.804246759] [-355001.6356629085, 595000.34017335] [-415000.25151950994, 535000.0278831345] [-444999.98355621524, 505000.29584642925] [-474999.7155929191, 474999.7155929177]] [[2424828.507236154, 3374828.14098255] [2424828.507236154, 3374828.14098255] [2424828.507236154, 3374828.14098255] [2424828.507236154, 3374828.14098255] [2484829.1182174017, 3434828.972518358] [2514829.1041871575, 3464828.196283651] [2574829.0041584675, 3524828.8880928173] [2604829.1786526926, 3554829.5610342724] [2634828.9016262344, 3584828.016406863]] [<mpl_toolkits.basemap.Basemap object at 0x1232782d0> <mpl_toolkits.basemap.Basemap object at 0x1069dd350> <mpl_toolkits.basemap.Basemap object at 0x1069dd310> <mpl_toolkits.basemap.Basemap object at 0x1069dd390> <mpl_toolkits.basemap.Basemap object at 0x1069dd410> <mpl_toolkits.basemap.Basemap object at 0x1069dd490> <mpl_toolkits.basemap.Basemap object at 0x1069dd510> <mpl_toolkits.basemap.Basemap object at 0x1069dd590> <mpl_toolkits.basemap.Basemap object at 0x1069dd610>] [<Ngl.Resources instance at 0x140cd30e0> <Ngl.Resources instance at 0x11d3187a0> <Ngl.Resources instance at 0x11d3185a8> <Ngl.Resources instance at 0x11d3188c0> <Ngl.Resources instance at 0x11d318878> <Ngl.Resources instance at 0x11d3183f8> <Ngl.Resources instance at 0x11d318950> <Ngl.Resources instance at 0x11d318a70> <Ngl.Resources instance at 0x11d318710>]
In [ ]: