forked from 3rdparty/wrf-python
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
Tree:
dc916a2f33
develop
lon0
main
mercator_fix
pw_new_feature
1.0.0
1.0.1
1.0.1.1
1.0.1.2
1.0.1.3
1.0.1.4
1.0.2
1.0.2.1
1.0.2.2
1.0.2.3
1.0.2.4
1.0.3
1.0.4
1.0.5
1.0a1
1.0a2
1.0a3
1.0b1
1.0b2
1.0b3
1.1.0
1.1.1
1.1.2
1.1.3
1.1.3.1
1.1.3.2
1.2.0
1.2.0.1
1.2.0.2
1.3.0
1.3.0.1
1.3.0.2
1.3.1
1.3.1.1
1.3.2
1.3.2.1
1.3.2.2
1.3.2.3
1.3.2.4
1.3.2.5
1.3.2.6
1.3.3
WRF_Workshop_2016
boise_tutorial_beta1
demo_4_21_2016
prebeta.0.1
tutorial_backup_5_24_2016
${ noResults }
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],
[ 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) 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],
[ 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)
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]]],
[[[ 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
* 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],
[ 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) 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],
[ 2.76953125e+02, 2.64773438e+02, 2.60437500e+02, ...,
6.10750000e+02, 6.17890625e+02, 6.29390625e+02],
[ 2.64062500e+02, 2.52226562e+02, 2.49867188e+02, ...,
6.02453125e+02, 6.09257812e+02, 6.20000000e+02],
...,
[ 6.99218750e+02, 6.95382812e+02, 6.91398438e+02, ...,
9.39351562e+02, 9.45843750e+02, 9.50812500e+02],
[ 7.13726562e+02, 7.10382812e+02, 7.11234375e+02, ...,
9.47671875e+02, 9.51828125e+02, 9.58429688e+02],
[ 7.28664062e+02, 7.32109375e+02, 7.33742188e+02, ...,
9.55804688e+02, 9.60335938e+02, 9.64039062e+02]],
[[ 2.67976562e+02, 2.64312500e+02, 2.54687500e+02, ...,
6.05218750e+02, 6.11484375e+02, 6.18289062e+02],
[ 2.53609375e+02, 2.44648438e+02, 2.38562500e+02, ...,
5.90351562e+02, 5.96906250e+02, 6.10070312e+02],
[ 2.41773438e+02, 2.32367188e+02, 2.28070312e+02, ...,
5.79398438e+02, 5.87406250e+02, 6.02343750e+02],
...,
[ 6.77421875e+02, 6.69445312e+02, 6.68648438e+02, ...,
9.12585938e+02, 9.20031250e+02, 9.24437500e+02],
[ 6.91671875e+02, 6.85789062e+02, 6.86875000e+02, ...,
9.19867188e+02, 9.25367188e+02, 9.31351562e+02],
[ 7.06250000e+02, 7.08656250e+02, 7.11601562e+02, ...,
9.31679688e+02, 9.34140625e+02, 9.36757812e+02]],
...,
[[ -7.50634766e+00, -5.77783203e+00, -6.88183594e+00, ...,
6.20019531e+00, 4.18994141e+00, 5.43652344e+00],
[ -6.47949219e+00, -7.05419922e+00, -7.21972656e+00, ...,
1.83789062e+00, 2.05029297e+00, 3.18212891e+00],
[ -5.48925781e+00, -7.26953125e+00, -7.53125000e+00, ...,
1.58105469e+00, 1.78808594e+00, 3.25292969e+00],
...,
[ 7.14355469e+00, 7.17041016e+00, 7.20605469e+00, ...,
1.15937500e+01, 1.17919922e+01, 1.08613281e+01],
[ 5.55810547e+00, 7.70947266e+00, 7.68652344e+00, ...,
1.18266602e+01, 1.20166016e+01, 1.13222656e+01],
[ 6.02539062e+00, 8.56494141e+00, 8.66357422e+00, ...,
1.09716797e+01, 1.34497070e+01, 1.14897461e+01]],
[[ -2.12011719e+00, -2.94091797e+00, -3.05078125e+00, ...,
3.23291016e+00, 2.24316406e+00, 1.10219727e+01],
[ -3.31933594e+00, -3.92431641e+00, -4.01074219e+00, ...,
9.68261719e-01, 1.09863281e+00, 8.31542969e+00],
[ -5.25585938e+00, -4.05371094e+00, -4.19042969e+00, ...,
8.14453125e-01, 9.33105469e-01, 3.04785156e+00],
...,
[ 5.27929688e+00, 3.97021484e+00, 3.97460938e+00, ...,
6.39257812e+00, 6.49609375e+00, 6.36962891e+00],
[ 5.67382812e+00, 4.28222656e+00, 4.25244141e+00, ...,
6.49902344e+00, 6.63623047e+00, 6.91845703e+00],
[ 5.82128906e+00, 4.72314453e+00, 4.31054688e+00, ...,
6.03271484e+00, 7.15478516e+00, 6.94726562e+00]],
[[ -5.50781250e-01, -1.14013672e+00, -1.45996094e-01, ...,
1.36914062e+00, 1.64550781e+00, 3.26513672e+00],
[ -6.65527344e-01, -1.27734375e+00, -1.30322266e+00, ...,
2.21191406e-01, 2.68554688e-01, 2.84179688e+00],
[ -5.90820312e-01, -1.32617188e+00, -1.35009766e+00, ...,
1.69433594e-01, 2.03125000e-01, 2.34667969e+00],
...,
[ 1.40869141e+00, 1.21630859e+00, 1.22509766e+00, ...,
1.97216797e+00, 2.02001953e+00, 1.47216797e+00],
[ 1.51220703e+00, 1.32519531e+00, 1.31494141e+00, ...,
2.01464844e+00, 2.06494141e+00, 1.91699219e+00],
[ 1.74609375e+00, 1.61230469e+00, 2.55371094e+00, ...,
9.59960938e-01, 2.20800781e+00, 2.07128906e+00]]],
[[[ 2.05953125e+02, 1.96359375e+02, 1.88421875e+02, ...,
4.98695312e+02, 4.86757812e+02, 4.90281250e+02],
[ 1.96562500e+02, 1.88625000e+02, 1.80507812e+02, ...,
4.93242188e+02, 4.97734375e+02, 4.97726562e+02],
[ 1.89414062e+02, 1.81046875e+02, 1.73007812e+02, ...,
4.93242188e+02, 4.97367188e+02, 4.96664062e+02],
...,
[ 2.88218750e+02, 2.90273438e+02, 2.89273438e+02, ...,
6.62281250e+02, 6.75570312e+02, 6.91351562e+02],
[ 2.94695312e+02, 2.90445312e+02, 2.91648438e+02, ...,
6.77648438e+02, 6.91429688e+02, 7.03921875e+02],
[ 3.03750000e+02, 2.98484375e+02, 2.96156250e+02, ...,
7.01007812e+02, 7.14445312e+02, 7.28179688e+02]],
[[ 1.87351562e+02, 1.81718750e+02, 1.72367188e+02, ...,
4.76328125e+02, 4.71250000e+02, 4.73585938e+02],
[ 1.82140625e+02, 1.72507812e+02, 1.64750000e+02, ...,
4.78375000e+02, 4.81664062e+02, 4.82015625e+02],
[ 1.75515625e+02, 1.65570312e+02, 1.59515625e+02, ...,
4.80000000e+02, 4.81304688e+02, 4.83218750e+02],
...,
[ 2.61648438e+02, 2.70757812e+02, 2.73054688e+02, ...,
6.47515625e+02, 6.62781250e+02, 6.75476562e+02],
[ 2.76242188e+02, 2.76320312e+02, 2.76742188e+02, ...,
6.63343750e+02, 6.76351562e+02, 6.87539062e+02],
[ 2.82718750e+02, 2.82414062e+02, 2.81234375e+02, ...,
6.86078125e+02, 7.00648438e+02, 7.19929688e+02]],
[[ 1.74695312e+02, 1.67117188e+02, 1.60046875e+02, ...,
4.43796875e+02, 4.50742188e+02, 4.51703125e+02],
[ 1.68281250e+02, 1.59179688e+02, 1.51054688e+02, ...,
4.56429688e+02, 4.60906250e+02, 4.60585938e+02],
[ 1.60492188e+02, 1.50406250e+02, 1.43039062e+02, ...,
4.57382812e+02, 4.58460938e+02, 4.60601562e+02],
...,
[ 2.38593750e+02, 2.43273438e+02, 2.49179688e+02, ...,
6.23640625e+02, 6.37648438e+02, 6.51351562e+02],
[ 2.57335938e+02, 2.56234375e+02, 2.55750000e+02, ...,
6.37851562e+02, 6.50414062e+02, 6.62625000e+02],
[ 2.64601562e+02, 2.62148438e+02, 2.60250000e+02, ...,
6.71554688e+02, 6.67554688e+02, 6.55210938e+02]],
...,
[[ -7.39501953e+00, -8.26904297e+00, -8.42724609e+00, ...,
2.97656250e+00, 2.33740234e+00, 1.40966797e+00],
[ -7.79443359e+00, -8.40722656e+00, -8.58886719e+00, ...,
4.67968750e+00, 4.92871094e+00, 3.61621094e+00],
[ -8.13378906e+00, -8.55566406e+00, -8.75732422e+00, ...,
4.37744141e+00, 5.49902344e+00, 4.95947266e+00],
...,
[ -4.01171875e+00, -2.92919922e+00, -2.56152344e+00, ...,
2.18017578e+00, 2.94433594e+00, 4.12695312e+00],
[ -3.28759766e+00, -2.65917969e+00, -2.63378906e+00, ...,
3.39746094e+00, 4.33251953e+00, 5.42236328e+00],
[ -2.97070312e+00, -2.48974609e+00, -2.52587891e+00, ...,
5.48583984e+00, 5.78808594e+00, 6.48974609e+00]],
[[ -4.19189453e+00, -4.58105469e+00, -5.19873047e+00, ...,
8.85253906e-01, 2.16650391e+00, 2.87841797e+00],
[ -3.97070312e+00, -4.65722656e+00, -5.33398438e+00, ...,
3.55224609e+00, 4.14111328e+00, 3.35595703e+00],
[ -4.03125000e+00, -4.73828125e+00, -5.31640625e+00, ...,
3.58251953e+00, 4.46972656e+00, 3.89404297e+00],
...,
[ -1.63525391e+00, -1.56201172e+00, -1.54492188e+00, ...,
1.58837891e+00, 1.97607422e+00, 2.70166016e+00],
[ -1.55029297e+00, -1.48095703e+00, -1.49267578e+00, ...,
2.06640625e+00, 2.75146484e+00, 3.30908203e+00],
[ 6.25000000e-02, -1.40869141e+00, -1.42968750e+00, ...,
2.44921875e+00, 3.71093750e+00, 1.07763672e+00]],
[[ -1.70654297e+00, -1.50683594e+00, -2.12548828e+00, ...,
1.28417969e-01, -5.37109375e-03, -1.32861328e+00],
[ -1.97558594e+00, -1.52929688e+00, -2.20458984e+00, ...,
9.02832031e-01, 1.22705078e+00, 9.45800781e-01],
[ -2.05273438e+00, -1.55712891e+00, -2.11523438e+00, ...,
9.91210938e-01, 1.19628906e+00, 9.15039062e-01],
...,
[ 7.83691406e-01, -5.47851562e-01, -5.36132812e-01, ...,
7.10937500e-01, 8.11523438e-01, 9.74121094e-01],
[ 1.01806641e+00, -5.34179688e-01, -5.21484375e-01, ...,
7.94921875e-01, 1.04785156e+00, 1.06494141e+00],
[ 1.62646484e+00, -8.88183594e-01, -5.17089844e-01, ...,
2.64550781e+00, 1.52880859e+00, 1.93994141e+00]]],
...,
[[[ 2.12250000e+02, 2.13804688e+02, 1.93914062e+02, ...,
4.51789062e+02, 4.60914062e+02, 4.88468750e+02],
[ 2.02312500e+02, 1.97078125e+02, 1.89117188e+02, ...,
4.37507812e+02, 4.47328125e+02, 4.56562500e+02],
[ 1.88414062e+02, 1.84531250e+02, 1.79328125e+02, ...,
4.19570312e+02, 4.31734375e+02, 4.35281250e+02],
...,
[ 3.57843750e+02, 3.55382812e+02, 3.52007812e+02, ...,
5.82648438e+02, 5.88125000e+02, 5.91953125e+02],
[ 3.68726562e+02, 3.66054688e+02, 3.65015625e+02, ...,
5.88859375e+02, 5.88968750e+02, 5.91671875e+02],
[ 3.78859375e+02, 3.89109375e+02, 3.90078125e+02, ...,
5.85750000e+02, 5.89375000e+02, 6.01492188e+02]],
[[ 1.98531250e+02, 1.99054688e+02, 1.79210938e+02, ...,
4.36804688e+02, 4.47664062e+02, 4.68921875e+02],
[ 1.88570312e+02, 1.83156250e+02, 1.74773438e+02, ...,
4.20375000e+02, 4.32679688e+02, 4.41015625e+02],
[ 1.74882812e+02, 1.70859375e+02, 1.65382812e+02, ...,
4.07921875e+02, 4.14343750e+02, 4.22343750e+02],
...,
[ 3.47953125e+02, 3.44117188e+02, 3.42812500e+02, ...,
5.66625000e+02, 5.73140625e+02, 5.76656250e+02],
[ 3.56859375e+02, 3.54890625e+02, 3.53710938e+02, ...,
5.75156250e+02, 5.74484375e+02, 5.77687500e+02],
[ 3.61781250e+02, 3.69632812e+02, 3.72960938e+02, ...,
5.70921875e+02, 5.83710938e+02, 5.93460938e+02]],
[[ 1.78789062e+02, 1.82890625e+02, 1.62289062e+02, ...,
4.17140625e+02, 4.26406250e+02, 4.52421875e+02],
[ 1.71351562e+02, 1.66085938e+02, 1.56820312e+02, ...,
4.00781250e+02, 4.13882812e+02, 4.23000000e+02],
[ 1.57765625e+02, 1.53921875e+02, 1.47335938e+02, ...,
3.86250000e+02, 3.96921875e+02, 4.02523438e+02],
...,
[ 3.28695312e+02, 3.27906250e+02, 3.24421875e+02, ...,
5.49046875e+02, 5.52070312e+02, 5.55968750e+02],
[ 3.37429688e+02, 3.38398438e+02, 3.35789062e+02, ...,
5.54671875e+02, 5.55703125e+02, 5.57156250e+02],
[ 3.41976562e+02, 3.52281250e+02, 3.53640625e+02, ...,
5.53859375e+02, 5.58632812e+02, 5.66132812e+02]],
...,
[[ -9.38720703e+00, -8.80908203e+00, -8.95947266e+00, ...,
-2.61132812e+00, -2.82324219e+00, -2.09082031e+00],
[ -9.33496094e+00, -8.60937500e+00, -8.75097656e+00, ...,
-2.69628906e+00, -1.82177734e+00, -1.54785156e+00],
[ -1.23173828e+01, -9.54296875e+00, -8.81494141e+00, ...,
-2.48828125e+00, -1.99267578e+00, -1.77490234e+00],
...,
[ -1.14062500e+00, -1.38134766e+00, -1.87695312e+00, ...,
9.81933594e-01, -3.19824219e-01, 1.49267578e+00],
[ -8.20800781e-01, -1.01123047e+00, -1.13134766e+00, ...,
3.50585938e-01, 1.91845703e+00, 2.86914062e+00],
[ -7.70996094e-01, 2.58789062e-01, -5.81054688e-02, ...,
-4.45019531e+00, -5.08789062e-01, 1.42021484e+01]],
[[ -3.03955078e+00, 5.95703125e-01, 2.17773438e-01, ...,
-3.27685547e+00, -1.35986328e+00, 2.29052734e+00],
[ -5.65966797e+00, -4.75976562e+00, -6.07470703e+00, ...,
-7.31933594e-01, 3.41796875e-02, 1.05468750e-01],
[ -5.42431641e+00, -4.94824219e+00, -6.02197266e+00, ...,
-4.62890625e-01, 1.38183594e-01, 1.52343750e-01],
...,
[ 8.99414062e-01, -7.69042969e-01, -1.15966797e+00, ...,
1.29394531e+00, 3.64257812e-01, 1.29101562e+00],
[ 1.34863281e+00, -5.57617188e-01, -6.31347656e-01, ...,
1.53173828e+00, 1.35205078e+00, 1.37548828e+00],
[ 1.26025391e+00, 3.98242188e+00, -3.29882812e+00, ...,
1.05375977e+01, -1.44531250e+00, -6.19189453e+00]],
[[ -6.79199219e-01, -1.60937500e+00, -7.36328125e-01, ...,
9.47265625e-01, -7.46093750e-01, -1.21337891e+00],
[ -6.10351562e-01, -1.56494141e+00, -5.62011719e-01, ...,
-4.54101562e-01, 5.37109375e-03, 1.18164062e-01],
[ -5.10742188e-01, -1.74169922e+00, -8.12500000e-01, ...,
-3.95019531e-01, -9.61914062e-02, 1.51367188e-02],
...,
[ -2.69531250e-01, -2.87109375e-01, 2.47656250e+00, ...,
2.91503906e-01, 4.29687500e-02, 4.35058594e-01],
[ -6.31835938e-01, -2.06054688e-01, 2.99316406e+00, ...,
6.72363281e-01, 2.92968750e-01, 3.86718750e-01],
[ -6.38671875e-01, -2.37304688e+00, 2.61181641e+00, ...,
2.96191406e+00, 3.41699219e+00, 1.32714844e+00]]],
[[[ 7.35937500e+00, 3.07812500e+00, -3.52734375e+01, ...,
3.40101562e+02, 3.58367188e+02, 3.70148438e+02],
[ -1.18906250e+01, -2.18906250e+01, -3.06484375e+01, ...,
3.41203125e+02, 3.47437500e+02, 3.57031250e+02],
[ -1.80000000e+01, -2.77500000e+01, -3.70546875e+01, ...,
3.34585938e+02, 3.38601562e+02, 3.47171875e+02],
...,
[ 1.50796875e+02, 1.49148438e+02, 1.46742188e+02, ...,
4.95304688e+02, 5.11359375e+02, 5.33828125e+02],
[ 1.63453125e+02, 1.58164062e+02, 1.56750000e+02, ...,
5.25304688e+02, 5.36398438e+02, 5.56101562e+02],
[ 1.77093750e+02, 1.70656250e+02, 1.62789062e+02, ...,
5.39421875e+02, 5.53523438e+02, 5.76953125e+02]],
[[ -4.60937500e+00, -6.51562500e+00, -4.69062500e+01, ...,
3.22835938e+02, 3.45687500e+02, 3.54507812e+02],
[ -2.56875000e+01, -3.19453125e+01, -4.24765625e+01, ...,
3.28203125e+02, 3.33898438e+02, 3.43945312e+02],
[ -3.34609375e+01, -4.05390625e+01, -4.91796875e+01, ...,
3.20656250e+02, 3.24140625e+02, 3.34148438e+02],
...,
[ 1.39914062e+02, 1.38656250e+02, 1.37640625e+02, ...,
4.81093750e+02, 4.96242188e+02, 5.19335938e+02],
[ 1.54710938e+02, 1.47031250e+02, 1.46398438e+02, ...,
5.11234375e+02, 5.24257812e+02, 5.41992188e+02],
[ 1.69000000e+02, 1.60046875e+02, 1.51156250e+02, ...,
5.20890625e+02, 5.26218750e+02, 5.59203125e+02]],
[[ -1.95546875e+01, -2.15859375e+01, -6.40781250e+01, ...,
3.07437500e+02, 3.25742188e+02, 3.35492188e+02],
[ -4.31484375e+01, -4.96484375e+01, -5.83203125e+01, ...,
3.09117188e+02, 3.14062500e+02, 3.23937500e+02],
[ -4.79140625e+01, -5.62421875e+01, -6.58828125e+01, ...,
3.00343750e+02, 3.05125000e+02, 3.11906250e+02],
...,
[ 1.27414062e+02, 1.24687500e+02, 1.23851562e+02, ...,
4.65468750e+02, 4.80187500e+02, 4.99406250e+02],
[ 1.40781250e+02, 1.35054688e+02, 1.32812500e+02, ...,
4.94335938e+02, 5.06382812e+02, 5.21867188e+02],
[ 1.52882812e+02, 1.41367188e+02, 1.38945312e+02, ...,
5.10906250e+02, 5.28335938e+02, 5.39460938e+02]],
...,
[[ -1.32309570e+01, -1.26474609e+01, -1.31660156e+01, ...,
-6.66992188e+00, -5.28955078e+00, -5.30761719e+00],
[ -1.25932617e+01, -1.32436523e+01, -1.35395508e+01, ...,
-6.01708984e+00, -5.76318359e+00, -7.27734375e+00],
[ -1.16176758e+01, -1.34501953e+01, -1.38559570e+01, ...,
-6.19287109e+00, -6.05224609e+00, -7.93652344e+00],
...,
[ -9.03662109e+00, -7.29980469e+00, -7.29492188e+00, ...,
-1.19580078e+00, -7.87597656e-01, -4.91357422e+00],
[ -5.18994141e+00, -7.00341797e+00, -7.03955078e+00, ...,
-5.18066406e-01, -8.93554688e-02, 1.90625000e+00],
[ -1.11733398e+01, 1.19042969e+00, -4.05761719e+00, ...,
3.54980469e-01, 2.58935547e+00, 2.88085938e-02]],
[[ -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, ...,
5.16341019e+00, 5.48703146e+00, 5.94590950e+00],
[ 6.17618179e+00, 6.09115219e+00, 5.25720215e+00, ...,
5.39095068e+00, 5.86880779e+00, 6.22567606e+00]],
[[ 4.04926062e+00, 4.06811571e+00, 4.03024435e+00, ...,
3.71050000e+00, 6.20441008e+00, 6.89624214e+00],
[ 3.62168431e+00, 3.80258894e+00, 3.72689986e+00, ...,
4.41956949e+00, 6.02256870e+00, 6.56635618e+00],
[ 2.99166727e+00, 3.33522654e+00, 3.30103302e+00, ...,
4.77209568e+00, 4.45793867e+00, 4.89910984e+00],
...,
[ 5.91287422e+00, 6.26114845e+00, 7.04302263e+00, ...,
5.33903170e+00, 5.48570204e+00, 5.48072958e+00],
[ 6.62499619e+00, 6.66893721e+00, 6.65135908e+00, ...,
5.15673113e+00, 4.96300364e+00, 5.12898302e+00],
[ 6.52939701e+00, 6.46769285e+00, 5.59747171e+00, ...,
5.60519791e+00, 5.34345150e+00, 5.29804039e+00]],
[[ 2.36979413e+00, 1.94751036e+00, 1.72660089e+00, ...,
2.19778633e+00, 2.22817397e+00, 3.71343398e+00],
[ 2.16724634e+00, 1.94960356e+00, 1.72007954e+00, ...,
3.73720384e+00, 3.95486140e+00, 5.30107450e+00],
[ 1.72754908e+00, 2.07144332e+00, 2.19731021e+00, ...,
4.96498299e+00, 5.50763893e+00, 6.30780935e+00],
...,
[ 7.15603685e+00, 7.27260160e+00, 7.78601933e+00, ...,
6.47391987e+00, 7.34542131e+00, 7.82829952e+00],
[ 7.25388622e+00, 6.57606077e+00, 6.44820213e+00, ...,
6.44123125e+00, 6.53424120e+00, 6.35630274e+00],
[ 6.62160349e+00, 5.25938416e+00, 4.45732164e+00, ...,
6.84658384e+00, 6.85782433e+00, 6.28426504e+00]]],
[[[ 7.94359159e+00, 7.56756687e+00, 7.59881735e+00, ...,
3.52358079e+00, 2.90554738e+00, 3.99128318e+00],
[ 7.92980862e+00, 7.63247252e+00, 7.60803747e+00, ...,
3.90862322e+00, 3.71394086e+00, 5.02389097e+00],
[ 7.53834534e+00, 7.59418011e+00, 7.73094177e+00, ...,
4.36390495e+00, 4.28189516e+00, 5.54565954e+00],
...,
[ 4.22533131e+00, 4.64484787e+00, 5.18323708e+00, ...,
2.66754627e+00, 7.25277328e+00, 8.95952225e+00],
[ 3.08434772e+00, 4.14805889e+00, 5.39534807e+00, ...,
2.81857252e+00, 7.41680431e+00, 7.93401957e+00],
[ 2.58982611e+00, 3.92051291e+00, 5.35090780e+00, ...,
4.30247545e+00, 7.43724155e+00, 7.05587912e+00]],
[[ 7.72084999e+00, 7.74934721e+00, 8.06249428e+00, ...,
4.40442657e+00, 3.40339351e+00, 4.20454454e+00],
[ 7.75706959e+00, 7.75474358e+00, 7.95437479e+00, ...,
4.81829119e+00, 3.97840261e+00, 4.76667452e+00],
[ 7.55068159e+00, 7.54721403e+00, 7.65031576e+00, ...,
4.22786474e+00, 4.11285162e+00, 5.13402557e+00],
...,
[ 3.81021738e+00, 4.08488035e+00, 4.52369118e+00, ...,
8.15560436e+00, 7.48752928e+00, 7.94567919e+00],
[ 3.02395892e+00, 3.44452047e+00, 4.04066992e+00, ...,
7.50243330e+00, 7.30384016e+00, 7.95312548e+00],
[ 2.78232956e+00, 3.25175452e+00, 3.78404760e+00, ...,
7.39503622e+00, 7.44794369e+00, 7.94934416e+00]],
[[ 6.92329454e+00, 7.06022263e+00, 7.27181768e+00, ...,
4.04971886e+00, 3.68716359e+00, 4.37855959e+00],
[ 7.10229206e+00, 7.25914431e+00, 7.61749887e+00, ...,
4.68057537e+00, 4.20565653e+00, 4.60479832e+00],
[ 7.20501375e+00, 7.26736879e+00, 7.63527584e+00, ...,
4.48790646e+00, 4.14280462e+00, 4.77767897e+00],
...,
[ 3.74903035e+00, 3.93248558e+00, 4.31810617e+00, ...,
5.68276024e+00, 5.19486856e+00, 4.58666515e+00],
[ 3.23546195e+00, 3.46110344e+00, 3.90679288e+00, ...,
7.31179714e+00, 7.18677235e+00, 6.80938053e+00],
[ 3.12553406e+00, 3.36216497e+00, 3.72277117e+00, ...,
7.00079536e+00, 7.06739569e+00, 6.88052416e+00]],
...,
[[ 4.06090736e+00, 4.37795830e+00, 4.70323420e+00, ...,
8.53452301e+00, 6.72573757e+00, 6.05642605e+00],
[ 4.01702738e+00, 4.48419619e+00, 4.82554102e+00, ...,
9.11700058e+00, 7.49415016e+00, 7.03174114e+00],
[ 3.81069899e+00, 4.44681787e+00, 4.77139282e+00, ...,
7.72490835e+00, 8.04386044e+00, 7.93233681e+00],
...,
[ 6.21262026e+00, 6.38915110e+00, 6.21760654e+00, ...,
7.06069183e+00, 7.03848553e+00, 6.98960781e+00],
[ 6.46417093e+00, 6.54071379e+00, 7.20907211e+00, ...,
6.97929573e+00, 6.94732475e+00, 6.67450380e+00],
[ 7.13688135e+00, 7.39100647e+00, 7.98397970e+00, ...,
7.16568851e+00, 6.96493769e+00, 6.52419567e+00]],
[[ 4.20399094e+00, 4.01026297e+00, 4.18770552e+00, ...,
6.19978189e+00, 9.18007088e+00, 8.49430656e+00],
[ 4.30682182e+00, 4.07936621e+00, 3.88145995e+00, ...,
5.45214176e+00, 8.19745541e+00, 7.45147038e+00],
[ 4.15613127e+00, 4.23282003e+00, 3.87553692e+00, ...,
7.03029585e+00, 7.49656153e+00, 6.77747345e+00],
...,
[ 5.84519625e+00, 5.69344711e+00, 5.28298616e+00, ...,
5.80224419e+00, 6.36552715e+00, 6.36534452e+00],
[ 6.00432968e+00, 6.20059252e+00, 5.81364393e+00, ...,
5.55238104e+00, 6.40906858e+00, 7.18438721e+00],
[ 6.33386469e+00, 6.72015524e+00, 6.61899900e+00, ...,
5.67181587e+00, 6.20753956e+00, 6.96580696e+00]],
[[ 3.67707968e+00, 3.31298947e+00, 3.59781456e+00, ...,
7.00337982e+00, 7.11324215e+00, 5.90691996e+00],
[ 3.70936203e+00, 3.32670045e+00, 3.36110377e+00, ...,
5.61654139e+00, 5.24031258e+00, 3.96057749e+00],
[ 3.13760495e+00, 2.86709738e+00, 2.84399295e+00, ...,
3.45826435e+00, 4.94771910e+00, 5.86848879e+00],
...,
[ 6.73784828e+00, 6.99642992e+00, 7.15066481e+00, ...,
6.51791096e+00, 7.16317654e+00, 7.28011894e+00],
[ 6.70747805e+00, 6.93623400e+00, 7.08753777e+00, ...,
5.23167419e+00, 6.24555588e+00, 6.35361814e+00],
[ 7.15269613e+00, 7.19297647e+00, 7.34183121e+00, ...,
5.44952250e+00, 6.09743643e+00, 6.14301395e+00]]],
...,
[[[ 7.50962639e+00, 7.44826460e+00, 7.30940819e+00, ...,
-9.12546062e+00, -4.25514650e+00, -2.43458891e+00],
[ 7.34427404e+00, 7.53449917e+00, 7.41122293e+00, ...,
-5.81660604e+00, -3.14984584e+00, -2.49417830e+00],
[ 6.12569380e+00, 6.88480997e+00, 7.29811859e+00, ...,
-2.35310125e+00, -3.15522170e+00, -5.50600719e+00],
...,
[ 7.71550655e+00, 7.24775314e+00, 6.39035034e+00, ...,
-1.22029858e+01, -1.41537542e+01, -1.18738775e+01],
[ 7.58880281e+00, 7.37113905e+00, 6.91604900e+00, ...,
-5.78900576e+00, -4.52999401e+00, -5.01904440e+00],
[ 7.37013578e+00, 7.44275761e+00, 7.62046766e+00, ...,
-4.28003979e+00, -1.99207628e+00, -1.83348441e+00]],
[[ 7.68743563e+00, 7.64102411e+00, 7.46053267e+00, ...,
-7.58190298e+00, -8.36695492e-01, 3.21879148e+00],
[ 7.31633854e+00, 7.55881166e+00, 7.60823441e+00, ...,
-5.69348145e+00, -1.19386947e+00, 1.12696910e+00],
[ 5.92945290e+00, 6.71504164e+00, 7.36976480e+00, ...,
-3.01134133e+00, -2.14523268e+00, -3.27422619e+00],
...,
[ 6.91133785e+00, 6.75258160e+00, 6.81448221e+00, ...,
-9.25816631e+00, -9.50434780e+00, -8.07507229e+00],
[ 6.94308901e+00, 6.90210342e+00, 7.01847935e+00, ...,
-7.40308332e+00, -5.38784981e+00, -4.36627531e+00],
[ 6.68440866e+00, 6.87325621e+00, 7.34801626e+00, ...,
-5.82817411e+00, -3.00310588e+00, -1.75101638e+00]],
[[ 7.46684408e+00, 7.72892141e+00, 7.65855742e+00, ...,
-6.41814661e+00, 2.59599477e-01, 4.51412678e+00],
[ 6.99294806e+00, 7.56423759e+00, 7.83029747e+00, ...,
-5.12440443e+00, -1.20457448e-01, 2.71716857e+00],
[ 5.96320009e+00, 6.62060738e+00, 7.35144997e+00, ...,
-2.90096092e+00, -1.25987184e+00, -1.72461605e+00],
...,
[ 6.60721588e+00, 6.64576721e+00, 6.94502163e+00, ...,
-8.15953255e+00, -7.57744408e+00, -6.57282877e+00],
[ 6.74071312e+00, 6.79242277e+00, 7.03353977e+00, ...,
-7.24030638e+00, -5.21153402e+00, -4.22546005e+00],
[ 6.56834269e+00, 6.80478954e+00, 7.30251837e+00, ...,
-5.74058199e+00, -3.17997026e+00, -2.04212022e+00]],
...,
[[ 9.98487568e+00, 1.00528660e+01, 9.63154793e+00, ...,
5.78827190e+00, 6.19814777e+00, 6.65075159e+00],
[ 9.51305580e+00, 9.73570728e+00, 9.44308853e+00, ...,
5.09535170e+00, 5.57740021e+00, 6.42145681e+00],
[ 9.10210896e+00, 9.85834312e+00, 9.79963207e+00, ...,
4.03053284e+00, 4.85396481e+00, 5.33551693e+00],
...,
[ 8.60348034e+00, 7.41922522e+00, 8.53561974e+00, ...,
4.85904598e+00, 4.85084677e+00, 4.06775951e+00],
[ 9.09978485e+00, 8.37153244e+00, 9.52900314e+00, ...,
6.56619835e+00, 6.89765120e+00, 5.14385891e+00],
[ 8.36544895e+00, 7.92893696e+00, 8.81655502e+00, ...,
7.83689117e+00, 7.57690144e+00, 5.72621489e+00]],
[[ 5.10433102e+00, 4.42413378e+00, 2.69704723e+00, ...,
5.72841263e+00, 6.85409355e+00, 6.37511635e+00],
[ 5.19968224e+00, 4.99170732e+00, 3.76560426e+00, ...,
5.45161629e+00, 6.61641645e+00, 6.40497637e+00],
[ 4.98346949e+00, 5.49950171e+00, 5.15526342e+00, ...,
4.27319336e+00, 4.33248425e+00, 4.42399836e+00],
...,
[ 6.13241291e+00, 5.78490210e+00, 6.09771967e+00, ...,
6.19167805e+00, 6.12202835e+00, 5.18644953e+00],
[ 6.43762589e+00, 6.02996683e+00, 6.80698013e+00, ...,
6.68668127e+00, 8.80613422e+00, 7.50331116e+00],
[ 6.61510420e+00, 5.80905724e+00, 6.65034056e+00, ...,
7.96420527e+00, 9.47037888e+00, 8.03835583e+00]],
[[ 4.10274744e+00, 4.38657665e+00, 4.83220434e+00, ...,
5.76847506e+00, 6.58865166e+00, 6.57469368e+00],
[ 4.37732744e+00, 4.73064327e+00, 4.81066132e+00, ...,
5.78930855e+00, 6.45298004e+00, 6.49534750e+00],
[ 4.71401501e+00, 5.22202492e+00, 5.17931747e+00, ...,
4.43128729e+00, 4.08324671e+00, 3.90277267e+00],
...,
[ 1.11966448e+01, 1.18876495e+01, 1.03613052e+01, ...,
5.75491476e+00, 6.04369593e+00, 5.32144785e+00],
[ 8.58057499e+00, 8.86805153e+00, 9.51881123e+00, ...,
6.37007666e+00, 7.01717567e+00, 7.14302206e+00],
[ 7.68089056e+00, 8.10322094e+00, 9.66712856e+00, ...,
7.65063667e+00, 7.70565748e+00, 7.61029720e+00]]],
[[[ 8.90494156e+00, 6.79196787e+00, 5.38240337e+00, ...,
6.95601463e+00, 3.62116718e+00, 6.18398905e-01],
[ 9.36255455e+00, 7.05528164e+00, 5.88454866e+00, ...,
7.12964392e+00, 3.99624658e+00, 1.17828691e+00],
[ 7.98787117e+00, 7.46163321e+00, 7.24984169e+00, ...,
6.44802189e+00, 3.06052160e+00, 1.58949482e+00],
...,
[ 3.91183186e+00, 4.37565851e+00, 5.13748407e+00, ...,
1.95116162e+00, -3.36766154e-01, -2.38109016e+00],
[ 2.87478185e+00, 3.57038879e+00, 4.77261019e+00, ...,
4.17946911e+00, 3.47679496e+00, 1.60994089e+00],
[ 2.45967245e+00, 2.76983118e+00, 3.61971545e+00, ...,
6.39542389e+00, 5.59495783e+00, 4.43738747e+00]],
[[ 9.18189716e+00, 6.84541988e+00, 5.32699013e+00, ...,
7.66287231e+00, 3.35972714e+00, -5.66927791e-01],
[ 9.45967484e+00, 6.96174335e+00, 5.84006596e+00, ...,
8.02698994e+00, 3.81037641e+00, -1.84178464e-02],
[ 7.82520247e+00, 7.41126776e+00, 7.36326504e+00, ...,
7.42302990e+00, 2.96715689e+00, 6.81455016e-01],
...,
[ 3.59773850e+00, 3.79785728e+00, 4.41791677e+00, ...,
1.03438151e+00, -7.23631203e-01, -1.73406744e+00],
[ 4.40571642e+00, 4.30836105e+00, 4.29679394e+00, ...,
2.43337703e+00, 1.68695295e+00, 4.16322559e-01],
[ 4.92111540e+00, 4.45429945e+00, 3.98565745e+00, ...,
3.90104008e+00, 3.50582504e+00, 2.66214108e+00]],
[[ 9.19460869e+00, 6.79601145e+00, 5.38376474e+00, ...,
7.76846075e+00, 3.14534473e+00, -7.91261554e-01],
[ 9.47892857e+00, 6.94984674e+00, 5.81661510e+00, ...,
8.31228828e+00, 3.63493395e+00, -2.46779770e-01],
[ 7.70924425e+00, 7.43639183e+00, 7.45774174e+00, ...,
7.95221853e+00, 3.00127292e+00, 4.45601314e-01],
...,
[ 3.53708291e+00, 3.61324072e+00, 4.20402813e+00, ...,
7.18696177e-01, -5.02671301e-01, -7.80143499e-01],
[ 4.87937260e+00, 4.40920115e+00, 4.20676231e+00, ...,
1.23987961e+00, 1.75533211e+00, 1.93970585e+00],
[ 5.48620701e+00, 4.82217836e+00, 4.16484928e+00, ...,
1.64450037e+00, 2.57340789e+00, 3.28165269e+00]],
...,
[[ 8.56121826e+00, 9.16426754e+00, 9.96008396e+00, ...,
3.67357683e+00, 3.51552629e+00, 3.54551768e+00],
[ 8.17706680e+00, 8.78424549e+00, 1.04641190e+01, ...,
2.59465003e+00, 2.14438128e+00, 2.97612214e+00],
[ 7.45354080e+00, 7.96162510e+00, 1.08582287e+01, ...,
3.05786180e+00, 1.43021047e+00, 2.63798141e+00],
...,
[ 6.42664576e+00, 6.95273733e+00, 7.44162321e+00, ...,
5.82933426e+00, 8.45124435e+00, 8.42130756e+00],
[ 7.87604380e+00, 9.42266750e+00, 8.89908695e+00, ...,
5.56308842e+00, 6.21650791e+00, 5.64185238e+00],
[ 1.02277155e+01, 1.23850613e+01, 1.06560564e+01, ...,
6.31506824e+00, 6.69585943e+00, 5.65479994e+00]],
[[ -1.41976988e+00, -1.20311856e+00, -1.52919412e-01, ...,
4.93616629e+00, 3.65156102e+00, 4.69603777e+00],
[ -4.32796404e-03, 1.83709040e-01, 5.13286114e-01, ...,
5.45787334e+00, 5.52530861e+00, 5.68727255e+00],
[ 2.38317966e+00, 2.21911263e+00, 1.15004051e+00, ...,
5.53323698e+00, 6.77970505e+00, 5.23759508e+00],
...,
[ 1.17803967e+00, 6.66594803e-01, 2.59256750e-01, ...,
6.65822840e+00, 8.77055359e+00, 8.76249981e+00],
[ 3.71850991e+00, 2.01986217e+00, 5.85452855e-01, ...,
7.19193411e+00, 8.93265343e+00, 8.02094078e+00],
[ 6.03971958e+00, 4.01535940e+00, 1.02543712e+00, ...,
6.60300732e+00, 6.14486456e+00, 4.92493010e+00]],
[[ 2.45105699e-01, 3.91968697e-01, 1.62731028e+00, ...,
4.89248466e+00, 3.13117528e+00, 5.04356098e+00],
[ 3.12067896e-01, 3.79955530e-01, 9.37879324e-01, ...,
5.42394400e+00, 3.94113684e+00, 5.71223545e+00],
[ -7.96541512e-01, -2.66956806e-01, 3.57018769e-01, ...,
5.73337078e+00, 5.13485479e+00, 5.31267023e+00],
...,
[ 7.58972359e+00, 5.00857162e+00, 4.22463465e+00, ...,
5.47936249e+00, 1.26347363e+00, 3.00429821e+00],
[ 1.35438595e+01, 6.15631962e+00, 1.83262217e+00, ...,
6.26328802e+00, 7.07718468e+00, 6.32978201e+00],
[ 1.25546808e+01, 5.45923805e+00, 1.98562324e-01, ...,
5.42807484e+00, 7.95207119e+00, 6.45753527e+00]]],
[[[ 5.70509100e+00, 6.21904087e+00, 4.47292852e+00, ...,
5.62000990e+00, 5.10719061e+00, 5.13990164e+00],
[ 5.34186888e+00, 5.83567762e+00, 5.10494709e+00, ...,
5.61424017e+00, 5.77017212e+00, 5.99941444e+00],
[ 4.92903519e+00, 4.80877590e+00, 4.80438852e+00, ...,
6.32623577e+00, 6.56165648e+00, 6.26186323e+00],
...,
[ 5.83200312e+00, 6.62382078e+00, 6.41769361e+00, ...,
7.52265263e+00, 7.06026793e+00, 5.73030615e+00],
[ 5.98427868e+00, 6.91276932e+00, 6.16895533e+00, ...,
7.87647486e+00, 5.33541441e+00, 3.11128235e+00],
[ 6.28818655e+00, 7.11539268e+00, 5.94089699e+00, ...,
7.39924812e+00, 4.81468487e+00, 2.48666573e+00]],
[[ 5.65265417e+00, 6.41840124e+00, 4.98510981e+00, ...,
5.84528875e+00, 5.12278128e+00, 4.96596336e+00],
[ 5.63963556e+00, 5.93912935e+00, 5.22464705e+00, ...,
5.84164619e+00, 5.70304537e+00, 5.78602600e+00],
[ 5.06014347e+00, 4.64058828e+00, 4.56499624e+00, ...,
6.35524368e+00, 6.49020195e+00, 6.21075296e+00],
...,
[ 3.99864197e+00, 4.75470591e+00, 5.00211048e+00, ...,
8.80847931e+00, 7.83622837e+00, 6.25866985e+00],
[ 4.82790041e+00, 5.32286787e+00, 5.03532219e+00, ...,
7.15373564e+00, 6.77483940e+00, 5.78313780e+00],
[ 5.64410734e+00, 5.92383623e+00, 5.23677254e+00, ...,
6.09404945e+00, 6.19739962e+00, 5.26802778e+00]],
[[ 5.95909691e+00, 6.72654581e+00, 5.62982941e+00, ...,
6.04628944e+00, 5.21865988e+00, 4.66217518e+00],
[ 5.71148539e+00, 6.00049019e+00, 5.43423080e+00, ...,
6.10940075e+00, 5.72895575e+00, 5.50749445e+00],
[ 4.74925280e+00, 4.44740868e+00, 4.45169926e+00, ...,
6.44311047e+00, 6.41824007e+00, 6.00109291e+00],
...,
[ 3.77903175e+00, 4.15972853e+00, 3.98487473e+00, ...,
9.11515999e+00, 9.17882538e+00, 7.35389090e+00],
[ 5.04772520e+00, 4.77888155e+00, 4.20077324e+00, ...,
5.30384827e+00, 7.05031347e+00, 8.52523899e+00],
[ 5.93111372e+00, 5.45241547e+00, 4.60699749e+00, ...,
4.06930256e+00, 6.02008390e+00, 7.99275780e+00]],
...,
[[ 4.05576706e+00, 2.59199286e+00, 4.07341766e+00, ...,
3.40832472e+00, 4.29103136e+00, 4.71754599e+00],
[ 4.44124889e+00, 3.17490339e+00, 3.75968790e+00, ...,
3.39727831e+00, 4.09528303e+00, 4.45118093e+00],
[ 3.69403100e+00, 4.42533445e+00, 4.38650990e+00, ...,
5.07147217e+00, 4.87415361e+00, 4.72766876e+00],
...,
[ 3.80304360e+00, 3.35671496e+00, 4.81163597e+00, ...,
5.65507269e+00, 5.66030073e+00, 5.82180643e+00],
[ 6.35293627e+00, 5.11823702e+00, 3.90649343e+00, ...,
6.00138807e+00, 6.44500113e+00, 7.06463385e+00],
[ 6.60078382e+00, 5.78050137e+00, 3.55201268e+00, ...,
6.92594290e+00, 6.45401049e+00, 6.27648449e+00]],
[[ 5.37988710e+00, 6.22929144e+00, 4.89219856e+00, ...,
3.65963960e+00, 6.35080099e+00, 5.44159460e+00],
[ 3.48841476e+00, 4.02284622e+00, 4.00628519e+00, ...,
2.70581794e+00, 4.48377323e+00, 4.06084394e+00],
[ 2.58290362e+00, 2.75022769e+00, 4.34719133e+00, ...,
2.39495993e+00, 1.81673968e+00, 1.35473371e+00],
...,
[ 3.81950188e+00, 3.51713037e+00, 3.45149922e+00, ...,
7.19462872e+00, 8.30740356e+00, 8.58082008e+00],
[ 5.04251242e+00, 4.69282055e+00, 9.16318130e+00, ...,
6.58371830e+00, 7.61991787e+00, 9.37644291e+00],
[ 5.30172825e+00, 4.47512388e+00, 8.35363293e+00, ...,
5.70282698e+00, 6.31341505e+00, 8.82274437e+00]],
[[ 6.91950893e+00, 7.91787910e+00, 9.60675907e+00, ...,
6.24292612e+00, 3.55263805e+00, 1.99450183e+00],
[ 6.04729509e+00, 7.48613930e+00, 1.05952034e+01, ...,
5.62958288e+00, 3.96427107e+00, 2.34913898e+00],
[ 6.22488737e+00, 7.36436033e+00, 8.80853271e+00, ...,
4.98813629e+00, 4.42179441e+00, 2.18809271e+00],
...,
[ 8.12215614e+00, 5.61669588e+00, 2.07849479e+00, ...,
4.55683088e+00, 6.14908218e+00, 6.86788177e+00],
[ 1.23942785e+01, 8.14867973e+00, 5.03376389e+00, ...,
3.79113460e+00, 3.62834144e+00, 5.04382610e+00],
[ 1.30787096e+01, 1.01084356e+01, 9.37695408e+00, ...,
3.45204830e+00, 3.15283036e+00, 3.84225488e+00]]]], 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: 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)
<xarray.DataArray u'theta_e' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 369.33676147, 369.04455566, 368.75195312, ..., 362.40078735,
362.18667603, 362.00820923],
[ 369.68734741, 369.44046021, 369.19284058, ..., 362.5642395 ,
362.33926392, 362.14300537],
[ 370.05444336, 369.85638428, 369.65679932, ..., 362.7348938 ,
362.49829102, 362.28344727],
...,
[ 362.32171631, 362.27175903, 362.22390747, ..., 357.72970581,
357.63446045, 357.56228638],
[ 361.93099976, 361.87930298, 361.83288574, ..., 357.73498535,
357.64413452, 357.5696106 ],
[ 361.41873169, 361.38583374, 361.35046387, ..., 357.7326355 ,
357.64846802, 357.57406616]],
[[ 367.51751709, 367.39474487, 367.2684021 , ..., 358.2699585 ,
358.08816528, 357.95718384],
[ 367.80349731, 367.70623779, 367.60543823, ..., 358.24899292,
358.07284546, 357.93630981],
[ 368.10174561, 368.03167725, 367.95788574, ..., 358.23651123,
358.06713867, 357.92547607],
...,
[ 356.8470459 , 356.99435425, 357.14196777, ..., 357.77484131,
357.91223145, 358.01275635],
[ 356.40921021, 356.54730225, 356.68899536, ..., 357.79824829,
357.92852783, 358.02304077],
[ 355.91247559, 356.04119873, 356.17718506, ..., 357.80865479,
357.93222046, 358.02246094]],
[[ 365.1242981 , 365.22039795, 365.30801392, ..., 357.65570068,
357.49356079, 357.37469482],
[ 365.32696533, 365.42251587, 365.50979614, ..., 357.62542725,
357.46533203, 357.34075928],
[ 365.53622437, 365.63088989, 365.71786499, ..., 357.6005249 ,
357.44308472, 357.31298828],
...,
[ 354.3711853 , 354.72946167, 355.08508301, ..., 357.01046753,
357.17074585, 357.29455566],
[ 353.91210938, 354.26586914, 354.62039185, ..., 357.00698853,
357.16064453, 357.28033447],
[ 353.42581177, 353.77011108, 354.11883545, ..., 357.00686646,
357.15447998, 357.27111816]],
...,
[[ 417.72561646, 417.61578369, 417.51602173, ..., 418.55273438,
418.35003662, 418.20025635],
[ 417.74526978, 417.63665771, 417.53866577, ..., 418.89065552,
418.69021606, 418.53964233],
[ 417.77285767, 417.66744995, 417.57345581, ..., 419.23773193,
419.04055786, 418.88989258],
...,
[ 424.00195312, 424.04541016, 424.08563232, ..., 422.4390564 ,
422.48123169, 422.53518677],
[ 423.94885254, 423.98794556, 424.02386475, ..., 422.53271484,
422.58258057, 422.64196777],
[ 423.89096069, 423.92807007, 423.96203613, ..., 422.63742065,
422.69317627, 422.75588989]],
[[ 448.24069214, 448.18063354, 448.13323975, ..., 451.26168823,
451.15866089, 451.07754517],
[ 448.35968018, 448.30203247, 448.25875854, ..., 451.60220337,
451.50360107, 451.42501831],
[ 448.4909668 , 448.43710327, 448.40072632, ..., 451.94848633,
451.85455322, 451.77877808],
...,
[ 454.6703186 , 454.71841431, 454.76187134, ..., 453.45785522,
453.43817139, 453.42382812],
[ 454.62631226, 454.67181396, 454.712677 , ..., 453.45785522,
453.44714355, 453.44711304],
[ 454.57617188, 454.62133789, 454.66192627, ..., 453.48501587,
453.47967529, 453.48406982]],
[[ 477.87738037, 477.8722229 , 477.88156128, ..., 482.95617676,
483.04098511, 483.04125977],
[ 478.02450562, 478.02386475, 478.0380249 , ..., 483.12634277,
483.21148682, 483.21148682],
[ 478.18856812, 478.19168091, 478.21096802, ..., 483.29498291,
483.37948608, 483.37905884],
...,
[ 484.66952515, 484.66033936, 484.64535522, ..., 484.92935181,
484.85275269, 484.78128052],
[ 484.78137207, 484.77563477, 484.76321411, ..., 484.82684326,
484.75109863, 484.68127441],
[ 484.89111328, 484.88937378, 484.88015747, ..., 484.7421875 ,
484.66702271, 484.59817505]]],
[[[ 372.7069397 , 372.79959106, 372.79754639, ..., 363.60986328,
363.44396973, 363.29901123],
[ 372.69998169, 372.85064697, 372.98803711, ..., 363.56939697,
363.40390015, 363.25341797],
[ 372.70617676, 372.82723999, 372.96713257, ..., 363.55459595,
363.40231323, 363.26321411],
...,
[ 362.30169678, 362.45983887, 362.54165649, ..., 356.24475098,
356.29608154, 356.36050415],
[ 361.98251343, 362.17422485, 362.29656982, ..., 356.20013428,
356.24377441, 356.29534912],
[ 361.63574219, 361.84133911, 362.00338745, ..., 356.16671753,
356.20080566, 356.23052979]],
[[ 370.23745728, 370.37322998, 370.47695923, ..., 361.95245361,
361.80334473, 361.67626953],
[ 370.17935181, 370.27542114, 370.44042969, ..., 361.90673828,
361.75732422, 361.62249756],
[ 370.23913574, 370.34921265, 370.50534058, ..., 361.88400269,
361.7482605 , 361.62728882],
...,
[ 360.41009521, 360.58209229, 360.66201782, ..., 357.21789551,
357.27505493, 357.34228516],
[ 360.09140015, 360.29849243, 360.41921997, ..., 357.15100098,
357.19967651, 357.25314331],
[ 359.74621582, 359.95727539, 360.12173462, ..., 357.08789062,
357.12261963, 357.15881348]],
[[ 368.30969238, 368.38577271, 368.4519043 , ..., 361.1585083 ,
361.02578735, 360.91210938],
[ 368.4263916 , 368.42919922, 368.46002197, ..., 361.10726929,
360.9732666 , 360.853302 ],
[ 368.5723877 , 368.58328247, 368.62301636, ..., 361.07678223,
360.95837402, 360.8578186 ],
...,
[ 359.52706909, 359.69647217, 359.77307129, ..., 356.61108398,
356.60357666, 356.58404541],
[ 359.21353149, 359.42004395, 359.53845215, ..., 356.57336426,
356.5718689 , 356.55154419],
[ 358.87435913, 359.08633423, 359.2510376 , ..., 356.5256958 ,
356.53018188, 356.51611328]],
...,
[[ 428.39984131, 428.18319702, 427.9642334 , ..., 421.56359863,
421.14450073, 421.28604126],
[ 428.25201416, 427.99520874, 427.70617676, ..., 421.64678955,
421.35742188, 421.30023193],
[ 428.11587524, 427.84857178, 427.48788452, ..., 422.10745239,
421.68713379, 421.46716309],
...,
[ 423.2833252 , 423.35336304, 423.40713501, ..., 426.78320312,
426.6925354 , 426.57962036],
[ 423.197052 , 423.28466797, 423.34960938, ..., 426.66229248,
426.62051392, 426.48745728],
[ 423.27648926, 423.22775269, 423.24072266, ..., 426.45419312,
426.4776001 , 426.41018677]],
[[ 453.88064575, 453.27389526, 452.6574707 , ..., 449.95025635,
449.56185913, 449.62319946],
[ 453.3862915 , 452.76126099, 452.11077881, ..., 449.8979187 ,
449.46237183, 449.48141479],
[ 453.05340576, 452.48312378, 451.84921265, ..., 450.00167847,
449.48202515, 449.32055664],
...,
[ 454.19549561, 454.31628418, 454.51068115, ..., 456.69436646,
456.65777588, 456.55865479],
[ 454.2880249 , 454.38214111, 454.53057861, ..., 456.59939575,
456.59710693, 456.49789429],
[ 454.46310425, 454.49267578, 454.56954956, ..., 456.43783569,
456.48501587, 456.45413208]],
[[ 480.81289673, 480.57022095, 480.29577637, ..., 478.81005859,
478.60873413, 478.47219849],
[ 480.56243896, 480.3104248 , 480.02661133, ..., 478.86956787,
478.60140991, 478.48791504],
[ 480.39770508, 480.20452881, 479.94177246, ..., 478.99472046,
478.67041016, 478.53359985],
...,
[ 483.57952881, 483.64459229, 483.65240479, ..., 485.07852173,
485.01229858, 484.95446777],
[ 483.77490234, 483.82937622, 483.81994629, ..., 484.99856567,
484.95361328, 484.90426636],
[ 484.01535034, 484.00421143, 483.99023438, ..., 484.89785767,
484.8894043 , 484.85983276]]],
[[[ 373.04232788, 373.09414673, 373.12631226, ..., 365.23464966,
365.13909912, 365.05157471],
[ 373.15338135, 373.19650269, 373.23077393, ..., 365.43048096,
365.47732544, 365.39517212],
[ 373.24984741, 373.28970337, 373.32565308, ..., 365.53497314,
365.67172241, 365.59451294],
...,
[ 362.63870239, 362.65527344, 362.67404175, ..., 354.84466553,
354.90859985, 354.87103271],
[ 362.63653564, 362.62637329, 362.62423706, ..., 354.65548706,
354.91500854, 354.8664856 ],
[ 362.57073975, 362.57861328, 362.57797241, ..., 354.40737915,
354.75857544, 354.76373291]],
[[ 371.86618042, 371.89996338, 371.91723633, ..., 363.3868103 ,
363.34109497, 363.25143433],
[ 371.95645142, 371.98379517, 372.00830078, ..., 363.61160278,
363.67349243, 363.59085083],
[ 372.03491211, 372.06216431, 372.09176636, ..., 363.76483154,
363.87564087, 363.79974365],
...,
[ 360.89038086, 360.91671753, 360.92483521, ..., 355.60821533,
355.77780151, 355.77575684],
[ 360.81219482, 360.83078003, 360.84127808, ..., 355.65768433,
355.89520264, 355.88864136],
[ 360.65707397, 360.72506714, 360.76675415, ..., 355.49353027,
355.875 , 355.95425415]],
[[ 370.47088623, 370.43612671, 370.38769531, ..., 362.37713623,
362.37670898, 362.28933716],
[ 370.47558594, 370.43341064, 370.43743896, ..., 362.62484741,
362.7010498 , 362.62103271],
[ 370.49905396, 370.45730591, 370.48483276, ..., 362.79830933,
362.90274048, 362.83071899],
...,
[ 360.08370972, 360.11010742, 360.11862183, ..., 355.07202148,
355.18862915, 355.24575806],
[ 359.9861145 , 360.02380371, 360.03717041, ..., 355.2098999 ,
355.33236694, 355.33929443],
[ 359.81304932, 359.9022522 , 359.9510498 , ..., 355.19403076,
355.35662842, 355.38842773]],
...,
[[ 427.16305542, 427.02478027, 426.89233398, ..., 426.90060425,
427.82015991, 428.40145874],
[ 427.29769897, 427.18908691, 427.06942749, ..., 426.08813477,
427.01397705, 427.95004272],
[ 427.53775024, 427.46920776, 427.37365723, ..., 425.2756958 ,
426.28634644, 427.3583374 ],
...,
[ 428.66207886, 428.69210815, 428.67675781, ..., 423.912323 ,
423.99539185, 424.04766846],
[ 428.66207886, 428.69497681, 428.68920898, ..., 424.26394653,
424.36618042, 424.50079346],
[ 428.58679199, 428.67562866, 428.7237854 , ..., 424.74984741,
424.87518311, 425.07373047]],
[[ 454.61965942, 454.74279785, 454.83340454, ..., 459.41592407,
460.97201538, 461.92565918],
[ 454.56365967, 454.62979126, 454.62982178, ..., 458.10128784,
459.66192627, 460.94760132],
[ 454.48913574, 454.49365234, 454.42254639, ..., 456.82717896,
458.4284668 , 459.87683105],
...,
[ 458.67178345, 458.65750122, 458.58291626, ..., 450.92150879,
451.03033447, 451.07189941],
[ 458.39038086, 458.40072632, 458.3427124 , ..., 451.37600708,
451.47738647, 451.57226562],
[ 458.07385254, 458.13919067, 458.13247681, ..., 451.95581055,
452.02224731, 452.15176392]],
[[ 481.11517334, 481.28347778, 481.35757446, ..., 482.13845825,
482.64892578, 482.97717285],
[ 480.88162231, 480.97702026, 480.97702026, ..., 481.9420166 ,
482.43615723, 482.74588013],
[ 480.54873657, 480.58053589, 480.54220581, ..., 481.81896973,
482.34109497, 482.73144531],
...,
[ 485.46496582, 485.36026001, 485.23446655, ..., 482.70953369,
482.71173096, 482.63912964],
[ 485.49862671, 485.40731812, 485.27746582, ..., 482.87634277,
482.86825562, 482.8039856 ],
[ 485.49740601, 485.41751099, 485.33322144, ..., 483.08633423,
483.0296936 , 482.94638062]]],
...,
[[[ 364.05340576, 364.16830444, 364.1897583 , ..., 361.07992554,
360.70327759, 360.71411133],
[ 364.16104126, 364.17965698, 364.18353271, ..., 361.5617981 ,
361.18600464, 360.90487671],
[ 364.3666687 , 364.4112854 , 364.36715698, ..., 362.00021362,
361.62573242, 361.23974609],
...,
[ 354.9654541 , 355.12445068, 355.3142395 , ..., 358.8444519 ,
358.74105835, 358.75537109],
[ 355.02380371, 355.18896484, 355.36029053, ..., 357.51495361,
357.63702393, 357.784729 ],
[ 354.99499512, 355.17907715, 355.34976196, ..., 357.6619873 ,
357.82797241, 357.96783447]],
[[ 362.79818726, 362.89663696, 362.91064453, ..., 359.41516113,
359.10824585, 359.11837769],
[ 362.89990234, 362.90917969, 362.89996338, ..., 359.83493042,
359.50714111, 359.2807312 ],
[ 363.09777832, 363.13638306, 363.07809448, ..., 360.22958374,
359.88867188, 359.55752563],
...,
[ 353.44607544, 353.61013794, 353.78323364, ..., 357.32901001,
357.28015137, 357.31439209],
[ 353.44567871, 353.61404419, 353.77960205, ..., 356.20196533,
356.34176636, 356.50106812],
[ 353.36209106, 353.54534912, 353.72433472, ..., 356.26760864,
356.48883057, 356.61929321]],
[[ 362.15704346, 362.26620483, 362.26235962, ..., 358.574646 ,
358.31314087, 358.35369873],
[ 362.25622559, 362.26159668, 362.24835205, ..., 358.97058105,
358.68295288, 358.5072937 ],
[ 362.45022583, 362.48590088, 362.42120361, ..., 359.33746338,
359.03411865, 358.759552 ],
...,
[ 352.7543335 , 352.91888428, 353.08120728, ..., 356.46081543,
356.46759033, 356.53982544],
[ 352.72698975, 352.89794922, 353.06176758, ..., 355.51400757,
355.67782593, 355.86062622],
[ 352.62197876, 352.80853271, 352.99108887, ..., 355.67498779,
355.80358887, 355.9715271 ]],
...,
[[ 415.65924072, 415.56240845, 415.53686523, ..., 419.75747681,
420.29348755, 420.80480957],
[ 416.18167114, 416.07525635, 415.99942017, ..., 419.85723877,
420.26437378, 420.56591797],
[ 416.70965576, 416.58911133, 416.46832275, ..., 419.90139771,
420.26596069, 420.51275635],
...,
[ 429.40844727, 429.3196106 , 429.06808472, ..., 426.76382446,
427.03439331, 427.2286377 ],
[ 429.47375488, 429.47387695, 429.30249023, ..., 427.27661133,
427.44543457, 427.65646362],
[ 429.47335815, 429.52197266, 429.47286987, ..., 427.76818848,
428.06314087, 428.39105225]],
[[ 442.44519043, 442.44503784, 442.76351929, ..., 448.12176514,
448.52032471, 449.06604004],
[ 442.44552612, 442.4453125 , 442.76376343, ..., 448.16052246,
448.5513916 , 448.89337158],
[ 442.79949951, 442.99801636, 443.4307251 , ..., 448.24435425,
448.54470825, 448.84039307],
...,
[ 458.97296143, 458.85888672, 458.43991089, ..., 454.23477173,
454.64578247, 454.91073608],
[ 459.02377319, 459.16168213, 458.96954346, ..., 454.78579712,
455.1395874 , 455.41983032],
[ 458.81027222, 459.16143799, 459.09719849, ..., 455.45068359,
455.67672729, 455.93823242]],
[[ 475.94219971, 475.9382019 , 476.18026733, ..., 479.25244141,
479.5171814 , 479.84075928],
[ 475.84454346, 475.89205933, 476.14483643, ..., 479.38867188,
479.69754028, 480.02505493],
[ 475.84460449, 475.94717407, 476.23654175, ..., 479.52206421,
479.85028076, 480.15426636],
...,
[ 484.13354492, 483.83508301, 483.2041626 , ..., 481.36621094,
481.53994751, 481.66641235],
[ 484.37585449, 484.37588501, 483.97436523, ..., 481.57501221,
481.73501587, 481.88122559],
[ 484.31484985, 484.37588501, 484.49142456, ..., 481.89486694,
482.00372314, 482.14013672]]],
[[[ 366.02609253, 366.14083862, 366.15707397, ..., 363.54837036,
363.72689819, 363.37939453],
[ 365.82452393, 365.76849365, 365.88806152, ..., 363.65762329,
363.84274292, 363.60333252],
[ 365.55575562, 365.62442017, 365.65182495, ..., 363.76791382,
363.96768188, 363.80630493],
...,
[ 354.66409302, 354.91534424, 355.08163452, ..., 355.21426392,
355.43301392, 355.73995972],
[ 354.57476807, 354.84307861, 355.04882812, ..., 356.26504517,
356.54141235, 356.88165283],
[ 354.39492798, 354.68096924, 354.94317627, ..., 357.55813599,
357.89764404, 358.22485352]],
[[ 364.82147217, 364.9251709 , 364.92703247, ..., 361.79241943,
361.97952271, 361.62265015],
[ 364.58825684, 364.5368042 , 364.63262939, ..., 361.90188599,
362.07592773, 361.82037354],
[ 364.29443359, 364.35797119, 364.37689209, ..., 361.99978638,
362.18334961, 362.00424194],
...,
[ 353.20050049, 353.48928833, 353.66326904, ..., 354.0562439 ,
354.25134277, 354.5123291 ],
[ 353.11987305, 353.42214966, 353.62915039, ..., 355.07299805,
355.33776855, 355.60455322],
[ 352.97232056, 353.27374268, 353.53060913, ..., 356.22564697,
356.56744385, 356.90438843]],
[[ 364.22628784, 364.32363892, 364.31933594, ..., 360.90444946,
361.0710144 , 360.73324585],
[ 363.97363281, 363.92105103, 364.00592041, ..., 360.97018433,
361.13409424, 360.90405273],
[ 363.66992188, 363.7265625 , 363.73950195, ..., 361.04055786,
361.21661377, 361.06317139],
...,
[ 352.53860474, 352.82495117, 352.9984436 , ..., 353.46350098,
353.65963745, 353.90740967],
[ 352.46835327, 352.76489258, 352.97116089, ..., 354.47967529,
354.74914551, 354.99493408],
[ 352.33496094, 352.62545776, 352.89096069, ..., 355.57107544,
355.91641235, 356.26086426]],
...,
[[ 410.0350647 , 409.75585938, 409.50640869, ..., 423.60440063,
423.57177734, 423.28530884],
[ 409.75366211, 409.41305542, 409.14053345, ..., 424.5479126 ,
424.39041138, 424.21578979],
[ 409.53439331, 409.19232178, 408.91836548, ..., 425.06820679,
424.98519897, 424.80706787],
...,
[ 421.60263062, 422.3866272 , 423.07467651, ..., 427.91619873,
428.26416016, 428.53417969],
[ 421.19628906, 421.84130859, 422.53311157, ..., 428.02423096,
428.27426147, 428.33569336],
[ 420.91705322, 421.36053467, 421.7756958 , ..., 427.82824707,
427.97387695, 427.90704346]],
[[ 435.75827026, 434.58728027, 433.63360596, ..., 453.06500244,
452.44616699, 451.69186401],
[ 434.8269043 , 433.67706299, 432.80007935, ..., 452.94476318,
452.24557495, 451.60766602],
[ 434.01177979, 433.03753662, 432.26974487, ..., 452.75619507,
452.20980835, 451.62783813],
...,
[ 446.65921021, 447.84701538, 448.82876587, ..., 454.96298218,
455.26351929, 455.40075684],
[ 446.05731201, 446.89553833, 447.96118164, ..., 455.27966309,
455.49478149, 455.79226685],
[ 445.96264648, 446.08111572, 447.0947876 , ..., 455.33984375,
455.38961792, 455.40716553]],
[[ 475.50506592, 474.83462524, 474.34881592, ..., 480.18560791,
479.92547607, 479.68453979],
[ 474.88098145, 474.26153564, 473.95089722, ..., 481.01760864,
480.77001953, 480.55004883],
[ 474.32403564, 473.89685059, 473.70516968, ..., 481.61712646,
481.48300171, 481.32098389],
...,
[ 477.89007568, 478.1317749 , 478.64630127, ..., 481.14117432,
481.34814453, 481.62127686],
[ 477.90579224, 477.7633667 , 478.30279541, ..., 481.36105347,
481.5305481 , 481.83392334],
[ 478.00604248, 477.95968628, 477.96185303, ..., 481.58428955,
481.67388916, 481.75759888]]],
[[[ 365.37030029, 365.40707397, 365.35842896, ..., 365.55505371,
365.47207642, 365.30532837],
[ 365.59039307, 365.57299805, 365.4743042 , ..., 365.61340332,
365.54379272, 365.41769409],
[ 365.53155518, 365.46484375, 365.35296631, ..., 365.66339111,
365.60992432, 365.50253296],
...,
[ 355.52816772, 355.28256226, 355.27804565, ..., 359.41937256,
359.52905273, 359.68078613],
[ 355.56524658, 355.34588623, 355.30044556, ..., 359.49481201,
359.50991821, 359.57669067],
[ 355.73236084, 355.48178101, 355.37069702, ..., 359.60733032,
359.44580078, 359.44250488]],
[[ 364.18789673, 364.22460938, 364.13989258, ..., 363.84216309,
363.77911377, 363.62359619],
[ 364.41687012, 364.40646362, 364.27850342, ..., 363.90124512,
363.8536377 , 363.73284912],
[ 364.34185791, 364.27307129, 364.13656616, ..., 363.94754028,
363.91619873, 363.81109619],
...,
[ 354.10464478, 353.97854614, 354.00408936, ..., 359.2507019 ,
359.33877563, 359.45251465],
[ 354.23086548, 354.02587891, 354.04559326, ..., 359.25195312,
359.26739502, 359.32434082],
[ 354.42163086, 354.19119263, 354.15853882, ..., 359.29470825,
359.20043945, 359.08935547]],
[[ 363.57330322, 363.6131897 , 363.49484253, ..., 362.86117554,
362.82910156, 362.69998169],
[ 363.81466675, 363.80187988, 363.65216064, ..., 362.9196167 ,
362.89920044, 362.80004883],
[ 363.73757935, 363.65856934, 363.50234985, ..., 362.96295166,
362.95535278, 362.86834717],
...,
[ 353.07339478, 352.9413147 , 353.05523682, ..., 358.67059326,
358.69567871, 358.75878906],
[ 353.21368408, 353.037323 , 353.09039307, ..., 358.56347656,
358.59466553, 358.65380859],
[ 353.40335083, 353.20062256, 353.20309448, ..., 358.46820068,
358.37661743, 358.33990479]],
...,
[[ 412.56536865, 412.74383545, 412.95004272, ..., 421.59332275,
421.51034546, 421.42236328],
[ 412.5663147 , 412.72338867, 412.88870239, ..., 421.42514038,
421.51321411, 421.44989014],
[ 412.56661987, 412.89776611, 412.79214478, ..., 421.20355225,
421.40823364, 421.52355957],
...,
[ 420.34301758, 420.91311646, 421.55239868, ..., 426.47210693,
427.0362854 , 427.83486938],
[ 420.4352417 , 420.900177 , 421.42788696, ..., 427.03643799,
427.67126465, 428.52450562],
[ 420.73153687, 420.96697998, 421.41549683, ..., 427.60409546,
428.30249023, 429.05178833]],
[[ 450.94750977, 451.0821228 , 451.12789917, ..., 452.53683472,
452.89810181, 453.06491089],
[ 451.20846558, 451.50970459, 451.39529419, ..., 452.75149536,
453.240448 , 453.46630859],
[ 451.40896606, 451.41925049, 451.05032349, ..., 452.89361572,
453.44961548, 453.75296021],
...,
[ 460.49435425, 461.26586914, 461.84725952, ..., 453.00219727,
453.87414551, 454.80603027],
[ 460.09347534, 461.14309692, 461.85275269, ..., 453.63937378,
454.4743042 , 455.39611816],
[ 459.58795166, 460.72247314, 461.68447876, ..., 454.49993896,
455.27960205, 456.03259277]],
[[ 482.49710083, 482.73571777, 482.58416748, ..., 481.86862183,
481.90545654, 481.79949951],
[ 482.76876831, 483.18002319, 483.05969238, ..., 481.89755249,
481.93359375, 481.84545898],
[ 482.97097778, 483.01721191, 482.99893188, ..., 481.72497559,
481.80038452, 481.75408936],
...,
[ 484.69927979, 482.77645874, 481.24847412, ..., 479.93041992,
480.17706299, 480.52084351],
[ 486.15344238, 484.43066406, 482.90353394, ..., 480.17907715,
480.36911011, 480.61904907],
[ 487.35244751, 486.14422607, 484.72171021, ..., 480.70114136,
480.82052612, 480.93231201]]]], 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: 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)
<xarray.DataArray u'cape_2d' (mcape_mcin_lcl_lfc: 4, Time: 9, south_north: 96, west_east: 96)>
array([[[[ 3.34881494e+03, 3.36019238e+03, 3.36905566e+03, ...,
1.86445813e+03, 1.83834863e+03, 1.81914258e+03],
[ 3.39729053e+03, 3.40941504e+03, 3.41977881e+03, ...,
1.85825317e+03, 1.83217017e+03, 1.81184338e+03],
[ 3.44741309e+03, 3.46070630e+03, 3.47230859e+03, ...,
1.85365869e+03, 1.82743164e+03, 1.80585425e+03],
...,
[ 9.15617859e+02, 9.81143494e+02, 1.04780908e+03, ...,
1.54192688e+03, 1.57701172e+03, 1.60728406e+03],
[ 8.35479248e+02, 9.00068726e+02, 9.65479614e+02, ...,
1.55268079e+03, 1.58701636e+03, 1.61669324e+03],
[ 7.52983093e+02, 8.13835693e+02, 8.77542664e+02, ...,
1.56306433e+03, 1.59669360e+03, 1.62591943e+03]],
[[ 4.28460400e+03, 4.30680029e+03, 4.32107666e+03, ...,
2.82200293e+03, 2.79558154e+03, 2.77874243e+03],
[ 4.27116895e+03, 4.30573682e+03, 4.32786670e+03, ...,
2.80652100e+03, 2.78074072e+03, 2.75370776e+03],
[ 4.26515625e+03, 4.29786768e+03, 4.31908887e+03, ...,
2.78662744e+03, 2.76706860e+03, 2.74403662e+03],
...,
[ 2.04842993e+03, 2.06305029e+03, 2.06333887e+03, ...,
1.37002576e+03, 1.38440173e+03, 1.40404395e+03],
[ 1.99796716e+03, 2.02121082e+03, 2.03123438e+03, ...,
1.37453601e+03, 1.38770374e+03, 1.40563672e+03],
[ 1.94552625e+03, 1.97541992e+03, 1.99751501e+03, ...,
1.38432593e+03, 1.39623450e+03, 1.40834619e+03]],
[[ 4.30947656e+03, 4.30878857e+03, 4.30562402e+03, ...,
3.09612085e+03, 3.11564624e+03, 3.12148877e+03],
[ 4.28351025e+03, 4.28368457e+03, 4.28895996e+03, ...,
3.15958081e+03, 3.19854834e+03, 3.20301025e+03],
[ 4.26191797e+03, 4.26590234e+03, 4.27798242e+03, ...,
3.18405127e+03, 3.23707324e+03, 3.24638208e+03],
...,
[ 1.83662878e+03, 1.84255713e+03, 1.84981104e+03, ...,
7.43228943e+02, 7.70477783e+02, 7.89675659e+02],
[ 1.82070837e+03, 1.82608789e+03, 1.83029749e+03, ...,
7.63929260e+02, 7.97750732e+02, 8.14597961e+02],
[ 1.79305627e+03, 1.80580725e+03, 1.81316565e+03, ...,
7.75586975e+02, 8.17030579e+02, 8.36737061e+02]],
...,
[[ 2.38532397e+03, 2.38955225e+03, 2.37469116e+03, ...,
1.72146460e+03, 1.68064209e+03, 1.69203735e+03],
[ 2.40059985e+03, 2.38914209e+03, 2.37215820e+03, ...,
1.79574353e+03, 1.75476770e+03, 1.72193408e+03],
[ 2.44161792e+03, 2.44186279e+03, 2.41229224e+03, ...,
1.86190381e+03, 1.81912390e+03, 1.76889331e+03],
...,
[ 6.28728882e+02, 6.48013550e+02, 6.66268311e+02, ...,
1.21311035e+03, 1.21983362e+03, 1.23982031e+03],
[ 6.34979309e+02, 6.55195618e+02, 6.74330994e+02, ...,
1.06590063e+03, 1.09677588e+03, 1.13854504e+03],
[ 6.32765015e+02, 6.53564087e+02, 6.74844421e+02, ...,
1.10583411e+03, 1.13697913e+03, 1.17566650e+03]],
[[ 2.63716870e+03, 2.65775098e+03, 2.65921411e+03, ...,
2.11042090e+03, 2.16440332e+03, 2.10510986e+03],
[ 2.56470752e+03, 2.55089307e+03, 2.56374463e+03, ...,
2.10657446e+03, 2.16026953e+03, 2.13280200e+03],
[ 2.47667065e+03, 2.48880591e+03, 2.48656299e+03, ...,
2.10830493e+03, 2.16410596e+03, 2.15280762e+03],
...,
[ 5.07507599e+02, 5.49742676e+02, 5.74531006e+02, ...,
7.18849731e+02, 7.65144165e+02, 8.15951294e+02],
[ 5.03704132e+02, 5.45083801e+02, 5.73827759e+02, ...,
9.05107239e+02, 9.65202576e+02, 1.01460150e+03],
[ 4.93037567e+02, 5.28591125e+02, 5.64391663e+02, ...,
1.10420447e+03, 1.17650708e+03, 1.24581555e+03]],
[[ 2.36605078e+03, 2.36970215e+03, 2.31982642e+03, ...,
2.54320923e+03, 2.54665210e+03, 2.51448779e+03],
[ 2.42102051e+03, 2.41371973e+03, 2.36468970e+03, ...,
2.54536646e+03, 2.55804053e+03, 2.53430103e+03],
[ 2.40161621e+03, 2.38085083e+03, 2.32796875e+03, ...,
2.53861890e+03, 2.55868799e+03, 2.54347900e+03],
...,
[ 5.54857666e+02, 5.38452026e+02, 5.47350708e+02, ...,
1.48771448e+03, 1.51218823e+03, 1.53936951e+03],
[ 5.74637024e+02, 5.54065613e+02, 5.58801086e+02, ...,
1.47900952e+03, 1.49606201e+03, 1.52223340e+03],
[ 6.02585449e+02, 5.75514038e+02, 5.73027710e+02, ...,
1.47762000e+03, 1.46268530e+03, 1.47420361e+03]]],
[[[ 1.77270565e+01, 1.78946018e+01, 1.79750843e+01, ...,
1.48340006e+01, 1.43789616e+01, 1.38147392e+01],
[ 1.69453602e+01, 1.71086445e+01, 1.72168274e+01, ...,
1.37981749e+01, 1.34059153e+01, 1.29890146e+01],
[ 1.62211971e+01, 1.63061752e+01, 1.63949814e+01, ...,
1.27135639e+01, 1.23786488e+01, 1.20450935e+01],
...,
[ 1.35838757e+01, 9.48663521e+00, 6.80471134e+00, ...,
2.81182308e+01, 2.77779598e+01, 2.72954655e+01],
[ 1.78469639e+01, 1.31887894e+01, 9.01827145e+00, ...,
2.81653557e+01, 2.77481556e+01, 2.72864494e+01],
[ 2.38202038e+01, 1.83693275e+01, 1.34192839e+01, ...,
2.82178288e+01, 2.77264347e+01, 2.72094021e+01]],
[[ 5.15552902e+00, 4.99172211e+00, 4.90484810e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 5.40720987e+00, 5.18245173e+00, 5.03811073e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 5.46288300e+00, 5.28118420e+00, 5.09318399e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
3.66623573e+01, 3.65052834e+01, 3.61148300e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
3.66426697e+01, 3.65447502e+01, 3.60857391e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
3.62063942e+01, 3.61383743e+01, 3.60734367e+01]],
[[ 2.22650599e+00, 2.23971391e+00, 2.22815394e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 2.30911779e+00, 2.25570655e+00, 2.17294765e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 2.29971194e+00, 2.18823433e+00, 2.08128500e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.11790245e+02, 1.03211166e+02, 9.60746231e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00979988e+02, 9.24636230e+01, 8.63742752e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
8.95284195e+01, 8.18978119e+01, 7.63618011e+01]],
...,
[[ 6.36679232e-01, 6.60739481e-01, 7.63410687e-01, ...,
4.84702921e+00, 4.87246275e+00, 2.88388228e+00],
[ 7.54401863e-01, 8.60866547e-01, 8.35128486e-01, ...,
3.24293447e+00, 3.04262257e+00, 2.39191151e+00],
[ 2.99101025e-01, 2.62348264e-01, 3.72989208e-01, ...,
2.24959326e+00, 1.88462949e+00, 1.45800340e+00],
...,
[ 3.81941528e+01, 3.29505577e+01, 2.92197189e+01, ...,
1.12807541e+01, 9.75174713e+00, 8.07839775e+00],
[ 3.96129150e+01, 3.28970718e+01, 2.83935223e+01, ...,
4.43320179e+00, 3.56895185e+00, 2.81015921e+00],
[ 4.19452324e+01, 3.42485275e+01, 2.87591820e+01, ...,
2.13616657e+00, 1.91914999e+00, 2.01596165e+00]],
[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.02903306e+00, 3.73637587e-01, 2.84541041e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.32474661e+00, 7.04127192e-01, 3.78372490e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.63732874e+00, 1.20217252e+00, 4.29750532e-01],
...,
[ 5.60493507e+01, 5.42557106e+01, 5.08235016e+01, ...,
1.96716404e+01, 2.07188034e+01, 2.28578510e+01],
[ 5.24885750e+01, 5.24036407e+01, 4.97046700e+01, ...,
2.34638538e+01, 2.24163437e+01, 2.36401768e+01],
[ 4.96120415e+01, 4.97878685e+01, 4.78042908e+01, ...,
2.69696960e+01, 2.40859509e+01, 2.08421955e+01]],
[[ 1.00000001e-01, 1.00000001e-01, 1.84632227e-01, ...,
8.07426751e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
6.10622287e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
4.90482956e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 5.53206520e+01, 6.08148842e+01, 6.36902657e+01, ...,
2.85400333e+01, 2.81761665e+01, 2.71316013e+01],
[ 5.03435898e+01, 5.51005440e+01, 5.74404297e+01, ...,
3.08955650e+01, 3.06972809e+01, 2.97603645e+01],
[ 4.51815491e+01, 4.79615669e+01, 5.16227417e+01, ...,
3.27432060e+01, 3.40186462e+01, 3.26135406e+01]]],
[[[ 8.15050598e+02, 8.13612488e+02, 8.12163025e+02, ...,
9.59297485e+02, 9.47561340e+02, 9.36283508e+02],
[ 8.11671387e+02, 8.10466431e+02, 8.08935181e+02, ...,
9.72635010e+02, 9.60473511e+02, 9.48347595e+02],
[ 8.07139954e+02, 8.06147766e+02, 8.04679016e+02, ...,
9.85652588e+02, 9.73130249e+02, 9.60385681e+02],
...,
[ 1.24640759e+03, 1.20697168e+03, 1.16803979e+03, ...,
8.13078491e+02, 8.02177307e+02, 7.93611145e+02],
[ 1.27430823e+03, 1.23542798e+03, 1.19645923e+03, ...,
8.25713623e+02, 8.15164429e+02, 8.06482361e+02],
[ 1.30324414e+03, 1.26605811e+03, 1.22795874e+03, ...,
8.38151611e+02, 8.27889099e+02, 8.19322449e+02]],
[[ 6.40500854e+02, 6.36152771e+02, 6.29882385e+02, ...,
7.73109619e+02, 7.69693542e+02, 7.66866455e+02],
[ 6.42630005e+02, 6.36496094e+02, 6.31522217e+02, ...,
7.70096924e+02, 7.67036255e+02, 7.65703369e+02],
[ 6.44074402e+02, 6.38205933e+02, 6.33991760e+02, ...,
7.67472229e+02, 7.64959412e+02, 7.63719727e+02],
...,
[ 8.79015015e+02, 8.70890564e+02, 8.67537354e+02, ...,
7.36812378e+02, 7.37325256e+02, 7.37892517e+02],
[ 8.99441772e+02, 8.89561584e+02, 8.83859131e+02, ...,
7.43618225e+02, 7.43440491e+02, 7.44571594e+02],
[ 9.22138977e+02, 9.11123718e+02, 9.02874146e+02, ...,
7.50219177e+02, 7.50164490e+02, 7.50801819e+02]],
[[ 5.48891479e+02, 5.47888489e+02, 5.46067383e+02, ...,
7.13571167e+02, 7.06197632e+02, 7.03677246e+02],
[ 5.52828186e+02, 5.51314697e+02, 5.48631226e+02, ...,
7.07029236e+02, 7.04318054e+02, 7.00967834e+02],
[ 5.56389648e+02, 5.54003296e+02, 5.50499390e+02, ...,
7.01100708e+02, 7.00032227e+02, 6.96236511e+02],
...,
[ 8.52766113e+02, 8.53348694e+02, 8.53021362e+02, ...,
7.57743591e+02, 7.43375732e+02, 7.32163635e+02],
[ 8.56402466e+02, 8.56476624e+02, 8.56537231e+02, ...,
7.43714111e+02, 7.30376099e+02, 7.21225891e+02],
[ 8.54348450e+02, 8.55999939e+02, 8.57055054e+02, ...,
7.38147217e+02, 7.25656616e+02, 7.18113159e+02]],
...,
[[ 5.15722778e+02, 5.16029114e+02, 5.14679810e+02, ...,
6.82306213e+02, 7.33497620e+02, 7.68132629e+02],
[ 5.14249451e+02, 5.15142334e+02, 5.14895081e+02, ...,
6.82710938e+02, 7.42470093e+02, 7.93295044e+02],
[ 5.10910278e+02, 5.10812134e+02, 5.11576141e+02, ...,
6.82078491e+02, 7.48319458e+02, 8.10895874e+02],
...,
[ 1.32822815e+03, 1.32328503e+03, 1.31867078e+03, ...,
1.18398596e+03, 1.19341150e+03, 1.19603479e+03],
[ 1.31889941e+03, 1.31477832e+03, 1.31176477e+03, ...,
1.29178894e+03, 1.28722449e+03, 1.28141589e+03],
[ 1.32256042e+03, 1.31903333e+03, 1.31535645e+03, ...,
1.27504346e+03, 1.26985120e+03, 1.26612708e+03]],
[[ 4.96989685e+02, 4.94894592e+02, 4.90203949e+02, ...,
5.76283813e+02, 5.92989868e+02, 6.32253113e+02],
[ 5.03817169e+02, 5.01524323e+02, 5.03485382e+02, ...,
5.75092651e+02, 5.94387573e+02, 6.30612732e+02],
[ 5.06065979e+02, 5.04048218e+02, 5.03984222e+02, ...,
5.73992859e+02, 5.95068481e+02, 6.29046143e+02],
...,
[ 1.65613220e+03, 1.64403174e+03, 1.63463342e+03, ...,
1.45813220e+03, 1.43111169e+03, 1.39406470e+03],
[ 1.66183667e+03, 1.64728284e+03, 1.63506616e+03, ...,
1.29867419e+03, 1.28046912e+03, 1.25056982e+03],
[ 1.66935925e+03, 1.65209546e+03, 1.63700403e+03, ...,
1.13379028e+03, 1.12376282e+03, 1.11805505e+03]],
[[ 5.34589172e+02, 5.32056946e+02, 5.39906921e+02, ...,
5.99513306e+02, 5.99572998e+02, 5.97059692e+02],
[ 5.20517822e+02, 5.21252625e+02, 5.27536255e+02, ...,
5.96963928e+02, 5.97633423e+02, 5.96187988e+02],
[ 5.27661438e+02, 5.31117371e+02, 5.37615112e+02, ...,
5.94018921e+02, 5.94734741e+02, 5.93851318e+02],
...,
[ 1.54243481e+03, 1.54552917e+03, 1.53672424e+03, ...,
8.87116150e+02, 8.81367249e+02, 8.77146851e+02],
[ 1.52875488e+03, 1.53667102e+03, 1.53170630e+03, ...,
8.71378662e+02, 8.65320007e+02, 8.59486633e+02],
[ 1.51117603e+03, 1.52361169e+03, 1.52216931e+03, ...,
8.58243591e+02, 8.58898254e+02, 8.55421265e+02]]],
[[[ 1.32129004e+03, 1.31770093e+03, 1.31429468e+03, ...,
1.53165051e+03, 1.51405420e+03, 1.49377429e+03],
[ 1.30264795e+03, 1.29902722e+03, 1.29517615e+03, ...,
1.51513928e+03, 1.49762817e+03, 1.47814429e+03],
[ 1.28212927e+03, 1.27799487e+03, 1.27372754e+03, ...,
1.49592529e+03, 1.47897363e+03, 1.46052588e+03],
...,
[ 2.37921655e+03, 2.11315625e+03, 1.72225708e+03, ...,
1.34593359e+03, 1.32887939e+03, 1.31372961e+03],
[ 2.55452930e+03, 2.40696997e+03, 2.08531885e+03, ...,
1.35406213e+03, 1.33573853e+03, 1.31977466e+03],
[ 2.76497974e+03, 2.61355005e+03, 2.45017212e+03, ...,
1.36259729e+03, 1.34322473e+03, 1.32635815e+03]],
[[ 8.55595886e+02, 8.44806763e+02, 8.36145447e+02, ...,
8.00516113e+02, 7.95626343e+02, 7.90926025e+02],
[ 8.60645203e+02, 8.46540466e+02, 8.37128845e+02, ...,
7.99641907e+02, 7.94820862e+02, 7.93466858e+02],
[ 8.62419006e+02, 8.49550110e+02, 8.40553223e+02, ...,
8.00915405e+02, 7.94305054e+02, 7.92204895e+02],
...,
[ 8.83176880e+02, 8.75313416e+02, 8.72999756e+02, ...,
1.49411914e+03, 1.50358936e+03, 1.51007043e+03],
[ 9.02675903e+02, 8.92754150e+02, 8.89003113e+02, ...,
1.50502673e+03, 1.51543091e+03, 1.52117810e+03],
[ 9.22138977e+02, 9.12125122e+02, 9.04922913e+02, ...,
1.50797156e+03, 1.51934094e+03, 1.53165674e+03]],
[[ 7.27083313e+02, 7.26920898e+02, 7.27587463e+02, ...,
7.31025024e+02, 7.06197632e+02, 7.03677246e+02],
[ 7.31877808e+02, 7.29874207e+02, 7.25252563e+02, ...,
7.07029236e+02, 7.04318054e+02, 7.00967834e+02],
[ 7.33985168e+02, 7.26552612e+02, 7.20860413e+02, ...,
7.01100708e+02, 7.00032227e+02, 6.96236511e+02],
...,
[ 8.52766113e+02, 8.53348694e+02, 8.53021362e+02, ...,
2.73703516e+03, 2.61134814e+03, 2.50063940e+03],
[ 8.56402466e+02, 8.56476624e+02, 8.56537231e+02, ...,
2.56655493e+03, 2.42888696e+03, 2.32282446e+03],
[ 8.54348450e+02, 8.55999939e+02, 8.57055054e+02, ...,
2.36439844e+03, 2.24426880e+03, 2.17045605e+03]],
...,
[[ 7.94556702e+02, 8.06211670e+02, 8.28090637e+02, ...,
1.11872522e+03, 1.17911487e+03, 1.08753809e+03],
[ 8.15787659e+02, 8.28631653e+02, 8.32045837e+02, ...,
1.01306500e+03, 1.04262939e+03, 1.05548047e+03],
[ 7.41374207e+02, 7.22616211e+02, 7.34654907e+02, ...,
9.26338379e+02, 9.39476746e+02, 9.90114319e+02],
...,
[ 2.78947144e+03, 2.69576050e+03, 2.56262842e+03, ...,
1.60531152e+03, 1.60337878e+03, 1.58294165e+03],
[ 2.74759424e+03, 2.64060254e+03, 2.49840967e+03, ...,
1.67495789e+03, 1.63949890e+03, 1.60025464e+03],
[ 2.74074658e+03, 2.64111060e+03, 2.49394214e+03, ...,
1.57412280e+03, 1.55141040e+03, 1.54588611e+03]],
[[ 4.96989685e+02, 4.94894592e+02, 4.90203949e+02, ...,
9.87625854e+02, 6.62661133e+02, 6.83187134e+02],
[ 5.03817169e+02, 5.01524323e+02, 5.03485382e+02, ...,
1.00958270e+03, 9.89764343e+02, 6.88500977e+02],
[ 5.06065979e+02, 5.04048218e+02, 5.03984222e+02, ...,
1.02056848e+03, 1.01021924e+03, 6.93244812e+02],
...,
[ 3.14469873e+03, 3.17111963e+03, 3.20368311e+03, ...,
1.90031189e+03, 1.83987048e+03, 1.79937280e+03],
[ 3.10373413e+03, 3.12751978e+03, 3.15983838e+03, ...,
1.70994763e+03, 1.68107617e+03, 1.66660291e+03],
[ 3.06997559e+03, 3.08512500e+03, 3.10658057e+03, ...,
1.60611304e+03, 1.56777405e+03, 1.53496045e+03]],
[[ 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, ...,
1.20030554e+03, 6.05965637e+02, 5.96832764e+02],
[ 5.48545654e+02, 5.71142395e+02, 6.07685547e+02, ...,
1.20001270e+03, 6.02414490e+02, 5.94599304e+02],
...,
[ 3.22179980e+03, 3.12732520e+03, 3.06790649e+03, ...,
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],
[ 3.20657642e+03, 3.12984375e+03, 3.01518457e+03, ...,
1.48504663e+03, 1.51453198e+03, 1.51668970e+03]]]], dtype=float32)
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)>
array([[[[[ 4.46409570e+03, 4.38865771e+03, 4.31302148e+03, ...,
2.96647363e+03, 2.92336621e+03, 2.88979150e+03],
[ 4.54745947e+03, 4.48546924e+03, 4.42195508e+03, ...,
3.01020630e+03, 2.96435889e+03, 2.92601562e+03],
[ 4.63528809e+03, 4.58611377e+03, 4.53659326e+03, ...,
3.05652344e+03, 3.00770776e+03, 2.96442847e+03],
...,
[ 2.62789258e+03, 2.61858105e+03, 2.60977710e+03, ...,
1.80970581e+03, 1.80135413e+03, 1.79770093e+03],
[ 2.54015698e+03, 2.53079346e+03, 2.52266528e+03, ...,
1.82184888e+03, 1.81433325e+03, 1.80985913e+03],
[ 2.42450586e+03, 2.41992725e+03, 2.41466919e+03, ...,
1.83052783e+03, 1.82412354e+03, 1.81937988e+03]],
[[ 3.99141626e+03, 3.96093921e+03, 3.92924194e+03, ...,
1.92569373e+03, 1.89269690e+03, 1.87224158e+03],
[ 4.05662744e+03, 4.03287109e+03, 4.00813623e+03, ...,
1.92004675e+03, 1.88841467e+03, 1.86646252e+03],
[ 4.12554736e+03, 4.10916602e+03, 4.09178662e+03, ...,
1.91694788e+03, 1.88693604e+03, 1.86361450e+03],
...,
[ 1.40102771e+03, 1.43462634e+03, 1.46849597e+03, ...,
1.81970007e+03, 1.86304968e+03, 1.89795496e+03],
[ 1.31295349e+03, 1.34431921e+03, 1.37664917e+03, ...,
1.83583984e+03, 1.87738428e+03, 1.91056946e+03],
[ 1.21411621e+03, 1.24293628e+03, 1.27359912e+03, ...,
1.84730334e+03, 1.88690051e+03, 1.91873572e+03]],
[[ 3.38297900e+03, 3.40766479e+03, 3.42992725e+03, ...,
1.78130957e+03, 1.75374695e+03, 1.73665747e+03],
[ 3.42527515e+03, 3.45026221e+03, 3.47309058e+03, ...,
1.77313074e+03, 1.74607288e+03, 1.72739001e+03],
[ 3.46947729e+03, 3.49479468e+03, 3.51813403e+03, ...,
1.76667004e+03, 1.74025110e+03, 1.71999622e+03],
...,
[ 9.13659912e+02, 9.80518982e+02, 1.04950232e+03, ...,
1.65195105e+03, 1.69938586e+03, 1.73889490e+03],
[ 8.32399353e+02, 8.98159180e+02, 9.64701294e+02, ...,
1.66235364e+03, 1.70815967e+03, 1.74638269e+03],
[ 7.49120483e+02, 8.10866943e+02, 8.75171997e+02, ...,
1.67173486e+03, 1.71580701e+03, 1.75298413e+03]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
[[[ 5.59232666e+03, 5.61695215e+03, 5.61576318e+03, ...,
3.44094580e+03, 3.40793237e+03, 3.38505029e+03],
[ 5.57312061e+03, 5.62348682e+03, 5.65959619e+03, ...,
3.42500952e+03, 3.39313477e+03, 3.36234351e+03],
[ 5.55601074e+03, 5.59706738e+03, 5.63222119e+03, ...,
3.40960425e+03, 3.38300708e+03, 3.35473779e+03],
...,
[ 2.67185498e+03, 2.68674121e+03, 2.68918848e+03, ...,
1.52868579e+03, 1.55309216e+03, 1.58335950e+03],
[ 2.61337012e+03, 2.63640967e+03, 2.64906763e+03, ...,
1.52342590e+03, 1.54481335e+03, 1.57159314e+03],
[ 2.55214282e+03, 2.58351074e+03, 2.60736719e+03, ...,
1.52493628e+03, 1.54367712e+03, 1.56133997e+03]],
[[ 4.94147754e+03, 4.97746729e+03, 5.00404053e+03, ...,
3.01073413e+03, 2.98027344e+03, 2.96033716e+03],
[ 4.90926318e+03, 4.94541895e+03, 4.98897412e+03, ...,
2.99466992e+03, 2.96530859e+03, 2.93673218e+03],
[ 4.90664941e+03, 4.94495312e+03, 4.98453760e+03, ...,
2.97823975e+03, 2.95433325e+03, 2.92880664e+03],
...,
[ 2.23319336e+03, 2.24921802e+03, 2.25029907e+03, ...,
1.74653235e+03, 1.77342908e+03, 1.80564233e+03],
[ 2.17879688e+03, 2.20431030e+03, 2.21551685e+03, ...,
1.73309521e+03, 1.75667554e+03, 1.78511487e+03],
[ 2.12136182e+03, 2.15279370e+03, 2.17632788e+03, ...,
1.72559387e+03, 1.74539417e+03, 1.76528931e+03]],
[[ 4.43172168e+03, 4.45209570e+03, 4.46898242e+03, ...,
2.80692578e+03, 2.78028979e+03, 2.76331201e+03],
[ 4.44606201e+03, 4.45752295e+03, 4.46586133e+03, ...,
2.79016504e+03, 2.76442603e+03, 2.73900757e+03],
[ 4.46691357e+03, 4.47909766e+03, 4.48816113e+03, ...,
2.77231958e+03, 2.75249341e+03, 2.73146655e+03],
...,
[ 2.03351001e+03, 2.04917944e+03, 2.04975977e+03, ...,
1.60742798e+03, 1.61953784e+03, 1.63192419e+03],
[ 1.98222180e+03, 2.00657947e+03, 2.01734631e+03, ...,
1.60282288e+03, 1.61498584e+03, 1.62667554e+03],
[ 1.92860352e+03, 1.95913538e+03, 1.98193176e+03, ...,
1.60074451e+03, 1.61362170e+03, 1.62222083e+03]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
[[[ 5.53744971e+03, 5.54513477e+03, 5.54581738e+03, ...,
3.84082129e+03, 3.84216968e+03, 3.84872705e+03],
[ 5.55099707e+03, 5.55525635e+03, 5.55558887e+03, ...,
3.88890845e+03, 3.92546436e+03, 3.93128687e+03],
[ 5.56234766e+03, 5.56614209e+03, 5.56697559e+03, ...,
3.89531714e+03, 3.95873779e+03, 3.96884692e+03],
...,
[ 2.42721606e+03, 2.43617432e+03, 2.45051294e+03, ...,
1.04847522e+03, 1.06220569e+03, 1.05613464e+03],
[ 2.42851782e+03, 2.42709180e+03, 2.43222705e+03, ...,
1.01397107e+03, 1.06569849e+03, 1.05784790e+03],
[ 2.41751562e+03, 2.41685059e+03, 2.41815234e+03, ...,
9.70206421e+02, 1.04077393e+03, 1.04266504e+03]],
[[ 5.22934521e+03, 5.23255615e+03, 5.22954688e+03, ...,
3.35785547e+03, 3.37133447e+03, 3.37633521e+03],
[ 5.23800586e+03, 5.23838281e+03, 5.23641260e+03, ...,
3.41426001e+03, 3.45312280e+03, 3.45780786e+03],
[ 5.24514746e+03, 5.24591846e+03, 5.24540186e+03, ...,
3.43407812e+03, 3.48888623e+03, 3.49813721e+03],
...,
[ 2.00343872e+03, 2.01271924e+03, 2.02223169e+03, ...,
1.20114502e+03, 1.23895215e+03, 1.24074329e+03],
[ 1.98880054e+03, 1.99274243e+03, 1.99904419e+03, ...,
1.21325452e+03, 1.26687061e+03, 1.26840930e+03],
[ 1.95953369e+03, 1.97156201e+03, 1.98123523e+03, ...,
1.18253882e+03, 1.26896985e+03, 1.28859924e+03]],
[[ 4.86250293e+03, 4.84776172e+03, 4.82763721e+03, ...,
3.09158862e+03, 3.11601831e+03, 3.12126587e+03],
[ 4.84864648e+03, 4.83087891e+03, 4.82364746e+03, ...,
3.15578979e+03, 3.19782300e+03, 3.20206934e+03],
[ 4.84130273e+03, 4.82411084e+03, 4.82320312e+03, ...,
3.18217358e+03, 3.23500854e+03, 3.24409106e+03],
...,
[ 1.81416943e+03, 1.82268933e+03, 1.83137646e+03, ...,
1.09266418e+03, 1.11733374e+03, 1.13034973e+03],
[ 1.79572144e+03, 1.80349585e+03, 1.80968372e+03, ...,
1.12157788e+03, 1.14869666e+03, 1.15225696e+03],
[ 1.76287976e+03, 1.77935376e+03, 1.79004956e+03, ...,
1.12146472e+03, 1.15950098e+03, 1.16765747e+03]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
...,
[[[ 2.91073218e+03, 2.92811548e+03, 2.92181909e+03, ...,
2.29859839e+03, 2.21920142e+03, 2.22957056e+03],
[ 2.93315771e+03, 2.92888452e+03, 2.91966455e+03, ...,
2.39274146e+03, 2.31747827e+03, 2.25716284e+03],
[ 2.97608887e+03, 2.97939404e+03, 2.95844775e+03, ...,
2.47780005e+03, 2.40320630e+03, 2.31926489e+03],
...,
[ 9.49318298e+02, 9.70285522e+02, 9.95938171e+02, ...,
1.74612524e+03, 1.72415527e+03, 1.72996008e+03],
[ 9.71422607e+02, 9.93285889e+02, 1.01656976e+03, ...,
1.46257300e+03, 1.49042310e+03, 1.52966541e+03],
[ 9.81327332e+02, 1.00517230e+03, 1.02828870e+03, ...,
1.51287830e+03, 1.55034351e+03, 1.58815723e+03]],
[[ 2.60104004e+03, 2.61365796e+03, 2.60477783e+03, ...,
1.91889514e+03, 1.85541858e+03, 1.86138220e+03],
[ 2.62149731e+03, 2.61436841e+03, 2.60132373e+03, ...,
1.99776917e+03, 1.93393286e+03, 1.88441248e+03],
[ 2.66197021e+03, 2.66373315e+03, 2.63884570e+03, ...,
2.07017139e+03, 2.00461133e+03, 1.93333459e+03],
...,
[ 7.17261963e+02, 7.37458740e+02, 7.58708984e+02, ...,
1.41379932e+03, 1.40350122e+03, 1.41212073e+03],
[ 7.27720337e+02, 7.48331360e+02, 7.69001038e+02, ...,
1.19483093e+03, 1.22207959e+03, 1.25965906e+03],
[ 7.27830566e+02, 7.49538391e+02, 7.72009277e+02, ...,
1.22293945e+03, 1.26721997e+03, 1.30010461e+03]],
[[ 2.44405640e+03, 2.45865381e+03, 2.44509814e+03, ...,
1.73290576e+03, 1.68058850e+03, 1.69149548e+03],
[ 2.46339062e+03, 2.45512451e+03, 2.44086133e+03, ...,
1.80455078e+03, 1.75079626e+03, 1.71266016e+03],
[ 2.50176978e+03, 2.50264722e+03, 2.47626587e+03, ...,
1.86867517e+03, 1.81301855e+03, 1.75536243e+03],
...,
[ 6.20951233e+02, 6.39933472e+02, 6.58063782e+02, ...,
1.23802356e+03, 1.23806262e+03, 1.25250671e+03],
[ 6.26485352e+02, 6.46190002e+02, 6.65062622e+02, ...,
1.06597766e+03, 1.09498145e+03, 1.13424377e+03],
[ 6.23041321e+02, 6.44004700e+02, 6.65359619e+02, ...,
1.10902930e+03, 1.13254456e+03, 1.17050732e+03]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
[[[ 3.09222583e+03, 3.11587378e+03, 3.11853296e+03, ...,
2.80724927e+03, 2.86567554e+03, 2.78888208e+03],
[ 3.02988794e+03, 3.01287305e+03, 3.03909180e+03, ...,
2.82349878e+03, 2.88255640e+03, 2.83591260e+03],
[ 2.95030054e+03, 2.96474976e+03, 2.96819238e+03, ...,
2.84097388e+03, 2.90157495e+03, 2.87205981e+03],
...,
[ 7.72089294e+02, 8.14384705e+02, 8.40282532e+02, ...,
1.01888562e+03, 1.07043335e+03, 1.13297046e+03],
[ 7.67149231e+02, 8.08794006e+02, 8.40233765e+02, ...,
1.22570129e+03, 1.28895435e+03, 1.35902100e+03],
[ 7.51539246e+02, 7.88783325e+02, 8.27427246e+02, ...,
1.48482288e+03, 1.55704089e+03, 1.62824451e+03]],
[[ 2.79807837e+03, 2.81838159e+03, 2.81726367e+03, ...,
2.36072705e+03, 2.42101929e+03, 2.34360083e+03],
[ 2.72918970e+03, 2.71327637e+03, 2.73307471e+03, ...,
2.37652588e+03, 2.43273901e+03, 2.38327124e+03],
[ 2.64455273e+03, 2.65733618e+03, 2.65839502e+03, ...,
2.39070947e+03, 2.44716992e+03, 2.41420801e+03],
...,
[ 5.76154419e+02, 6.20925415e+02, 6.46557434e+02, ...,
8.12652405e+02, 8.59383545e+02, 9.12117371e+02],
[ 5.71297546e+02, 6.15154663e+02, 6.45083618e+02, ...,
1.00472375e+03, 1.06359521e+03, 1.11675916e+03],
[ 5.59353455e+02, 5.96949829e+02, 6.33032166e+02, ...,
1.22511047e+03, 1.29646179e+03, 1.36750879e+03]],
[[ 2.65479883e+03, 2.67327344e+03, 2.67052075e+03, ...,
2.14331104e+03, 2.19728369e+03, 2.12793896e+03],
[ 2.58184766e+03, 2.56561157e+03, 2.58246729e+03, ...,
2.14769263e+03, 2.20012061e+03, 2.15954907e+03],
[ 2.49538818e+03, 2.50625854e+03, 2.50569580e+03, ...,
2.15469092e+03, 2.20776074e+03, 2.18311694e+03],
...,
[ 4.94406738e+02, 5.37182068e+02, 5.61921875e+02, ...,
7.10873352e+02, 7.56502808e+02, 8.06060852e+02],
[ 4.90504669e+02, 5.32000000e+02, 5.60773621e+02, ...,
8.99333801e+02, 9.57924988e+02, 1.00617236e+03],
[ 4.80288452e+02, 5.15191528e+02, 5.51077332e+02, ...,
1.10256726e+03, 1.17293384e+03, 1.24351929e+03]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
[[[ 2.88013086e+03, 2.89059521e+03, 2.88090039e+03, ...,
3.27139746e+03, 3.25272900e+03, 3.20746973e+03],
[ 2.92814990e+03, 2.93072070e+03, 2.90815234e+03, ...,
3.27557153e+03, 3.26571387e+03, 3.23137451e+03],
[ 2.90841772e+03, 2.89636401e+03, 2.86899536e+03, ...,
3.27149854e+03, 3.27014868e+03, 3.24589258e+03],
...,
[ 8.84430115e+02, 8.50548767e+02, 8.46654053e+02, ...,
1.75312268e+03, 1.78324768e+03, 1.82394519e+03],
[ 8.96830994e+02, 8.66921692e+02, 8.59555359e+02, ...,
1.78113062e+03, 1.78917529e+03, 1.80866199e+03],
[ 9.29416870e+02, 8.89907959e+02, 8.73579163e+02, ...,
1.81813257e+03, 1.78640015e+03, 1.79047424e+03]],
[[ 2.58642090e+03, 2.59463647e+03, 2.57491064e+03, ...,
2.82539795e+03, 2.81216553e+03, 2.77038794e+03],
[ 2.63415381e+03, 2.63707910e+03, 2.60662378e+03, ...,
2.82926001e+03, 2.82567212e+03, 2.79316821e+03],
[ 2.60984619e+03, 2.59638770e+03, 2.56280420e+03, ...,
2.82397803e+03, 2.82875391e+03, 2.80545117e+03],
...,
[ 6.86633545e+02, 6.70663696e+02, 6.71135132e+02, ...,
1.71690588e+03, 1.74212500e+03, 1.77421521e+03],
[ 7.09482971e+02, 6.83351562e+02, 6.85089355e+02, ...,
1.72889014e+03, 1.73688257e+03, 1.75398975e+03],
[ 7.41419006e+02, 7.08033020e+02, 7.03161926e+02, ...,
1.75068738e+03, 1.73372327e+03, 1.71470776e+03]],
[[ 2.43718799e+03, 2.44414697e+03, 2.41480493e+03, ...,
2.57256348e+03, 2.56668579e+03, 2.53100342e+03],
[ 2.48552173e+03, 2.48624927e+03, 2.45013940e+03, ...,
2.57617334e+03, 2.57939844e+03, 2.55193359e+03],
[ 2.45996582e+03, 2.44318042e+03, 2.40472314e+03, ...,
2.57023120e+03, 2.58101880e+03, 2.56191772e+03],
...,
[ 5.52035156e+02, 5.35512146e+02, 5.46740723e+02, ...,
1.59437512e+03, 1.60563977e+03, 1.62607300e+03],
[ 5.74944885e+02, 5.53410034e+02, 5.58423950e+02, ...,
1.58376111e+03, 1.59469897e+03, 1.61161548e+03],
[ 6.04413330e+02, 5.76148560e+02, 5.74987732e+02, ...,
1.57665149e+03, 1.56091479e+03, 1.55773718e+03]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],
[[[[ 1.29808693e+01, 1.48504162e+01, 1.67635956e+01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.19966602e+01, 1.35763712e+01, 1.52120571e+01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.10816364e+01, 1.23468513e+01, 1.36827145e+01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
4.79160957e+01, 4.96372261e+01, 5.06265526e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
4.87111397e+01, 5.02615051e+01, 5.12333031e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
4.95611725e+01, 5.10297318e+01, 5.19486351e+01]],
[[ 1.52384377e+01, 1.64827499e+01, 1.77377796e+01, ...,
1.74214420e+01, 1.70830803e+01, 1.64966526e+01],
[ 1.43719311e+01, 1.54367161e+01, 1.64922676e+01, ...,
1.61887436e+01, 1.58686209e+01, 1.53875675e+01],
[ 1.34868307e+01, 1.43690119e+01, 1.52398291e+01, ...,
1.48693132e+01, 1.45112371e+01, 1.41227694e+01],
...,
[ 1.00000001e-01, 2.62065917e-01, 2.47099310e-01, ...,
3.00915012e+01, 2.96791439e+01, 2.91902504e+01],
[ 8.76366198e-01, 1.01177764e+00, 1.10551584e+00, ...,
3.00019398e+01, 2.95451527e+01, 2.90857983e+01],
[ 2.24186587e+00, 2.10123110e+00, 2.14392996e+00, ...,
3.01445122e+01, 2.96377258e+01, 2.91005993e+01]],
[[ 1.98582745e+01, 1.98064461e+01, 1.97746811e+01, ...,
1.88457890e+01, 1.84518738e+01, 1.77919846e+01],
[ 1.92001190e+01, 1.91567440e+01, 1.91167545e+01, ...,
1.77595577e+01, 1.73880215e+01, 1.68460407e+01],
[ 1.84881725e+01, 1.84542313e+01, 1.83776264e+01, ...,
1.65428314e+01, 1.61667633e+01, 1.57676744e+01],
...,
[ 1.34846163e+01, 9.42585278e+00, 6.75041056e+00, ...,
2.63785667e+01, 2.56670017e+01, 2.48884506e+01],
[ 1.76505489e+01, 1.29863129e+01, 8.82650471e+00, ...,
2.62692184e+01, 2.54870090e+01, 2.47358990e+01],
[ 2.34213428e+01, 1.81237411e+01, 1.32242794e+01, ...,
2.62095356e+01, 2.54019241e+01, 2.46128712e+01]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
[[[ 3.01727080e+00, 2.96858549e+00, 3.40104651e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 3.70828533e+00, 3.60998583e+00, 3.45648003e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 4.03979445e+00, 3.92303205e+00, 3.63925362e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
6.01184692e+01, 5.96007080e+01, 5.87961082e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
6.11034279e+01, 6.06242523e+01, 5.98793945e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
6.16065636e+01, 6.12309685e+01, 6.09085426e+01]],
[[ 4.96981096e+00, 4.82822084e+00, 4.93677187e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 5.45459461e+00, 5.48822451e+00, 5.27511787e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 5.58748341e+00, 5.59361696e+00, 5.32411289e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
3.51331177e+01, 3.42738991e+01, 3.31803093e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
3.52219887e+01, 3.45079956e+01, 3.35169220e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
3.49862099e+01, 3.43936005e+01, 3.38722687e+01]],
[[ 6.37677097e+00, 6.26390266e+00, 6.21774149e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 6.53263950e+00, 6.50369358e+00, 6.43709803e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 6.49654818e+00, 6.47777367e+00, 6.36368608e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
2.87705402e+01, 2.85603390e+01, 2.82844715e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
2.87758465e+01, 2.85671368e+01, 2.82234802e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
2.83971729e+01, 2.82335758e+01, 2.81637783e+01]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
[[[ 2.90363282e-01, 3.14619958e-01, 3.42918366e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 3.34274977e-01, 3.29925001e-01, 3.25509310e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 3.39018285e-01, 3.26871753e-01, 3.04348379e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.11148804e+02, 1.05329124e+02, 1.01297020e+02],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.07483414e+02, 9.84518661e+01, 9.50088577e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.03028679e+02, 9.35561142e+01, 8.99787979e+01]],
[[ 1.09548473e+00, 1.08952248e+00, 1.12278378e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.09960306e+00, 1.10851681e+00, 1.08395863e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.07971597e+00, 1.07346928e+00, 1.00383580e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
9.13864441e+01, 8.41709137e+01, 7.98639374e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
8.40239487e+01, 7.62332535e+01, 7.23429642e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
7.85394058e+01, 6.93941879e+01, 6.48154221e+01]],
[[ 2.10658598e+00, 2.14125919e+00, 2.17695975e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 2.12721300e+00, 2.16139913e+00, 2.11697340e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 2.08439922e+00, 2.10552597e+00, 2.00134015e+00, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
8.39920807e+01, 7.73365250e+01, 7.20379639e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
7.48667526e+01, 6.87358017e+01, 6.44338150e+01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
6.62950897e+01, 6.06013374e+01, 5.68695183e+01]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
...,
[[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 3.43614489e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.74467385e+00, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 2.69703817e+00, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01]],
[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
2.19873953e+00, 2.42330599e+00, 8.99894774e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.07787287e+00, 1.05849838e+00, 3.92018259e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
3.12432140e-01, 1.48781359e-01, 1.00000001e-01],
...,
[ 2.77014103e+01, 2.33528461e+01, 2.02698383e+01, ...,
6.15474892e+00, 4.89473534e+00, 3.51403666e+00],
[ 2.91721745e+01, 2.33849545e+01, 1.98485050e+01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 3.14512081e+01, 2.45999069e+01, 2.01661530e+01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01]],
[[ 2.24693313e-01, 1.26678720e-01, 3.20076436e-01, ...,
5.29472542e+00, 5.64295530e+00, 3.54680705e+00],
[ 2.90221274e-01, 4.09227401e-01, 4.48774457e-01, ...,
3.57712674e+00, 3.49108124e+00, 2.89774466e+00],
[ 1.00000001e-01, 1.00000001e-01, 2.15547904e-01, ...,
2.42384577e+00, 2.17078900e+00, 1.78558540e+00],
...,
[ 4.05600014e+01, 3.51492844e+01, 3.12640533e+01, ...,
1.21757355e+01, 1.09069071e+01, 9.26367664e+00],
[ 4.18991241e+01, 3.51026001e+01, 3.05450726e+01, ...,
6.02046061e+00, 5.15463066e+00, 4.44979334e+00],
[ 4.45596313e+01, 3.67429123e+01, 3.11394653e+01, ...,
3.75138283e+00, 3.58754873e+00, 3.79528093e+00]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
[[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 1.42651510e+01, 1.30616598e+01, 9.29221821e+00, ...,
5.25346708e+00, 6.76961613e+00, 9.76931190e+00],
[ 1.16258793e+01, 1.19669619e+01, 8.79543018e+00, ...,
1.06458178e+01, 9.96432877e+00, 1.24961729e+01],
[ 9.44648743e+00, 8.98827553e+00, 7.12766886e+00, ...,
1.58001404e+01, 1.34948235e+01, 1.06385126e+01]],
[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 4.52502365e+01, 4.29295387e+01, 3.91984787e+01, ...,
1.76549282e+01, 1.91341820e+01, 2.14198208e+01],
[ 4.19235497e+01, 4.14455490e+01, 3.85166740e+01, ...,
2.19882164e+01, 2.10528336e+01, 2.24949532e+01],
[ 3.92750511e+01, 3.90346947e+01, 3.74748383e+01, ...,
2.52698650e+01, 2.28795891e+01, 1.93609715e+01]],
[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.10662413e+00, 3.48094344e-01, 1.62417755e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.01947749e+00, 4.83286440e-01, 2.08483651e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.22412705e+00, 6.95791304e-01, 2.96203524e-01],
...,
[ 5.85633812e+01, 5.66229782e+01, 5.31428795e+01, ...,
2.18474178e+01, 2.29797211e+01, 2.50731812e+01],
[ 5.49053955e+01, 5.47383194e+01, 5.20846634e+01, ...,
2.54924927e+01, 2.44102459e+01, 2.55825214e+01],
[ 5.20468254e+01, 5.26631508e+01, 5.03332634e+01, ...,
2.82967224e+01, 2.53646584e+01, 2.23549080e+01]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]],
[[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 4.76094246e+01, 5.65787086e+01, 6.11916542e+01, ...,
3.94258728e+01, 3.93916168e+01, 3.87119331e+01],
[ 4.24860535e+01, 5.06362648e+01, 5.56257019e+01, ...,
4.18196793e+01, 4.21238060e+01, 4.18552017e+01],
[ 3.62255592e+01, 4.25556946e+01, 4.95842247e+01, ...,
4.28028526e+01, 4.36511497e+01, 4.22680397e+01]],
[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 4.44231567e+01, 5.14149551e+01, 5.60853844e+01, ...,
3.29031715e+01, 3.26948776e+01, 3.14894371e+01],
[ 3.92962494e+01, 4.62282639e+01, 5.01633224e+01, ...,
3.46586227e+01, 3.46010513e+01, 3.37737885e+01],
[ 3.38551788e+01, 3.84976807e+01, 4.35080185e+01, ...,
3.43534164e+01, 3.50487480e+01, 3.50413322e+01]],
[[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
2.35453978e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
[ 1.00000001e-01, 1.00000001e-01, 1.00000001e-01, ...,
1.00000001e-01, 1.00000001e-01, 1.00000001e-01],
...,
[ 5.22290611e+01, 5.76843719e+01, 6.02404938e+01, ...,
2.94865723e+01, 2.94513340e+01, 2.86081715e+01],
[ 4.71434975e+01, 5.18986168e+01, 5.42632675e+01, ...,
3.16041355e+01, 3.14152699e+01, 3.06114178e+01],
[ 4.20609589e+01, 4.49787941e+01, 4.79676704e+01, ...,
3.29820099e+01, 3.32833214e+01, 3.27605553e+01]],
...,
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
...,
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan],
[ nan, nan, nan, ...,
nan, nan, nan]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]]], 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 ...
* cape_cin (cape_cin) <U4 u'cape' u'cin'
* 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: cape; cin
units: J kg-1 ; J kg-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)
_FillValue: 9.96920996839e+36
missing_value: 9.96920996839e+36
<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)
<xarray.DataArray u'dbz' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
...,
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]]],
[[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
...,
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]]],
[[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
...,
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]]],
...,
[[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
...,
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]]],
[[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -15.56341648,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
...,
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]]],
[[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
...,
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]]]], 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: radar reflectivity
units: dBZ
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'max_dbz' (Time: 9, south_north: 96, west_east: 96)>
array([[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
...,
[[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -30. , ..., -1.43037832,
-30. , -30. ],
[-30. , -30. , -30. , ..., -20.08122253,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]],
[[-30. , -30. , -16.85551262, ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
...,
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ],
[-30. , -30. , -30. , ..., -30. ,
-30. , -30. ]]], 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: maximum radar reflectivity
units: dBZ
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'geopt' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 299.38082886, 299.89398193, 300.68457031, ...,
298.3274231 , 298.21737671, 298.22775269],
[ 299.2668457 , 299.32522583, 299.42404175, ...,
298.38671875, 298.24597168, 298.31665039],
[ 299.26605225, 299.19876099, 299.15182495, ...,
298.48779297, 298.34228516, 298.55450439],
...,
[ 299.35775757, 299.24694824, 299.13180542, ...,
513.83837891, 523.15887451, 529.72485352],
[ 299.33279419, 299.22357178, 299.11798096, ...,
512.60876465, 521.13983154, 525.7097168 ],
[ 299.37753296, 299.23156738, 299.09750366, ...,
514.65991211, 521.77075195, 524.22033691]],
[[ 1028.12182617, 1028.52185059, 1029.1862793 , ...,
1024.20776367, 1023.83532715, 1023.61547852],
[ 1028.20349121, 1028.17492676, 1028.17504883, ...,
1024.45812988, 1024.05078125, 1023.87854004],
[ 1028.39453125, 1028.2644043 , 1028.1439209 , ...,
1024.75305176, 1024.3371582 , 1024.29382324],
...,
[ 1027.70922852, 1027.33752441, 1026.953125 , ...,
1235.3079834 , 1244.47998047, 1250.94274902],
[ 1027.63269043, 1027.27978516, 1026.93017578, ...,
1234.24047852, 1242.63122559, 1247.10107422],
[ 1027.58764648, 1027.21289062, 1026.85046387, ...,
1236.43530273, 1243.41564941, 1245.76660156]],
[[ 2020.76293945, 2021.15905762, 2021.80761719, ...,
2012.22375488, 2011.49499512, 2010.9642334 ],
[ 2021.05688477, 2021.03942871, 2021.03979492, ...,
2012.6628418 , 2011.89709473, 2011.40087891],
[ 2021.45666504, 2021.35229492, 2021.24414062, ...,
2013.15185547, 2012.3762207 , 2011.9979248 ],
...,
[ 2018.32592773, 2017.69042969, 2017.01245117, ...,
2219.92797852, 2229.06591797, 2235.50244141],
[ 2018.20043945, 2017.59436035, 2016.98925781, ...,
2219.09130859, 2227.45117188, 2231.90014648],
[ 2018.09558105, 2017.48095703, 2016.87744141, ...,
2221.49804688, 2228.45263672, 2230.78686523]],
...,
[[ 179572.9375 , 179566.6875 , 179560.921875 , ...,
179457.625 , 179437.65625 , 179419.03125 ],
[ 179575.71875 , 179569.34375 , 179563.4375 , ...,
179469.84375 , 179449.46875 , 179430.4375 ],
[ 179579.046875 , 179572.65625 , 179566.78125 , ...,
179481.859375 , 179461.140625 , 179441.8125 ],
...,
[ 180161.9375 , 180158.890625 , 180156.1875 , ...,
180100.0625 , 180093.53125 , 180087.25 ],
[ 180166.84375 , 180163.234375 , 180159.96875 , ...,
180099.015625 , 180092.4375 , 180085.90625 ],
[ 180172.921875 , 180168.84375 , 180165.078125 , ...,
180100.78125 , 180094.34375 , 180087.78125 ]],
[[ 188904.75 , 188896.75 , 188889.53125 , ...,
188861.984375 , 188839.03125 , 188818.25 ],
[ 188909.0625 , 188901.09375 , 188893.890625 , ...,
188882.03125 , 188858.765625 , 188837.625 ],
[ 188914.140625 , 188906.28125 , 188899.28125 , ...,
188902.03125 , 188878.546875 , 188857.140625 ],
...,
[ 189668.078125 , 189666.1875 , 189664.546875 , ...,
189572.78125 , 189565.96875 , 189559.96875 ],
[ 189672.515625 , 189670. , 189667.75 , ...,
189572.59375 , 189565.6875 , 189559.375 ],
[ 189677.984375 , 189674.96875 , 189672.21875 , ...,
189575.5625 , 189569.03125 , 189563.03125 ]],
[[ 198433.375 , 198424.828125 , 198417.34375 , ...,
198509.609375 , 198486.8125 , 198465.953125 ],
[ 198440.5 , 198432.140625 , 198424.921875 , ...,
198535.53125 , 198512.515625 , 198491.34375 ],
[ 198448.671875 , 198440.625 , 198433.75 , ...,
198561.453125 , 198538.28125 , 198516.90625 ],
...,
[ 199375.296875 , 199374. , 199372.84375 , ...,
199265.265625 , 199256.28125 , 199248.53125 ],
[ 199381.0625 , 199379.15625 , 199377.421875 , ...,
199264.4375 , 199255.765625 , 199248.28125 ],
[ 199387.75 , 199385.40625 , 199383.234375 , ...,
199266.5625 , 199258.5 , 199251.59375 ]]],
[[[ 302.36737061, 303.54885864, 304.70492554, ...,
298.13742065, 298.06414795, 298.02062988],
[ 299.92022705, 300.1444397 , 300.38909912, ...,
298.10913086, 298.05877686, 297.98397827],
[ 299.25421143, 299.28460693, 299.31030273, ...,
298.08117676, 298.04006958, 297.97006226],
...,
[ 298.65487671, 298.6730957 , 298.66708374, ...,
532.47131348, 536.44030762, 533.52539062],
[ 298.66308594, 298.68441772, 298.68850708, ...,
524.65179443, 524.66564941, 518.38195801],
[ 298.68661499, 298.68115234, 298.69268799, ...,
518.81005859, 513.65771484, 502.8460083 ]],
[[ 1031.40551758, 1032.61157227, 1033.70800781, ...,
1024.29089355, 1024.09057617, 1023.94329834],
[ 1028.95458984, 1029.25317383, 1029.52905273, ...,
1024.24243164, 1024.06567383, 1023.8157959 ],
[ 1028.33300781, 1028.43603516, 1028.50683594, ...,
1024.1394043 , 1023.99450684, 1023.76293945],
...,
[ 1026.00158691, 1026.06140137, 1026.05554199, ...,
1251.61218262, 1255.64245605, 1252.85253906],
[ 1026.03686523, 1026.10644531, 1026.12414551, ...,
1243.9107666 , 1243.98168945, 1237.81408691],
[ 1026.09362793, 1026.12329102, 1026.16760254, ...,
1238.2088623 , 1233.1171875 , 1222.38024902]],
[[ 2024.2076416 , 2025.43164062, 2026.53381348, ...,
2013.05065918, 2012.68334961, 2012.39941406],
[ 2021.85656738, 2022.25268555, 2022.546875 , ...,
2012.97436523, 2012.62805176, 2012.1427002 ],
[ 2021.35754395, 2021.54785156, 2021.64111328, ...,
2012.76000977, 2012.47290039, 2012.01708984],
...,
[ 2016.27490234, 2016.39135742, 2016.38830566, ...,
2234.16650391, 2238.2644043 , 2235.61816406],
[ 2016.34887695, 2016.48913574, 2016.52294922, ...,
2226.64355469, 2226.77685547, 2220.74536133],
[ 2016.45019531, 2016.53027344, 2016.61816406, ...,
2221.14038086, 2216.12133789, 2205.47436523]],
...,
[[ 179619.875 , 179612.4375 , 179606.890625 , ...,
179362.890625 , 179340.71875 , 179324.1875 ],
[ 179627.375 , 179623.21875 , 179616.40625 , ...,
179399.1875 , 179378.25 , 179334.15625 ],
[ 179635.078125 , 179627.375 , 179617.0625 , ...,
179418.9375 , 179396.375 , 179345.8125 ],
...,
[ 180050.78125 , 180068.53125 , 180076.296875 , ...,
180101.390625 , 180097.328125 , 180101.21875 ],
[ 180054.0625 , 180067.625 , 180079.109375 , ...,
180108.125 , 180104.625 , 180106.28125 ],
[ 180059.4375 , 180066.890625 , 180075.78125 , ...,
180117.328125 , 180112.640625 , 180111.25 ]],
[[ 189126.0625 , 189109.09375 , 189094.734375 , ...,
188776.125 , 188747.40625 , 188728.75 ],
[ 189126.46875 , 189113.8125 , 189096.8125 , ...,
188815.359375 , 188787.21875 , 188738.59375 ],
[ 189129.1875 , 189112.90625 , 189091.8125 , ...,
188840.34375 , 188808.296875 , 188751.96875 ],
...,
[ 189547.71875 , 189567.6875 , 189577.71875 , ...,
189653.421875 , 189648.265625 , 189651.78125 ],
[ 189553.21875 , 189568.28125 , 189581.9375 , ...,
189659.3125 , 189655.90625 , 189656.875 ],
[ 189562.796875 , 189569.65625 , 189579.859375 , ...,
189667.03125 , 189662.515625 , 189662.65625 ]],
[[ 198739.9375 , 198714.5 , 198689.84375 , ...,
198357.828125 , 198324.15625 , 198299.9375 ],
[ 198732.890625 , 198712.171875 , 198685.25 , ...,
198398.46875 , 198363.703125 , 198308.90625 ],
[ 198730.859375 , 198706.703125 , 198676.0625 , ...,
198424.765625 , 198384.6875 , 198322.9375 ],
...,
[ 199243.140625 , 199265.34375 , 199277.15625 , ...,
199379. , 199373.109375 , 199376.9375 ],
[ 199253.0625 , 199270.25 , 199285.296875 , ...,
199384.78125 , 199381.5625 , 199382.6875 ],
[ 199268.484375 , 199276.421875 , 199287.078125 , ...,
199392.671875 , 199388.375 , 199389.859375 ]]],
[[[ 299.18865967, 299.19537354, 299.31555176, ...,
299.88375854, 298.66485596, 298.24658203],
[ 299.21829224, 299.22265625, 299.26452637, ...,
302.73538208, 299.33374023, 298.31115723],
[ 299.27883911, 299.27566528, 299.29476929, ...,
306.66662598, 300.14932251, 298.35180664],
...,
[ 298.56726074, 298.56628418, 298.56585693, ...,
447.76229858, 480.68414307, 503.57144165],
[ 298.58685303, 298.58685303, 298.57949829, ...,
447.19720459, 478.31359863, 500.65536499],
[ 298.6991272 , 298.74822998, 298.74838257, ...,
450.80358887, 479.90777588, 501.46066284]],
[[ 1028.12866211, 1028.1496582 , 1028.26013184, ...,
1026.32775879, 1025.07727051, 1024.62231445],
[ 1028.2277832 , 1028.24072266, 1028.28637695, ...,
1029.34851074, 1025.97692871, 1024.88928223],
[ 1028.35644531, 1028.35766602, 1028.3873291 , ...,
1033.27868652, 1026.88757324, 1025.0300293 ],
...,
[ 1025.77282715, 1025.76477051, 1025.75488281, ...,
1164.14477539, 1197.0357666 , 1219.89892578],
[ 1025.78222656, 1025.79174805, 1025.77819824, ...,
1163.50097656, 1194.71057129, 1217.04016113],
[ 1025.7578125 , 1025.87805176, 1025.92053223, ...,
1167.02307129, 1196.29101562, 1217.85913086]],
[[ 2020.8013916 , 2020.82714844, 2020.91589355, ...,
2015.4128418 , 2014.10302734, 2013.60693359],
[ 2020.98095703, 2020.99365234, 2021.03857422, ...,
2018.62976074, 2015.31616211, 2014.13977051],
[ 2021.19299316, 2021.18969727, 2021.23071289, ...,
2022.58898926, 2016.35986328, 2014.4152832 ],
...,
[ 2015.9074707 , 2015.89550781, 2015.86010742, ...,
2143.35522461, 2176.2824707 , 2199.13964844],
[ 2015.82336426, 2015.86401367, 2015.85791016, ...,
2142.78125 , 2174.07617188, 2196.41772461],
[ 2015.59020996, 2015.81933594, 2015.92919922, ...,
2146.26123047, 2175.7734375 , 2197.49365234]],
...,
[[ 179654.6875 , 179653.3125 , 179652.53125 , ...,
179471.578125 , 179462.28125 , 179455.0625 ],
[ 179665.78125 , 179665.421875 , 179665.625 , ...,
179487.28125 , 179474.96875 , 179461.296875 ],
[ 179678.09375 , 179679.4375 , 179681.53125 , ...,
179501.21875 , 179488.03125 , 179471.90625 ],
...,
[ 180235.34375 , 180230.6875 , 180218.84375 , ...,
180269.9375 , 180262.25 , 180254.375 ],
[ 180246.9375 , 180246.9375 , 180238.78125 , ...,
180257.34375 , 180254.34375 , 180250.4375 ],
[ 180255.1875 , 180260.09375 , 180257.03125 , ...,
180246.6875 , 180246.546875 , 180246.984375 ]],
[[ 189151.0625 , 189149.578125 , 189148.125 , ...,
189035.4375 , 189052.515625 , 189062.8125 ],
[ 189162.84375 , 189162.0625 , 189160.75 , ...,
189028.9375 , 189044.09375 , 189054.984375 ],
[ 189176.875 , 189177.4375 , 189177.4375 , ...,
189020.0625 , 189036.140625 , 189047.84375 ],
...,
[ 189808.53125 , 189803.5 , 189790.625 , ...,
189716.09375 , 189708.5625 , 189700.671875 ],
[ 189817.4375 , 189817.4375 , 189808.59375 , ...,
189713.34375 , 189710.78125 , 189708.296875 ],
[ 189821.28125 , 189828.078125 , 189825.359375 , ...,
189715.015625 , 189714.890625 , 189719.1875 ]],
[[ 198772.5625 , 198773.625 , 198774.015625 , ...,
198740.578125 , 198779.09375 , 198804.03125 ],
[ 198781.1875 , 198781.578125 , 198780.390625 , ...,
198718.21875 , 198755.546875 , 198783.859375 ],
[ 198790.828125 , 198791.1875 , 198790.03125 , ...,
198694.15625 , 198733.65625 , 198765.40625 ],
...,
[ 199534.375 , 199528.9375 , 199514.0625 , ...,
199341.71875 , 199333.25 , 199323.90625 ],
[ 199541.109375 , 199541.109375 , 199530.34375 , ...,
199346.78125 , 199343.25 , 199339.921875 ],
[ 199541.125 , 199549.859375 , 199545.828125 , ...,
199356.875 , 199355.3125 , 199360.28125 ]]],
...,
[[[ 296.98287964, 297.00302124, 297.03115845, ...,
395.67022705, 511.32369995, 666.07946777],
[ 297.04171753, 297.05575562, 297.05575562, ...,
345.90170288, 429.34259033, 553.42163086],
[ 297.12731934, 297.14556885, 297.12576294, ...,
312.18161011, 363.07528687, 449.10186768],
...,
[ 313.27963257, 315.27023315, 317.85610962, ...,
334.66345215, 322.42669678, 313.29071045],
[ 321.36694336, 323.84521484, 327.68252563, ...,
367.77078247, 351.32104492, 338.09658813],
[ 332.75552368, 335.38165283, 340.56268311, ...,
414.4309082 , 393.61471558, 376.66168213]],
[[ 1020.39538574, 1020.46350098, 1020.5592041 , ...,
1118.17932129, 1234.06274414, 1389.01318359],
[ 1020.59545898, 1020.64318848, 1020.64221191, ...,
1068.85754395, 1152.64599609, 1277.01916504],
[ 1020.88690186, 1020.94995117, 1020.88024902, ...,
1035.51269531, 1086.86376953, 1173.28405762],
...,
[ 1039.91491699, 1041.96655273, 1044.60974121, ...,
1062.04516602, 1049.93359375, 1040.89868164],
[ 1047.89074707, 1050.44641113, 1054.35754395, ...,
1095.54260254, 1079.19946289, 1066.07348633],
[ 1059.25805664, 1061.92553711, 1067.1706543 , ...,
1142.15393066, 1121.41662598, 1104.51953125]],
[[ 2005.48925781, 2005.62109375, 2005.80200195, ...,
2101.91333008, 2218.07861328, 2373.19604492],
[ 2005.87939453, 2005.97216797, 2005.96704102, ...,
2053.19677734, 2137.44482422, 2262.16748047],
[ 2006.44628906, 2006.57055664, 2006.43066406, ...,
2020.35229492, 2072.32910156, 2159.2578125 ],
...,
[ 2028.95837402, 2031.09472656, 2033.81994629, ...,
2052.11914062, 2040.17749023, 2031.2878418 ],
[ 2036.79650879, 2039.45727539, 2043.4699707 , ...,
2086.13769531, 2069.94458008, 2056.96435547],
[ 2048.13525391, 2050.86621094, 2056.19897461, ...,
2132.63769531, 2112.00634766, 2095.2043457 ]],
...,
[[ 179995.84375 , 179996.90625 , 179993.34375 , ...,
179851.03125 , 179878.625 , 179911.203125 ],
[ 180009.53125 , 180008.046875 , 180001.296875 , ...,
179839.03125 , 179858.375 , 179887.375 ],
[ 180016.65625 , 180014.125 , 180006.21875 , ...,
179830.71875 , 179844.875 , 179868.3125 ],
...,
[ 180295.109375 , 180311.5625 , 180336.96875 , ...,
180274.25 , 180255.34375 , 180237.6875 ],
[ 180291.96875 , 180300.84375 , 180320.96875 , ...,
180276.875 , 180263.375 , 180257.546875 ],
[ 180295.21875 , 180303.0625 , 180311.078125 , ...,
180289.5 , 180274.75 , 180276.34375 ]],
[[ 189235.453125 , 189233.25 , 189232.6875 , ...,
189202.734375 , 189230.015625 , 189258.734375 ],
[ 189256.78125 , 189253.34375 , 189249.484375 , ...,
189195.0625 , 189216. , 189241.09375 ],
[ 189274.625 , 189271.375 , 189266.59375 , ...,
189190.53125 , 189207.84375 , 189229.78125 ],
...,
[ 189881.84375 , 189896.5 , 189914.34375 , ...,
189789.84375 , 189779.421875 , 189767.515625 ],
[ 189879.96875 , 189890.84375 , 189906.3125 , ...,
189800.484375 , 189794.40625 , 189795.359375 ],
[ 189880.90625 , 189890.609375 , 189900.65625 , ...,
189821.4375 , 189818.5625 , 189824.09375 ]],
[[ 198673.578125 , 198669.96875 , 198674.484375 , ...,
198742.03125 , 198765.140625 , 198786.171875 ],
[ 198695.765625 , 198692.9375 , 198694.65625 , ...,
198740.15625 , 198760.390625 , 198780.09375 ],
[ 198717.15625 , 198717.546875 , 198719.828125 , ...,
198740.609375 , 198759.8125 , 198779.5625 ],
...,
[ 199601.421875 , 199612.125 , 199616.8125 , ...,
199440.421875 , 199437.453125 , 199430.5625 ],
[ 199602.8125 , 199615.3125 , 199621.8125 , ...,
199455.09375 , 199456.40625 , 199463.5 ],
[ 199600.703125 , 199613.90625 , 199624.265625 , ...,
199476.5625 , 199485.59375 , 199500.765625 ]]],
[[[ 297.56643677, 297.57556152, 297.63046265, ...,
297.85812378, 297.1194458 , 300.69168091],
[ 297.56713867, 297.53662109, 297.56774902, ...,
298.25497437, 297.14422607, 297.25689697],
[ 297.4831543 , 297.48748779, 297.48254395, ...,
298.56243896, 297.74545288, 297.29821777],
...,
[ 349.9203186 , 347.91967773, 349.85418701, ...,
538.55908203, 526.53851318, 504.42236328],
[ 374.6519165 , 368.72946167, 368.72808838, ...,
616.79943848, 605.11517334, 580.46380615],
[ 407.37811279, 396.33221436, 392.61740112, ...,
697.71569824, 687.92236328, 662.73577881]],
[[ 1022.41638184, 1022.44659424, 1022.63354492, ...,
1021.17486572, 1020.75524902, 1024.54455566],
[ 1022.41864014, 1022.31774902, 1022.4197998 , ...,
1021.53820801, 1020.84399414, 1021.23016357],
[ 1022.12176514, 1022.14074707, 1022.12207031, ...,
1021.87121582, 1021.50231934, 1021.36901855],
...,
[ 1079.37280273, 1077.43530273, 1079.36791992, ...,
1265.72631836, 1253.59741211, 1231.22595215],
[ 1104.06921387, 1098.22583008, 1098.22009277, ...,
1342.86901855, 1331.23132324, 1306.39074707],
[ 1136.72094727, 1125.76135254, 1122.08398438, ...,
1422.70483398, 1413.09851074, 1388.04943848]],
[[ 2009.48266602, 2009.5390625 , 2009.91552734, ...,
2005.96374512, 2005.97021484, 2010.05944824],
[ 2009.48706055, 2009.29626465, 2009.48632812, ...,
2006.27331543, 2006.14038086, 2006.90307617],
[ 2008.89038086, 2008.9309082 , 2008.89038086, ...,
2006.63574219, 2006.86535645, 2007.17016602],
...,
[ 2072.44873047, 2070.61962891, 2072.55541992, ...,
2255.82324219, 2243.55053711, 2220.87011719],
[ 2097.09741211, 2091.38085938, 2091.37158203, ...,
2331.49511719, 2319.92456055, 2294.88623047],
[ 2129.64111328, 2118.79882812, 2115.17797852, ...,
2409.90380859, 2400.53125 , 2375.72509766]],
...,
[[ 180085.328125 , 180092.046875 , 180101.734375 , ...,
179831.21875 , 179839.625 , 179847.71875 ],
[ 180092.5 , 180110.015625 , 180120.3125 , ...,
179844.8125 , 179850.1875 , 179856.375 ],
[ 180103.09375 , 180120.25 , 180129.234375 , ...,
179846.90625 , 179853.671875 , 179865.4375 ],
...,
[ 180411.28125 , 180404.65625 , 180405.671875 , ...,
180486.140625 , 180479.125 , 180467.53125 ],
[ 180424.9375 , 180419.4375 , 180424.96875 , ...,
180496.8125 , 180490.71875 , 180478.0625 ],
[ 180435. , 180440.1875 , 180448.640625 , ...,
180501. , 180499.9375 , 180491.890625 ]],
[[ 189179.984375 , 189170.9375 , 189167.78125 , ...,
189279.25 , 189281.375 , 189278.75 ],
[ 189173.921875 , 189175.484375 , 189172.875 , ...,
189301.265625 , 189298.328125 , 189296.265625 ],
[ 189172.96875 , 189175.9375 , 189173.15625 , ...,
189306.34375 , 189307.28125 , 189310.59375 ],
...,
[ 189765.140625 , 189776. , 189794.09375 , ...,
189994.1875 , 189996.46875 , 189998.25 ],
[ 189764.96875 , 189773.6875 , 189797.421875 , ...,
190003.5 , 190004.3125 , 189997.9375 ],
[ 189770.703125 , 189779.25 , 189798.1875 , ...,
189999.78125 , 190000.859375 , 189996.921875 ]],
[[ 198529.75 , 198500.90625 , 198482.28125 , ...,
198880.53125 , 198876.625 , 198863.875 ],
[ 198507.34375 , 198490.40625 , 198474.65625 , ...,
198911.140625 , 198899.234375 , 198887.9375 ],
[ 198492.1875 , 198479.78125 , 198466.125 , ...,
198919.421875 , 198914.15625 , 198908.59375 ],
...,
[ 199270.28125 , 199294.453125 , 199327.1875 , ...,
199618.625 , 199628.734375 , 199641.078125 ],
[ 199262.21875 , 199277.25 , 199316.90625 , ...,
199626.90625 , 199633.875 , 199635.65625 ],
[ 199263.046875 , 199282.359375 , 199301.125 , ...,
199619.6875 , 199622.5625 , 199622.34375 ]]],
[[[ 297.53900146, 297.52432251, 297.50588989, ...,
298.05783081, 298.12518311, 298.50363159],
[ 297.550354 , 297.52355957, 297.4982605 , ...,
297.71463013, 297.72412109, 298.25280762],
[ 297.55865479, 297.52798462, 297.50350952, ...,
297.69973755, 297.71697998, 298.00830078],
...,
[ 506.55981445, 493.14038086, 473.39837646, ...,
735.92144775, 761.55969238, 777.02148438],
[ 570.70544434, 556.24865723, 533.96069336, ...,
767.70111084, 797.46466064, 820.9609375 ],
[ 639.49450684, 625.88702393, 603.91717529, ...,
767.65161133, 797.44989014, 820.91503906]],
[[ 1022.33752441, 1022.27807617, 1022.20471191, ...,
1023.1897583 , 1023.28222656, 1023.56994629],
[ 1022.37463379, 1022.29345703, 1022.20031738, ...,
1022.84619141, 1022.88537598, 1023.36816406],
[ 1022.3984375 , 1022.30090332, 1022.2121582 , ...,
1022.7956543 , 1022.86029053, 1023.12811279],
...,
[ 1233.96826172, 1220.46411133, 1200.6484375 , ...,
1458.77331543, 1484.36645508, 1499.84191895],
[ 1297.97094727, 1283.45739746, 1261.12475586, ...,
1490.22119141, 1519.90649414, 1543.37084961],
[ 1366.61621094, 1352.96826172, 1330.96069336, ...,
1490.17102051, 1519.88623047, 1543.17004395]],
[[ 2009.35742188, 2009.22998047, 2009.06982422, ...,
2010.48352051, 2010.60253906, 2010.77758789],
[ 2009.43554688, 2009.27966309, 2009.08435059, ...,
2010.1328125 , 2010.22058105, 2010.63867188],
[ 2009.47729492, 2009.28222656, 2009.09643555, ...,
2010.02954102, 2010.16943359, 2010.40356445],
...,
[ 2225.41455078, 2211.83007812, 2191.96020508, ...,
2444.28637695, 2469.8371582 , 2485.38085938],
[ 2289.22216797, 2274.65454102, 2252.29345703, ...,
2475.37963867, 2504.99023438, 2528.43701172],
[ 2357.66455078, 2343.98144531, 2321.93554688, ...,
2475.38525391, 2504.76953125, 2527.87963867]],
...,
[[ 179794.125 , 179786.484375 , 179783.1875 , ...,
179689.8125 , 179686.609375 , 179683.21875 ],
[ 179787.03125 , 179781.796875 , 179780.296875 , ...,
179688.625 , 179694.453125 , 179690.59375 ],
[ 179789.75 , 179786.625 , 179788.140625 , ...,
179688.0625 , 179693.34375 , 179694. ],
...,
[ 180291.96875 , 180289. , 180286.09375 , ...,
180514.046875 , 180516.03125 , 180519.625 ],
[ 180305.28125 , 180299.125 , 180297.96875 , ...,
180527.0625 , 180531.625 , 180536.84375 ],
[ 180319.328125 , 180310.234375 , 180305.40625 , ...,
180521.234375 , 180531.046875 , 180541.4375 ]],
[[ 189069.15625 , 189066.25 , 189066.21875 , ...,
189101.5 , 189103.78125 , 189097.65625 ],
[ 189066.1875 , 189065.53125 , 189064.40625 , ...,
189101.4375 , 189114.625 , 189109.375 ],
[ 189067.8125 , 189070.5 , 189066.875 , ...,
189098.96875 , 189113.6875 , 189117.15625 ],
...,
[ 189750.90625 , 189763.46875 , 189774.5625 , ...,
189957.75 , 189973.40625 , 189994.609375 ],
[ 189756.71875 , 189767.28125 , 189780.671875 , ...,
189981.71875 , 190000.015625 , 190022.125 ],
[ 189762.9375 , 189769.046875 , 189781.09375 , ...,
189990.46875 , 190013.65625 , 190041.953125 ]],
[[ 198641.890625 , 198642.4375 , 198642.40625 , ...,
198706.9375 , 198715.84375 , 198707.78125 ],
[ 198643.96875 , 198650.90625 , 198647.0625 , ...,
198710.0625 , 198730.09375 , 198723.96875 ],
[ 198645.28125 , 198652.34375 , 198644.515625 , ...,
198706.25 , 198729.125 , 198734.9375 ],
...,
[ 199440.890625 , 199445. , 199447.9375 , ...,
199518.21875 , 199543.5625 , 199576.78125 ],
[ 199451.234375 , 199458.53125 , 199465.625 , ...,
199549.1875 , 199575.859375 , 199608.046875 ],
[ 199458.4375 , 199467.03125 , 199475.3125 , ...,
199574.875 , 199603.96875 , 199638.484375 ]]]], 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: full model geopotential
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)
<xarray.DataArray u'srh' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 46.49967194, 47.37368011, 48.31179047, ..., 34.5671463 ,
32.08443451, 29.88550377],
[ 45.41051102, 46.10226059, 46.83471298, ..., 35.81808853,
33.41068649, 31.25847626],
[ 44.1937027 , 44.70185471, 45.21409225, ..., 36.98134232,
34.65300751, 32.55081558],
...,
[ -27.31045723, -27.79841614, -28.19316864, ..., 63.28578186,
61.42598343, 59.04899216],
[ -27.64695358, -28.25177765, -28.74176788, ..., 59.31571198,
57.41013718, 55.02617645],
[ -27.76325226, -28.47963905, -29.05745697, ..., 55.59516907,
53.63006973, 51.28231812]],
[[ 26.70407677, 27.25828552, 28.40501976, ..., 57.14256668,
54.08854675, 50.42674255],
[ 27.17546654, 28.07404137, 28.11967087, ..., 59.08723068,
55.67051697, 51.57450867],
[ 27.14741516, 27.77209854, 27.24627686, ..., 60.52229309,
56.90800858, 52.94664001],
...,
[ -42.21227264, -39.06069565, -35.9300766 , ..., 46.13188171,
42.91734314, 39.81665039],
[ -42.71350098, -39.1460495 , -36.15543365, ..., 43.44760895,
40.48294449, 37.22243881],
[ -43.59510803, -40.10827637, -36.73199463, ..., 40.28024673,
37.41881943, 34.33670807]],
[[ 32.98908234, 34.06977081, 35.5688324 , ..., 64.72479248,
64.00534058, 62.32664871],
[ 33.02568054, 34.03646088, 35.35448456, ..., 64.31745148,
63.55635834, 62.26102066],
[ 33.15387726, 34.25980377, 35.44807816, ..., 63.50793076,
62.50921249, 62.00286102],
...,
[ 1.16456783, 3.32633996, 5.54060984, ..., 109.00867462,
99.68157196, 89.8567276 ],
[ 1.82110274, 3.58526897, 5.31902456, ..., 103.07180023,
92.92295837, 83.48972321],
[ 3.21956539, 4.38822126, 5.41867924, ..., 92.64762115,
83.82544708, 75.97879028]],
...,
[[ 7.74287176, 10.09309578, 12.13073158, ..., 35.81968307,
46.1061554 , 61.07379532],
[ 9.26713085, 12.27953815, 14.91151905, ..., 36.22322083,
43.12924576, 54.54974747],
[ 11.63736629, 14.97815037, 18.0887928 , ..., 39.00997925,
42.61956406, 50.39414597],
...,
[ 48.4854126 , 48.4851532 , 49.85391235, ..., 129.58576965,
124.80034637, 119.75752258],
[ 48.46298218, 47.78340149, 48.14225388, ..., 127.31995392,
123.26381683, 118.89450836],
[ 48.73770142, 47.78160095, 47.37586212, ..., 132.70288086,
127.90337372, 121.66621399]],
[[ 1.12694192, 2.54762244, 1.09344065, ..., 79.3044281 ,
69.4881134 , 52.81271362],
[ 0.88227391, 2.41534734, 0.83545047, ..., 80.59420013,
73.88543701, 56.74316406],
[ 0.71371067, 0.94527328, 1.45678949, ..., 79.34591675,
74.1497879 , 58.84288025],
...,
[ 68.14993286, 70.95632935, 72.83752441, ..., 190.7755127 ,
180.45953369, 172.8638916 ],
[ 64.42184448, 68.88369751, 71.30092621, ..., 192.30589294,
180.47311401, 172.61856079],
[ 59.25708771, 64.40143585, 68.20459747, ..., 191.9813385 ,
183.0382843 , 173.91468811]],
[[ 9.20266533, 9.26890278, 9.82227993, ..., 94.84670258,
92.52028656, 91.07717896],
[ 10.70034885, 10.51758766, 12.28020382, ..., 97.58605957,
95.39280701, 93.62265778],
[ 13.47942638, 13.70730877, 14.60967731, ..., 99.34863281,
97.09864044, 96.22671509],
...,
[ 82.1122818 , 93.47286224, 106.63711548, ..., 350.44824219,
335.92306519, 318.18408203],
[ 79.25395203, 87.09968567, 99.78327942, ..., 337.58459473,
327.67941284, 317.42147827],
[ 77.16761017, 82.28127289, 92.43572235, ..., 326.04003906,
318.63241577, 312.47006226]]], 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: storm relative 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)
<xarray.DataArray u'XLAT' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 21.30200386, 21.30200386, 21.30200386, ..., 21.30200386,
21.30200386, 21.30200386],
[ 21.38578033, 21.38578033, 21.38578033, ..., 21.38578033,
21.38578033, 21.38578033],
[ 21.46950912, 21.46950912, 21.46950912, ..., 21.46950912,
21.46950912, 21.46950912],
...,
[ 28.87002182, 28.87002182, 28.87002182, ..., 28.87002182,
28.87002182, 28.87002182],
[ 28.94876099, 28.94876099, 28.94876099, ..., 28.94876099,
28.94876099, 28.94876099],
[ 29.02744102, 29.02744102, 29.02744102, ..., 29.02744102,
29.02744102, 29.02744102]],
[[ 21.30200386, 21.30200386, 21.30200386, ..., 21.30200386,
21.30200386, 21.30200386],
[ 21.38578033, 21.38578033, 21.38578033, ..., 21.38578033,
21.38578033, 21.38578033],
[ 21.46950912, 21.46950912, 21.46950912, ..., 21.46950912,
21.46950912, 21.46950912],
...,
[ 28.87002182, 28.87002182, 28.87002182, ..., 28.87002182,
28.87002182, 28.87002182],
[ 28.94876099, 28.94876099, 28.94876099, ..., 28.94876099,
28.94876099, 28.94876099],
[ 29.02744102, 29.02744102, 29.02744102, ..., 29.02744102,
29.02744102, 29.02744102]],
[[ 21.30200386, 21.30200386, 21.30200386, ..., 21.30200386,
21.30200386, 21.30200386],
[ 21.38578033, 21.38578033, 21.38578033, ..., 21.38578033,
21.38578033, 21.38578033],
[ 21.46950912, 21.46950912, 21.46950912, ..., 21.46950912,
21.46950912, 21.46950912],
...,
[ 28.87002182, 28.87002182, 28.87002182, ..., 28.87002182,
28.87002182, 28.87002182],
[ 28.94876099, 28.94876099, 28.94876099, ..., 28.94876099,
28.94876099, 28.94876099],
[ 29.02744102, 29.02744102, 29.02744102, ..., 29.02744102,
29.02744102, 29.02744102]],
...,
[[ 22.55356216, 22.55356216, 22.55356216, ..., 22.55356216,
22.55356216, 22.55356216],
[ 22.63660431, 22.63660431, 22.63660431, ..., 22.63660431,
22.63660431, 22.63660431],
[ 22.71959686, 22.71959686, 22.71959686, ..., 22.71959686,
22.71959686, 22.71959686],
...,
[ 30.04476357, 30.04476357, 30.04476357, ..., 30.04476357,
30.04476357, 30.04476357],
[ 30.12259674, 30.12259674, 30.12259674, ..., 30.12259674,
30.12259674, 30.12259674],
[ 30.20036888, 30.20036888, 30.20036888, ..., 30.20036888,
30.20036888, 30.20036888]],
[[ 22.80253983, 22.80253983, 22.80253983, ..., 22.80253983,
22.80253983, 22.80253983],
[ 22.88542938, 22.88542938, 22.88542938, ..., 22.88542938,
22.88542938, 22.88542938],
[ 22.96826935, 22.96826935, 22.96826935, ..., 22.96826935,
22.96826935, 22.96826935],
...,
[ 30.2780838 , 30.2780838 , 30.2780838 , ..., 30.2780838 ,
30.2780838 , 30.2780838 ],
[ 30.35572815, 30.35572815, 30.35572815, ..., 30.35572815,
30.35572815, 30.35572815],
[ 30.43331146, 30.43331146, 30.43331146, ..., 30.43331146,
30.43331146, 30.43331146]],
[[ 23.05105972, 23.05105972, 23.05105972, ..., 23.05105972,
23.05105972, 23.05105972],
[ 23.13379669, 23.13379669, 23.13379669, ..., 23.13379669,
23.13379669, 23.13379669],
[ 23.21648407, 23.21648407, 23.21648407, ..., 23.21648407,
23.21648407, 23.21648407],
...,
[ 30.51082039, 30.51082039, 30.51082039, ..., 30.51082039,
30.51082039, 30.51082039],
[ 30.58827972, 30.58827972, 30.58827972, ..., 30.58827972,
30.58827972, 30.58827972],
[ 30.66568184, 30.66568184, 30.66568184, ..., 30.66568184,
30.66568184, 30.66568184]]], 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 ...
* 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: LATITUDE, SOUTH IS NEGATIVE
units: degree_north
stagger:
coordinates: XLONG XLAT
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'XLONG' (Time: 9, south_north: 96, west_east: 96)>
array([[[-90.57405853, -90.4841156 , -90.39416504, ..., -82.20905304,
-82.11911011, -82.02916718],
[-90.57405853, -90.4841156 , -90.39416504, ..., -82.20905304,
-82.11911011, -82.02916718],
[-90.57405853, -90.4841156 , -90.39416504, ..., -82.20905304,
-82.11911011, -82.02916718],
...,
[-90.57405853, -90.4841156 , -90.39416504, ..., -82.20905304,
-82.11911011, -82.02916718],
[-90.57405853, -90.4841156 , -90.39416504, ..., -82.20905304,
-82.11911011, -82.02916718],
[-90.57405853, -90.4841156 , -90.39416504, ..., -82.20905304,
-82.11911011, -82.02916718]],
[[-90.30422211, -90.21427155, -90.12432861, ..., -81.93921661,
-81.84927368, -81.75932312],
[-90.30422211, -90.21427155, -90.12432861, ..., -81.93921661,
-81.84927368, -81.75932312],
[-90.30422211, -90.21427155, -90.12432861, ..., -81.93921661,
-81.84927368, -81.75932312],
...,
[-90.30422211, -90.21427155, -90.12432861, ..., -81.93921661,
-81.84927368, -81.75932312],
[-90.30422211, -90.21427155, -90.12432861, ..., -81.93921661,
-81.84927368, -81.75932312],
[-90.30422211, -90.21427155, -90.12432861, ..., -81.93921661,
-81.84927368, -81.75932312]],
[[-90.84389496, -90.75395203, -90.66400909, ..., -82.47889709,
-82.38894653, -82.2990036 ],
[-90.84389496, -90.75395203, -90.66400909, ..., -82.47889709,
-82.38894653, -82.2990036 ],
[-90.84389496, -90.75395203, -90.66400909, ..., -82.47889709,
-82.38894653, -82.2990036 ],
...,
[-90.84389496, -90.75395203, -90.66400909, ..., -82.47889709,
-82.38894653, -82.2990036 ],
[-90.84389496, -90.75395203, -90.66400909, ..., -82.47889709,
-82.38894653, -82.2990036 ],
[-90.84389496, -90.75395203, -90.66400909, ..., -82.47889709,
-82.38894653, -82.2990036 ]],
...,
[[-92.73277283, -92.64282227, -92.5528717 , ..., -84.36776733,
-84.27781677, -84.18787384],
[-92.73277283, -92.64282227, -92.5528717 , ..., -84.36776733,
-84.27781677, -84.18787384],
[-92.73277283, -92.64282227, -92.5528717 , ..., -84.36776733,
-84.27781677, -84.18787384],
...,
[-92.73277283, -92.64282227, -92.5528717 , ..., -84.36776733,
-84.27781677, -84.18787384],
[-92.73277283, -92.64282227, -92.5528717 , ..., -84.36776733,
-84.27781677, -84.18787384],
[-92.73277283, -92.64282227, -92.5528717 , ..., -84.36776733,
-84.27781677, -84.18787384]],
[[-93.00260925, -92.91266632, -92.82271576, ..., -84.63760376,
-84.54766083, -84.45771027],
[-93.00260925, -92.91266632, -92.82271576, ..., -84.63760376,
-84.54766083, -84.45771027],
[-93.00260925, -92.91266632, -92.82271576, ..., -84.63760376,
-84.54766083, -84.45771027],
...,
[-93.00260925, -92.91266632, -92.82271576, ..., -84.63760376,
-84.54766083, -84.45771027],
[-93.00260925, -92.91266632, -92.82271576, ..., -84.63760376,
-84.54766083, -84.45771027],
[-93.00260925, -92.91266632, -92.82271576, ..., -84.63760376,
-84.54766083, -84.45771027]],
[[-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,
-84.81749725, -84.72755432],
[-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,
-84.81749725, -84.72755432],
[-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,
-84.81749725, -84.72755432],
...,
[-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,
-84.81749725, -84.72755432],
[-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,
-84.81749725, -84.72755432],
[-93.27244568, -93.18250275, -93.09255981, ..., -84.90744019,
-84.81749725, -84.72755432]]], 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 ...
* 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: LONGITUDE, WEST IS NEGATIVE
units: degree_east
stagger:
coordinates: XLONG XLAT
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'omega' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ -2.24498741e-04, -5.76695078e-04, -9.06572735e-04, ...,
2.16812186e-05, 3.36250087e-05, -5.31027763e-06],
[ -9.66259176e-05, -2.61507928e-04, -4.57894261e-04, ...,
2.43427858e-05, 3.26546105e-05, -9.36639408e-05],
[ -9.35911612e-06, -3.69576410e-05, -7.23864578e-05, ...,
-2.93675639e-05, -1.02634713e-05, -2.66721268e-04],
...,
[ 4.84419388e-06, 7.62059108e-06, 1.38475184e-06, ...,
1.83638581e-03, 1.39352004e-03, 5.37948799e-04],
[ 1.68340302e-05, 9.22571962e-06, 6.56602469e-06, ...,
1.90296082e-03, 1.16633787e-03, 3.87844804e-04],
[ -4.36653590e-06, -2.89996551e-05, -1.37905981e-05, ...,
1.89554924e-03, 8.70659482e-04, 2.07984966e-04]],
[[ -2.19284819e-04, -5.63255919e-04, -8.85354355e-04, ...,
2.12082341e-05, 3.28924325e-05, -5.19456353e-06],
[ -9.43829655e-05, -2.55420629e-04, -4.47202736e-04, ...,
2.38134671e-05, 3.19446772e-05, -9.16277204e-05],
[ -9.14226803e-06, -3.60986960e-05, -7.06997889e-05, ...,
-2.87309231e-05, -1.00408761e-05, -2.60933739e-04],
...,
[ 4.73860246e-06, 7.45437228e-06, 1.35456276e-06, ...,
1.78838498e-03, 1.35670067e-03, 5.23641531e-04],
[ 1.64661033e-05, 9.02423744e-06, 6.42281111e-06, ...,
1.85311411e-03, 1.13546825e-03, 3.77498713e-04],
[ -4.27058694e-06, -2.83632398e-05, -1.34883594e-05, ...,
1.84581243e-03, 8.47588759e-04, 2.02431096e-04]],
[[ -2.12350977e-04, -5.45383780e-04, -8.57156003e-04, ...,
2.05472752e-05, 3.18670463e-05, -5.03264027e-06],
[ -9.14021075e-05, -2.47329503e-04, -4.32990957e-04, ...,
2.30717960e-05, 3.09500065e-05, -8.87761198e-05],
[ -8.85384270e-06, -3.49568290e-05, -6.84581610e-05, ...,
-2.78370917e-05, -9.72872022e-06, -2.52823753e-04],
...,
[ 4.59272587e-06, 7.22477171e-06, 1.31279717e-06, ...,
1.73085753e-03, 1.31296879e-03, 5.06744778e-04],
[ 1.59587671e-05, 8.74593479e-06, 6.22448670e-06, ...,
1.79353321e-03, 1.09890033e-03, 3.65330197e-04],
[ -4.13883436e-06, -2.74876729e-05, -1.30716198e-05, ...,
1.78646494e-03, 8.20287154e-04, 1.95905013e-04]],
...,
[[ -1.93362624e-08, -4.96761530e-08, -7.80942671e-08, ...,
1.85678339e-09, 2.87999802e-09, -4.54832921e-10],
[ -8.32355873e-09, -2.25295906e-08, -3.94517059e-08, ...,
2.08358553e-09, 2.79529910e-09, -8.01784328e-09],
[ -8.06318678e-10, -3.18440785e-09, -6.23764773e-09, ...,
-2.51228371e-09, -8.78065787e-10, -2.28182309e-08],
...,
[ 4.10974810e-10, 6.46162124e-10, 1.17348978e-10, ...,
1.54418743e-07, 1.17121374e-07, 4.51950619e-08],
[ 1.42834067e-09, 7.82391374e-10, 5.56554913e-10, ...,
1.60024769e-07, 9.80361605e-08, 3.25874296e-08],
[ -3.70515119e-10, -2.45955922e-09, -1.16907994e-09, ...,
1.59397302e-07, 7.31809706e-08, 1.74743917e-08]],
[[ -5.29667643e-09, -1.36057521e-08, -2.13862723e-08, ...,
5.06036602e-10, 7.84697307e-10, -1.23902638e-10],
[ -2.27952701e-09, -6.16924734e-09, -1.08014655e-08, ...,
5.67874747e-10, 7.61650798e-10, -2.18425478e-09],
[ -2.20772220e-10, -8.71781647e-10, -1.70740999e-09, ...,
-6.84753698e-10, -2.39264442e-10, -6.21651797e-09],
...,
[ 1.12604030e-10, 1.77042658e-10, 3.21524439e-11, ...,
4.22720738e-08, 3.20677707e-08, 1.23766597e-08],
[ 3.91341265e-10, 2.14359752e-10, 1.52483859e-10, ...,
4.38134684e-08, 2.68456368e-08, 8.92486085e-09],
[ -1.01511764e-10, -6.73845257e-10, -3.20288462e-10, ...,
4.36500756e-08, 2.00432968e-08, 4.78668705e-09]],
[[ -7.72603037e-10, -1.98436800e-09, -3.11874637e-09, ...,
7.34993316e-11, 1.13926646e-10, -1.79842842e-11],
[ -3.32490646e-10, -8.99724295e-10, -1.57508384e-09, ...,
8.25135099e-11, 1.10625439e-10, -3.17168958e-10],
[ -3.22001592e-11, -1.27134400e-10, -2.48963489e-10, ...,
-9.95374130e-11, -3.47665299e-11, -9.03070951e-10],
...,
[ 1.64192340e-11, 2.58185105e-11, 4.68944588e-12, ...,
6.14478290e-09, 4.66242778e-09, 1.79989657e-09],
[ 5.70438870e-11, 3.12497042e-11, 2.22318691e-11, ...,
6.36984954e-09, 3.90351973e-09, 1.29791966e-09],
[ -1.47917841e-11, -9.81996012e-11, -4.66806663e-11, ...,
6.34761133e-09, 2.91513480e-09, 6.96290137e-10]]],
[[[ 2.33653607e-03, 3.38853861e-04, -4.21153707e-03, ...,
5.87000418e-03, 8.73305090e-03, 9.25335474e-03],
[ 7.19746342e-03, -5.33499522e-03, -5.63088572e-03, ...,
2.87491549e-03, 7.09638139e-03, 9.59401112e-03],
[ 8.24093726e-03, -3.75281577e-03, -2.23456812e-03, ...,
4.73697408e-04, -4.03384212e-04, 5.54125290e-03],
...,
[ 1.15366280e-02, 4.91238758e-03, 5.52352006e-03, ...,
6.67090481e-03, 4.48681787e-03, 9.54127777e-03],
[ 1.20253274e-02, 4.38964507e-03, 6.98897289e-03, ...,
6.75507961e-03, 1.95037294e-03, 8.34437367e-03],
[ 1.20701157e-02, 1.19154872e-02, 1.09884813e-02, ...,
8.33970495e-03, 6.95431512e-03, 7.48694595e-03]],
[[ 1.18087977e-02, 7.57933734e-03, -5.40722534e-03, ...,
1.74015928e-02, 2.69543789e-02, 2.84907296e-02],
[ 2.34207734e-02, -2.12618392e-02, -2.12318916e-02, ...,
8.38236604e-03, 1.80134475e-02, 2.97158323e-02],
[ 2.58682277e-02, -1.61193311e-02, -1.17783267e-02, ...,
2.85575888e-03, -4.08901786e-03, 1.82720274e-02],
...,
[ 4.26185839e-02, 1.66485906e-02, 2.33432390e-02, ...,
3.00225820e-02, 2.46862620e-02, 4.39109094e-02],
[ 4.45362069e-02, 1.62308346e-02, 2.54454389e-02, ...,
2.67831143e-02, 2.06274372e-02, 4.22608443e-02],
[ 4.44933660e-02, 4.44620214e-02, 4.04229052e-02, ...,
3.87493260e-02, 3.84710915e-02, 4.04856130e-02]],
[[ 2.34091356e-02, 1.55962864e-02, -3.02138482e-03, ...,
2.41432525e-02, 4.11165617e-02, 4.39247005e-02],
[ 4.01018783e-02, -5.07241748e-02, -4.90892828e-02, ...,
9.38776508e-03, 1.60749238e-02, 4.51356992e-02],
[ 4.38028798e-02, -3.74774858e-02, -3.27210948e-02, ...,
5.04607940e-03, -1.40043432e-02, 2.91540455e-02],
...,
[ 8.67961422e-02, 3.07120290e-02, 4.73170206e-02, ...,
7.01454803e-02, 6.35776892e-02, 9.16837305e-02],
[ 9.07342434e-02, 3.07736658e-02, 5.00904992e-02, ...,
6.13969751e-02, 5.55497818e-02, 8.95726681e-02],
[ 9.01520327e-02, 8.96169618e-02, 8.06441829e-02, ...,
8.22333097e-02, 8.27710479e-02, 8.76240209e-02]],
...,
[[ -1.09204046e-01, -1.03783548e-01, -8.97919834e-02, ...,
1.53970391e-01, 1.06704928e-01, 6.09880649e-02],
[ -1.09440252e-01, -2.48294435e-02, -2.18249913e-02, ...,
1.48466006e-01, 9.54435244e-02, 7.92401060e-02],
[ -1.04031391e-01, -1.38488170e-02, -4.71287146e-02, ...,
1.43587023e-01, 7.09368661e-02, 9.20145735e-02],
...,
[ 4.32887189e-02, 2.95339916e-02, 2.72820760e-02, ...,
2.90092845e-02, 4.76558320e-02, 4.61378228e-03],
[ 2.61576157e-02, 3.07161417e-02, 3.77668589e-02, ...,
2.38268003e-02, 5.07164039e-02, -9.90790315e-03],
[ 7.22725503e-03, 3.61196846e-02, 5.37254810e-02, ...,
-4.55717149e-04, -1.33714741e-02, -2.73970589e-02]],
[[ -8.16251338e-02, -7.84129798e-02, -7.06655532e-02, ...,
9.18516591e-02, 6.09909669e-02, 3.05168051e-02],
[ -8.41868892e-02, -2.10250653e-02, -1.83377601e-02, ...,
7.46172741e-02, 2.96465363e-02, 4.01757620e-02],
[ -8.58846828e-02, -1.37904612e-02, -3.59393619e-02, ...,
7.07651302e-02, 1.45113021e-02, 4.38319370e-02],
...,
[ 2.81914994e-02, 1.65302102e-02, 1.42737757e-02, ...,
2.70032808e-02, 3.88130024e-02, 2.89653824e-03],
[ 2.09808610e-02, 2.07436271e-02, 2.31899992e-02, ...,
2.13258769e-02, 3.39720696e-02, -7.17490446e-03],
[ 1.04657132e-02, 3.17001231e-02, 4.60748598e-02, ...,
-1.30980089e-03, -9.49228834e-03, -1.70732252e-02]],
[[ -2.90820319e-02, -3.02435514e-02, -2.82717552e-02, ...,
3.77988890e-02, 3.15980874e-02, 2.32683420e-02],
[ -3.38950492e-02, 9.98578500e-03, 1.05569772e-02, ...,
1.35523938e-02, -5.56443213e-03, 2.58932952e-02],
[ -3.83161381e-02, 8.80512875e-03, 8.11448495e-04, ...,
1.02926577e-02, -1.24888262e-02, 2.35956479e-02],
...,
[ 7.93037657e-03, -2.63610273e-03, -1.02424994e-02, ...,
1.05645731e-02, 1.04193883e-02, -1.72083173e-02],
[ 1.05813332e-02, 1.22516078e-03, -2.87081255e-03, ...,
5.43918367e-03, 3.64684407e-03, -2.18995325e-02],
[ 1.05578452e-02, 1.80729497e-02, 2.34539155e-02, ...,
-1.76104829e-02, -2.26853658e-02, -2.33378354e-02]]],
[[[ -8.24339502e-03, -7.09779793e-03, -6.28508069e-03, ...,
-2.59982999e-02, -1.67928971e-02, -9.33308899e-03],
[ -5.34925936e-03, -3.77137563e-03, -3.79013037e-03, ...,
-3.15043442e-02, -1.75708532e-02, -1.20916739e-02],
[ -3.29225347e-03, -2.20851507e-03, -2.20868201e-03, ...,
-3.40658575e-02, -2.11469084e-02, -1.55625157e-02],
...,
[ -9.32015391e-05, 1.27208419e-03, 2.99126701e-03, ...,
4.16509695e-02, 3.53858471e-02, 2.59330031e-02],
[ -2.09592609e-03, -6.14555436e-04, 1.27206184e-03, ...,
3.17645706e-02, 2.24001985e-02, 1.03055099e-02],
[ -4.44014743e-03, -3.16224014e-03, -1.28025410e-03, ...,
3.72714438e-02, 3.07876542e-02, 2.47440524e-02]],
[[ -2.52065100e-02, -2.12295279e-02, -1.79056991e-02, ...,
-8.05248618e-02, -5.53449206e-02, -3.20882797e-02],
[ -1.68869048e-02, -1.16549628e-02, -1.04469545e-02, ...,
-8.83236751e-02, -5.34341037e-02, -4.20068353e-02],
[ -1.07677765e-02, -6.80613378e-03, -6.80571003e-03, ...,
-8.39266330e-02, -6.27989620e-02, -5.45567274e-02],
...,
[ 7.61509582e-04, 4.80335159e-03, 1.03223715e-02, ...,
9.69078541e-02, 8.89154673e-02, 7.56205991e-02],
[ -5.53782098e-03, -1.24089303e-03, 4.71281819e-03, ...,
7.48874918e-02, 5.66976368e-02, 3.37426141e-02],
[ -1.27895791e-02, -9.21387225e-03, -3.43243941e-03, ...,
9.64476541e-02, 8.39050114e-02, 7.25487247e-02]],
[[ -3.57877389e-02, -2.77157109e-02, -1.92171484e-02, ...,
-1.51526615e-01, -1.06975570e-01, -6.40473738e-02],
[ -2.24310476e-02, -1.22297937e-02, -5.98756969e-03, ...,
-1.54150844e-01, -1.01241298e-01, -8.20360482e-02],
[ -1.12356804e-02, -1.98288751e-03, 1.41123135e-03, ...,
-1.45441070e-01, -1.17217936e-01, -1.07316568e-01],
...,
[ 2.75849830e-03, 9.39577166e-03, 1.90809611e-02, ...,
1.77295998e-01, 1.72845215e-01, 1.50605351e-01],
[ -7.15254294e-03, -6.29985181e-04, 9.29978397e-03, ...,
1.40967190e-01, 1.32537916e-01, 1.02610625e-01],
[ -1.73878409e-02, -1.26507645e-02, -3.66011495e-03, ...,
1.82796180e-01, 1.64567903e-01, 1.44034997e-01]],
...,
[[ -3.87961753e-02, -4.66606952e-02, -3.68537195e-02, ...,
-1.81916475e-01, -1.57216340e-01, -1.34145811e-01],
[ -5.19724637e-02, -5.20916246e-02, -3.69685292e-02, ...,
-1.99243903e-01, -1.85309574e-01, -1.53414175e-01],
[ -5.71785532e-02, -4.68252227e-02, -2.76989900e-02, ...,
-2.01859802e-01, -2.12901384e-01, -2.09732071e-01],
...,
[ -9.92654450e-03, -4.20256183e-02, -6.60257936e-02, ...,
5.75619042e-02, 4.70104441e-02, 2.53434666e-02],
[ 1.09691522e-03, -3.37301232e-02, -6.21045083e-02, ...,
4.74987365e-02, 2.35672332e-02, -4.14885534e-03],
[ 3.05856038e-02, -4.08534938e-03, -3.66762877e-02, ...,
9.73789208e-03, -2.33086466e-04, -7.93037284e-03]],
[[ -1.64802969e-02, -2.14268770e-02, -2.13892870e-02, ...,
-1.42320275e-01, -1.18809022e-01, -9.66304392e-02],
[ -2.79661790e-02, -2.93252338e-02, -2.45241094e-02, ...,
-1.60266444e-01, -1.41873613e-01, -1.19981326e-01],
[ -3.70476060e-02, -3.24918330e-02, -2.53348611e-02, ...,
-1.60591289e-01, -1.55157298e-01, -1.46139443e-01],
...,
[ -4.33162367e-03, -1.99669451e-02, -3.12948115e-02, ...,
5.49941976e-03, 2.69373949e-03, -4.96845320e-03],
[ -5.27236704e-03, -2.12144498e-02, -3.31876576e-02, ...,
1.08638452e-02, -3.14542814e-03, -1.30638834e-02],
[ 5.20774210e-03, -1.03273550e-02, -2.47805193e-02, ...,
-1.15158921e-02, -1.36908060e-02, -1.77634787e-02]],
[[ -4.89572342e-03, -6.75571244e-03, -7.67407008e-03, ...,
-3.21657620e-02, -2.85971835e-02, -2.10311655e-02],
[ -8.31550825e-03, -9.75226052e-03, -1.09625030e-02, ...,
-4.49935235e-02, -3.16345952e-02, -3.13025713e-02],
[ -1.27427550e-02, -1.38415219e-02, -1.41448369e-02, ...,
-4.58175726e-02, -3.47654112e-02, -3.91021594e-02],
...,
[ 3.30631225e-03, 2.93705845e-03, 4.50568460e-03, ...,
-1.50998672e-02, -1.39469113e-02, -1.17437253e-02],
[ 1.04887784e-03, 1.58315874e-03, 2.92602950e-03, ...,
-3.43385502e-03, -6.58178516e-03, -6.43718150e-03],
[ -5.12549304e-04, 4.43904748e-04, 1.64941617e-03, ...,
-1.31411627e-02, -1.31197898e-02, -1.16233462e-02]]],
...,
[[[ 1.29370783e-02, 1.68444961e-02, 2.05635857e-02, ...,
3.84912416e-02, 6.35370016e-02, 1.04458079e-01],
[ 1.29356263e-02, 1.68425962e-02, 2.05629990e-02, ...,
6.36083707e-02, 8.00634399e-02, 1.56105012e-01],
[ 1.09171253e-02, 1.23043684e-02, 1.56352520e-02, ...,
3.87450866e-02, 6.08309694e-02, 1.42547607e-01],
...,
[ 4.32301313e-03, 6.81204256e-03, 1.23404404e-02, ...,
-2.75386441e-02, -2.50061695e-02, -1.93978027e-02],
[ 5.14758704e-03, 5.80740254e-03, 1.06223598e-02, ...,
-4.49224599e-02, -4.35994454e-02, -3.36471684e-02],
[ 5.70611423e-03, 5.43307979e-03, 9.20934509e-03, ...,
-4.44184020e-02, -4.32806462e-02, -3.77419181e-02]],
[[ 4.35728282e-02, 5.67537621e-02, 6.95949718e-02, ...,
6.68193102e-02, 7.65213817e-02, 1.24154344e-01],
[ 4.35680896e-02, 5.67475483e-02, 6.95931017e-02, ...,
9.25842002e-02, 5.13785295e-02, 1.78416684e-01],
[ 3.71109955e-02, 4.20462489e-02, 5.34235686e-02, ...,
6.55900761e-02, 4.84506935e-02, 1.71061799e-01],
...,
[ -1.74172840e-03, 5.17100887e-03, 2.08349638e-02, ...,
-2.13765148e-02, -3.34678255e-02, -2.20236667e-02],
[ -5.47725661e-03, -5.20679960e-03, 7.87221361e-03, ...,
-8.23955834e-02, -9.27756280e-02, -6.73138723e-02],
[ -1.05583323e-02, -1.37977740e-02, -3.97223560e-03, ...,
-9.07729268e-02, -9.37781185e-02, -8.42820257e-02]],
[[ 8.41604695e-02, 1.08827606e-01, 1.33326560e-01, ...,
6.78310692e-02, 6.37261644e-02, 1.28244668e-01],
[ 8.41519758e-02, 1.08815074e-01, 1.33321866e-01, ...,
1.22649781e-01, 2.01807972e-02, 1.92276642e-01],
[ 7.26276487e-02, 8.24306458e-02, 1.03924602e-01, ...,
1.02603562e-01, 4.42996398e-02, 1.97522998e-01],
...,
[ -1.06803188e-02, 3.09567759e-03, 3.17406282e-02, ...,
2.18609739e-02, -1.53795267e-02, 3.03686038e-03],
[ -2.18124166e-02, -2.09877696e-02, 2.68284907e-03, ...,
-1.03198357e-01, -1.28009886e-01, -7.99594745e-02],
[ -3.50474268e-02, -4.14639041e-02, -2.39351429e-02, ...,
-1.33243814e-01, -1.37280732e-01, -1.15925342e-01]],
...,
[[ -7.17486888e-02, -6.81363791e-02, -5.06351925e-02, ...,
-3.86078209e-02, -6.07390553e-02, -8.02053213e-02],
[ -4.98027466e-02, -4.06569093e-02, -2.36532111e-02, ...,
-3.27617340e-02, -4.58420105e-02, -5.58014587e-02],
[ -2.58939266e-02, -1.27487574e-02, 1.62586255e-03, ...,
-4.59879488e-02, -4.91636023e-02, -5.09601757e-02],
...,
[ 4.18191869e-03, -2.37265043e-03, -1.30225727e-02, ...,
1.33732194e-02, 2.87756324e-02, -8.81621242e-03],
[ 5.87592600e-03, 6.10339455e-04, -1.24156075e-02, ...,
3.36251259e-02, -3.05376463e-02, -6.78842142e-02],
[ 5.42693632e-03, 3.65565624e-03, -7.06962077e-03, ...,
-4.63085659e-02, -4.18860279e-02, -6.55529201e-02]],
[[ -5.22472188e-02, -5.86618185e-02, -5.54257743e-02, ...,
-2.97973026e-02, -5.04219979e-02, -6.80119470e-02],
[ -4.68926094e-02, -4.94567901e-02, -4.50637899e-02, ...,
-3.50723229e-02, -4.93166782e-02, -5.69856204e-02],
[ -4.07625064e-02, -3.81525606e-02, -3.16906385e-02, ...,
-4.63943966e-02, -5.28382175e-02, -5.39928824e-02],
...,
[ -1.52041921e-02, -4.12461720e-02, -5.94240353e-02, ...,
-1.14657860e-02, -2.53567053e-03, -1.66529659e-02],
[ 3.24936304e-03, -2.35003661e-02, -4.80130911e-02, ...,
-3.22270370e-03, -1.95193700e-02, -3.57907936e-02],
[ 2.02170443e-02, -2.20062002e-03, -2.83212904e-02, ...,
-4.16953377e-02, -3.28392908e-02, -3.62879261e-02]],
[[ -1.81907956e-02, -2.42979005e-02, -2.76285540e-02, ...,
-3.41159711e-03, -1.17624113e-02, -2.01184750e-02],
[ -2.32965611e-02, -2.94407774e-02, -3.19070332e-02, ...,
-9.39470716e-03, -1.74217634e-02, -2.08620187e-02],
[ -2.39791162e-02, -2.78000776e-02, -2.89497245e-02, ...,
-1.46085657e-02, -2.06807274e-02, -1.93602126e-02],
...,
[ -1.42833299e-03, -1.32934423e-02, -2.24255584e-02, ...,
-1.00229904e-02, -1.62078254e-02, -1.33031374e-02],
[ 7.59769883e-03, -4.31669224e-03, -1.58588178e-02, ...,
-2.00088527e-02, -7.39343138e-03, -7.72283273e-03],
[ 1.59198139e-02, 5.78347174e-03, -6.27908250e-03, ...,
-8.65083560e-03, -6.63674530e-03, -2.83905095e-03]]],
[[[ -6.42238790e-03, -7.24709732e-03, -7.04597589e-03, ...,
1.75030343e-02, 2.95674466e-02, 3.73459980e-02],
[ -6.35863189e-03, -1.45214442e-02, 3.42162722e-03, ...,
1.69635750e-02, 3.46212760e-02, 3.07799075e-02],
[ -4.68429411e-03, -6.06083730e-03, -1.72963121e-03, ...,
1.32877547e-02, 3.06376424e-02, 2.42730938e-02],
...,
[ 2.01293994e-02, 5.84375300e-03, 1.31850727e-02, ...,
-1.76013298e-02, -1.86190959e-02, -1.66461617e-02],
[ 2.52096709e-02, 3.95987509e-03, 1.61726866e-02, ...,
2.82704690e-03, -1.78555574e-03, 1.67407939e-04],
[ 2.41229106e-02, 1.46677615e-02, 1.53695680e-02, ...,
7.91302696e-03, 1.48224842e-03, 4.72595310e-03]],
[[ -2.14491487e-02, -2.63268054e-02, -2.33728513e-02, ...,
5.79179116e-02, 9.61341038e-02, 1.11166388e-01],
[ -2.12043561e-02, -5.30658141e-02, 1.38860550e-02, ...,
5.70724867e-02, 1.10919997e-01, 9.53625068e-02],
[ -1.45478640e-02, -1.89376492e-02, -3.66045698e-03, ...,
4.81939912e-02, 1.03453599e-01, 8.31450224e-02],
...,
[ 2.70972643e-02, -1.76541153e-02, 9.98780876e-03, ...,
-5.41957170e-02, -4.78036813e-02, -5.05362786e-02],
[ 3.45731042e-02, -2.63062324e-02, 1.19858766e-02, ...,
-9.92640480e-03, -1.20109727e-03, -9.52872972e-04],
[ 4.62072268e-02, 1.95274930e-02, 2.05988381e-02, ...,
2.72626039e-02, 3.25909778e-02, 3.11879553e-02]],
[[ -3.92736718e-02, -4.68531586e-02, -4.29880582e-02, ...,
1.05931558e-01, 1.76457405e-01, 1.96570560e-01],
[ -3.91388237e-02, -1.05666295e-01, 2.73675472e-02, ...,
1.06236249e-01, 2.01433092e-01, 1.74783126e-01],
[ -2.46079881e-02, -2.95062568e-02, -4.43185354e-03, ...,
9.41878557e-02, 1.89198762e-01, 1.58132836e-01],
...,
[ 3.54461111e-02, -4.71802466e-02, 5.08064823e-03, ...,
-1.13085128e-01, -9.89300758e-02, -9.91922244e-02],
[ 4.55793627e-02, -6.03277870e-02, 6.95526041e-03, ...,
-7.64389038e-02, -5.39052263e-02, -3.25996280e-02],
[ 6.39499053e-02, 1.62795018e-02, 1.86678562e-02, ...,
2.42143273e-02, 4.32761610e-02, 3.48787718e-02]],
...,
[[ -8.32010061e-02, -9.23765525e-02, -9.83879790e-02, ...,
5.14861476e-03, -7.13770138e-03, -9.74897482e-03],
[ -1.01560242e-01, -9.00648460e-02, -6.86445385e-02, ...,
1.89982215e-03, 1.45588601e-02, -7.38040730e-03],
[ -1.15298361e-01, -8.96775275e-02, -8.07090923e-02, ...,
3.27407978e-02, 3.81909125e-02, 4.98983916e-03],
...,
[ 9.89169031e-02, 1.62322313e-01, 2.34326214e-01, ...,
-7.84853026e-02, -5.51372916e-02, 5.88674620e-02],
[ 6.75965026e-02, 8.63250494e-02, 1.98283538e-01, ...,
-6.45965338e-02, 4.27358001e-02, 9.80149731e-02],
[ 4.17442247e-02, 7.17225969e-02, 1.13577731e-01, ...,
3.90663631e-02, 9.05735046e-02, 9.85829607e-02]],
[[ -3.05390302e-02, -3.46747376e-02, -3.99015658e-02, ...,
1.88141149e-02, 5.34914946e-03, 8.25517811e-04],
[ -3.47134359e-02, -2.02308912e-02, -5.26996935e-03, ...,
2.22680420e-02, 1.69682894e-02, -2.30708439e-03],
[ -3.25206853e-02, -6.23424305e-03, 2.92546698e-03, ...,
2.87298597e-02, 2.71046832e-02, 1.24419585e-03],
...,
[ 6.51376322e-02, 1.23944625e-01, 1.79679438e-01, ...,
-6.68763220e-02, -2.64203269e-02, 3.22523043e-02],
[ 3.03744003e-02, 6.53648898e-02, 1.39642000e-01, ...,
-5.66967018e-02, 1.75945461e-02, 6.43012747e-02],
[ -1.13372598e-03, 3.67986560e-02, 7.75623918e-02, ...,
4.27769125e-03, 4.99480851e-02, 6.33763298e-02]],
[[ -1.99926575e-03, -4.26334515e-03, -9.45394486e-03, ...,
6.52595423e-03, -2.48043449e-03, -8.30753986e-03],
[ -2.46354542e-03, 5.96566126e-03, 1.20827379e-02, ...,
7.93148763e-03, 5.32718096e-03, -1.27584934e-02],
[ -1.31618907e-03, 1.50431981e-02, 1.74283721e-02, ...,
6.96205068e-03, 5.97525807e-03, -1.33693507e-02],
...,
[ 1.30067691e-02, 3.47481780e-02, 5.44995256e-02, ...,
-1.49723403e-02, 1.10237775e-02, 4.69910353e-03],
[ 1.17737555e-03, 1.65312048e-02, 3.08684520e-02, ...,
-1.46609787e-02, 3.44010768e-03, 1.55721894e-02],
[ -1.10648880e-02, 5.17645711e-03, 2.03163791e-02, ...,
-1.20102651e-02, 8.92268494e-03, 1.76802594e-02]]],
[[[ 2.76580220e-03, 5.90017624e-03, 9.56028607e-03, ...,
-1.65892800e-03, -8.41988996e-03, -8.53852462e-03],
[ 2.74548563e-03, 9.39996634e-03, 1.38003901e-02, ...,
4.22246667e-04, -9.48119722e-03, -8.90114065e-03],
[ -6.84660263e-05, 2.69416138e-03, 5.44945663e-03, ...,
2.92308046e-03, -6.71398779e-03, -8.42151418e-03],
...,
[ 5.52228875e-02, 5.81321009e-02, 6.11439347e-02, ...,
2.07894202e-02, 1.96910352e-02, 5.97683480e-03],
[ 5.50032780e-02, 5.47387935e-02, 6.35226443e-02, ...,
2.85774339e-02, 2.70509385e-02, 4.44411207e-03],
[ 4.41289209e-02, 4.77622598e-02, 4.92521413e-02, ...,
3.13051045e-02, 2.56750584e-02, 1.44859310e-02]],
[[ 1.03588998e-02, 1.74595173e-02, 2.96295583e-02, ...,
-4.75704344e-03, -2.58934274e-02, -2.60945745e-02],
[ 6.74486207e-03, 3.68958786e-02, 4.80505712e-02, ...,
1.53105671e-03, -2.63224561e-02, -2.68752016e-02],
[ -2.36820080e-03, 8.82456079e-03, 2.02536359e-02, ...,
1.08330827e-02, -1.69173293e-02, -2.53690016e-02],
...,
[ 1.01716906e-01, 1.22473285e-01, 1.31562576e-01, ...,
1.50797935e-02, 1.93150900e-02, -1.41402585e-02],
[ 9.59412977e-02, 1.06794931e-01, 1.33365646e-01, ...,
4.67834249e-02, 2.81654876e-02, -1.44238407e-02],
[ 8.32851082e-02, 1.00336067e-01, 1.06964335e-01, ...,
5.19263111e-02, 4.28551547e-02, 2.40413360e-02]],
[[ 2.48537641e-02, 2.92462669e-02, 5.36154322e-02, ...,
-5.34909638e-03, -4.21930477e-02, -4.26985621e-02],
[ 8.49704817e-03, 7.45221376e-02, 8.98246244e-02, ...,
8.19470268e-03, -3.77744138e-02, -4.24116403e-02],
[ -8.53975583e-03, 1.58689562e-02, 3.90680656e-02, ...,
2.52097771e-02, -1.82222482e-02, -3.73819284e-02],
...,
[ 1.43436834e-01, 1.93233177e-01, 2.07682043e-01, ...,
2.35395785e-02, 2.07448713e-02, -3.65293548e-02],
[ 1.22105442e-01, 1.62230387e-01, 2.01363578e-01, ...,
6.03687353e-02, 9.76113661e-04, -3.31344232e-02],
[ 8.98334086e-02, 1.30388170e-01, 1.47364438e-01, ...,
8.16005543e-02, 6.39191419e-02, 3.41011919e-02]],
...,
[[ 2.82337591e-02, 1.73683856e-02, 4.99060471e-03, ...,
1.86333470e-02, 4.31480780e-02, 7.43935555e-02],
[ 3.27851102e-02, 3.89032215e-02, 8.20118375e-03, ...,
-2.38847900e-02, 5.90729015e-03, 4.76649068e-02],
[ 2.60494202e-02, 7.29311183e-02, 3.13013159e-02, ...,
-7.60764182e-02, -5.56059703e-02, 8.65518861e-03],
...,
[ -7.07777857e-04, -1.46697024e-02, -2.54377946e-02, ...,
-1.00886956e-01, -1.21036440e-01, -1.69898137e-01],
[ -1.00166481e-02, -3.02505810e-02, -4.70307171e-02, ...,
-1.57571673e-01, -1.38721570e-01, -1.80159301e-01],
[ -2.46367864e-02, -1.53715713e-02, -5.16350986e-03, ...,
-1.95207357e-01, -1.84426844e-01, -1.59064710e-01]],
[[ 6.64854497e-02, 4.81156409e-02, 3.71124856e-02, ...,
1.85027663e-02, 2.95593664e-02, 4.90388311e-02],
[ 6.56740740e-02, 5.03601395e-02, 1.68007500e-02, ...,
-1.98468678e-02, 3.32224416e-03, 3.25631090e-02],
[ 4.51890789e-02, 4.81951311e-02, 2.22680382e-02, ...,
-4.60332744e-02, -4.15114313e-02, 9.29516461e-03],
...,
[ 1.22183177e-04, -3.48136164e-02, -5.79939969e-02, ...,
-7.81967714e-02, -7.54225552e-02, -1.16606444e-01],
[ 3.18610668e-03, -3.51969339e-02, -5.83738312e-02, ...,
-1.14880823e-01, -1.02182761e-01, -1.19756319e-01],
[ -1.03277038e-03, -3.63370869e-03, -1.22440560e-02, ...,
-1.35148510e-01, -1.27715200e-01, -1.04806826e-01]],
[[ 2.75636408e-02, 1.83153208e-02, 1.60545707e-02, ...,
1.23457275e-02, 1.24166338e-02, 1.40571324e-02],
[ 2.78437976e-02, 1.89087000e-02, 6.59686560e-03, ...,
-1.10016456e-02, 2.00681407e-05, 9.84939281e-03],
[ 1.89709738e-02, 1.06004421e-02, 9.75085702e-03, ...,
-1.06597655e-02, -1.75872762e-02, 5.33819478e-03],
...,
[ 9.93650500e-03, -2.03761142e-02, -3.13249156e-02, ...,
-1.74394473e-02, -1.15881469e-02, -3.47970612e-02],
[ 1.21537466e-02, -1.97824594e-02, -2.86901556e-02, ...,
-2.90810000e-02, -2.81885508e-02, -3.44720893e-02],
[ 1.25990268e-02, 9.37922113e-03, 8.64845875e-04, ...,
-4.81767468e-02, -3.99086885e-02, -2.80096699e-02]]]], 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: 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)
<xarray.DataArray u'pressure' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 99989.1328125 , 99989.0859375 , 99992.34375 , ...,
100386.71875 , 100392.7734375 , 100400.84375 ],
[ 99989.65625 , 99990.6484375 , 99992.34375 , ...,
100395.8203125 , 100402.3046875 , 100408.2109375 ],
[ 99986.1484375 , 99989.953125 , 99991.921875 , ...,
100402.75 , 100409.640625 , 100415.6953125 ],
...,
[ 100296.453125 , 100303.8671875 , 100313.734375 , ...,
100388.1953125 , 100377.296875 , 100366.78125 ],
[ 100297.59375 , 100302.3828125 , 100307.453125 , ...,
100386.5859375 , 100376.640625 , 100371.0625 ],
[ 100297.1328125 , 100305.7109375 , 100310.2890625 , ...,
100382.28125 , 100373.8515625 , 100370.3828125 ]],
[[ 99167.8984375 , 99168.1953125 , 99169.2265625 , ...,
99563.9140625 , 99571.1953125 , 99577.421875 ],
[ 99165.9375 , 99167.6796875 , 99169.7265625 , ...,
99572.40625 , 99578.0625 , 99583.9140625 ],
[ 99164.6640625 , 99166.71875 , 99169.15625 , ...,
99579. , 99584.8515625 , 99590.3046875 ],
...,
[ 99469.2421875 , 99472.875 , 99482.4453125 , ...,
99563.3515625 , 99552.421875 , 99544.078125 ],
[ 99473.6015625 , 99478.0546875 , 99484.265625 , ...,
99562.1796875 , 99552.234375 , 99544.4140625 ],
[ 99478.3359375 , 99482.4609375 , 99486.7421875 , ...,
99558.25 , 99550.1015625 , 99545.640625 ]],
[[ 98055.9140625 , 98056.0390625 , 98055.8125 , ...,
98450.8359375 , 98456.671875 , 98462.4296875 ],
[ 98053.796875 , 98055.2890625 , 98056.3203125 , ...,
98457.625 , 98463.7734375 , 98470.96875 ],
[ 98052.15625 , 98053.59375 , 98056.78125 , ...,
98464.34375 , 98472.171875 , 98477.796875 ],
...,
[ 98355.296875 , 98360.5625 , 98369.171875 , ...,
98448.75 , 98436.1875 , 98428.9140625 ],
[ 98359.8359375 , 98364.1953125 , 98368.625 , ...,
98447.6640625 , 98437.4140625 , 98430.859375 ],
[ 98363.34375 , 98368.6953125 , 98372.8671875 , ...,
98443.71875 , 98433.9921875 , 98430.5703125 ]],
...,
[[ 7504.03613281, 7504.03613281, 7504.08398438, ...,
7514.49707031, 7514.58398438, 7514.72363281],
[ 7504.00878906, 7504.08105469, 7504.17578125, ...,
7514.65625 , 7514.75976562, 7514.87255859],
[ 7504.02050781, 7504.12890625, 7504.24023438, ...,
7514.80664062, 7514.92236328, 7515.04541016],
...,
[ 7516.28271484, 7516.33105469, 7516.39892578, ...,
7514.48779297, 7513.68945312, 7512.93164062],
[ 7516.46923828, 7516.52734375, 7516.58691406, ...,
7515.09423828, 7514.82763672, 7514.6953125 ],
[ 7516.63818359, 7516.72753906, 7516.78564453, ...,
7514.9921875 , 7514.79589844, 7514.72851562]],
[[ 6387.20263672, 6387.19189453, 6387.21191406, ...,
6392.99072266, 6393.07128906, 6393.10791016],
[ 6387.171875 , 6387.23388672, 6387.27197266, ...,
6393.08447266, 6393.15673828, 6393.22265625],
[ 6387.19140625, 6387.25390625, 6387.35449219, ...,
6393.17041016, 6393.25292969, 6393.30273438],
...,
[ 6393.99658203, 6394.02441406, 6394.05712891, ...,
6393.4140625 , 6393.06298828, 6392.63378906],
[ 6394.10253906, 6394.13085938, 6394.16113281, ...,
6393.31201172, 6393.18164062, 6393.12939453],
[ 6394.20458984, 6394.23291016, 6394.24853516, ...,
6393.26269531, 6393.17773438, 6393.15625 ]],
[[ 5436.89990234, 5436.89355469, 5436.90576172, ...,
5438.71386719, 5438.73193359, 5438.19970703],
[ 5436.87548828, 5436.89111328, 5436.89746094, ...,
5438.73144531, 5438.75830078, 5438.18066406],
[ 5436.90673828, 5436.90234375, 5436.90380859, ...,
5438.77294922, 5438.79785156, 5438.20751953],
...,
[ 5438.99707031, 5439.02490234, 5439.04052734, ...,
5439.31689453, 5439.73144531, 5440.25 ],
[ 5439.03173828, 5439.06494141, 5439.07958984, ...,
5438.82226562, 5438.7734375 , 5438.74755859],
[ 5439.06445312, 5439.10107422, 5439.09912109, ...,
5438.81494141, 5438.77539062, 5438.75390625]]],
[[[ 99963.859375 , 99956.3671875 , 99949.7578125 , ...,
100311.8359375 , 100318.453125 , 100325.2890625 ],
[ 99955.6171875 , 99948.0625 , 99939.8671875 , ...,
100298.09375 , 100303.578125 , 100316.8359375 ],
[ 99947.28125 , 99938.6328125 , 99931.7578125 , ...,
100286.09375 , 100293.875 , 100304.4609375 ],
...,
[ 100387.421875 , 100379.421875 , 100380.71875 , ...,
100340.5 , 100341.8828125 , 100353.421875 ],
[ 100400.7578125 , 100398.53125 , 100399.359375 , ...,
100358.578125 , 100363.53125 , 100376.046875 ],
[ 100416.3984375 , 100418.890625 , 100421.140625 , ...,
100377.3359375 , 100385.9140625 , 100401.5234375 ]],
[[ 99146.90625 , 99139.34375 , 99127.21875 , ...,
99485.2734375 , 99493.0859375 , 99499.8671875 ],
[ 99136.1640625 , 99123.734375 , 99119.1171875 , ...,
99470.75 , 99477.890625 , 99489.390625 ],
[ 99124.0625 , 99112.2265625 , 99109.8671875 , ...,
99462.453125 , 99469.2578125 , 99480. ],
...,
[ 99559.203125 , 99555.3828125 , 99551.3828125 , ...,
99516.953125 , 99518.765625 , 99527.2265625 ],
[ 99573.7265625 , 99570.3828125 , 99571.234375 , ...,
99534.5625 , 99538.71875 , 99552.8125 ],
[ 99588.6484375 , 99592.109375 , 99593.7421875 , ...,
99549.65625 , 99560.3125 , 99576.8671875 ]],
[[ 98031.8515625 , 98026.8125 , 98015.75 , ...,
98372.6953125 , 98378.984375 , 98385.7890625 ],
[ 98020.3359375 , 98011.1328125 , 98004.7578125 , ...,
98357.8515625 , 98364.40625 , 98377.5703125 ],
[ 98009.2734375 , 97999.8671875 , 97995.5703125 , ...,
98346.8984375 , 98354.90625 , 98369.84375 ],
...,
[ 98444.90625 , 98436.9453125 , 98436.1328125 , ...,
98400.9765625 , 98403.796875 , 98411.65625 ],
[ 98459.171875 , 98453.2890625 , 98454.375 , ...,
98417.4453125 , 98422.9453125 , 98436.328125 ],
[ 98473.734375 , 98476.15625 , 98479.1015625 , ...,
98436.140625 , 98444.6484375 , 98459.96875 ]],
...,
[[ 7502.91943359, 7504.61083984, 7503.46777344, ...,
7516.72363281, 7514.71435547, 7515.9609375 ],
[ 7504.0234375 , 7503.44238281, 7503.26953125, ...,
7512.36230469, 7512.57470703, 7513.70654297],
[ 7505.03515625, 7503.25488281, 7502.99316406, ...,
7512.10546875, 7512.3125 , 7513.77734375],
...,
[ 7517.66699219, 7517.69482422, 7517.72949219, ...,
7514.56445312, 7514.63769531, 7513.80029297],
[ 7516.08251953, 7518.23388672, 7518.2109375 , ...,
7515.04589844, 7515.23583984, 7514.7421875 ],
[ 7516.54882812, 7519.08935547, 7519.18798828, ...,
7514.37695312, 7517.01904297, 7515.40283203]],
[[ 6388.62939453, 6387.78808594, 6387.65673828, ...,
6394.03662109, 6393.046875 , 6401.82568359],
[ 6387.47265625, 6386.86425781, 6386.7734375 , ...,
6391.77197266, 6391.90234375, 6399.11914062],
[ 6385.54785156, 6386.75 , 6386.61328125, ...,
6391.61816406, 6391.73681641, 6393.8515625 ],
...,
[ 6396.08300781, 6394.77392578, 6394.77832031, ...,
6393.01171875, 6393.04589844, 6392.97119141],
[ 6396.47753906, 6395.0859375 , 6395.05615234, ...,
6393.25585938, 6393.39306641, 6393.78662109],
[ 6396.625 , 6395.52685547, 6395.11425781, ...,
6392.89306641, 6394.10595703, 6394.08886719]],
[[ 5437.45166016, 5436.85595703, 5437.84326172, ...,
5439.38867188, 5439.66503906, 5441.28466797],
[ 5437.35058594, 5436.73730469, 5436.71044922, ...,
5438.24072266, 5438.28808594, 5440.86132812],
[ 5437.42871094, 5436.69335938, 5436.66943359, ...,
5438.18896484, 5438.22265625, 5440.36621094],
...,
[ 5439.42822266, 5439.23583984, 5439.24462891, ...,
5438.67382812, 5438.69970703, 5438.16845703],
[ 5439.53173828, 5439.34472656, 5439.33447266, ...,
5438.75976562, 5438.81005859, 5438.69726562],
[ 5439.765625 , 5439.63183594, 5440.57324219, ...,
5437.73779297, 5439.01416016, 5438.9375 ]]],
[[[ 99873.453125 , 99863.859375 , 99855.7890625 , ...,
100164.25 , 100153.7578125 , 100157.75 ],
[ 99864.0625 , 99856.125 , 99847.96875 , ...,
100155.4765625 , 100164.046875 , 100165.2265625 ],
[ 99856.875 , 99848.5234375 , 99840.46875 , ...,
100150.75 , 100162.7421875 , 100164.1640625 ],
...,
[ 99955.71875 , 99957.7734375 , 99956.7734375 , ...,
100145.1953125 , 100119.078125 , 100107.46875 ],
[ 99962.1953125 , 99957.9453125 , 99959.1484375 , ...,
100161.125 , 100137.75 , 100123.5234375 ],
[ 99971.0546875 , 99965.7578125 , 99963.4453125 , ...,
100180.1015625 , 100158.7890625 , 100146.7578125 ]],
[[ 99047.3515625 , 99041.71875 , 99032.234375 , ...,
99334.3984375 , 99330.75 , 99333.5546875 ],
[ 99042.140625 , 99032.5078125 , 99024.7109375 , ...,
99333.1484375 , 99340.484375 , 99342.015625 ],
[ 99035.4765625 , 99025.546875 , 99019.4765625 , ...,
99330.0859375 , 99339.1953125 , 99343.21875 ],
...,
[ 99121.6484375 , 99130.7578125 , 99133.0546875 , ...,
99324.5 , 99300.6953125 , 99286.234375 ],
[ 99136.2421875 , 99136.3203125 , 99136.7421875 , ...,
99340.8828125 , 99317.0546875 , 99301.75 ],
[ 99142.5234375 , 99142.1875 , 99141.0234375 , ...,
99359.2734375 , 99339.390625 , 99333.125 ]],
[[ 97942.1953125 , 97934.6171875 , 97927.421875 , ...,
98209.390625 , 98217.7578125 , 98219.1796875 ],
[ 97935.78125 , 97926.6796875 , 97918.5234375 , ...,
98218.765625 , 98227.2421875 , 98228.0859375 ],
[ 97927.9609375 , 97917.8828125 , 97910.5078125 , ...,
98215.09375 , 98223.8828125 , 98228.1015625 ],
...,
[ 98006.09375 , 98010.7734375 , 98016.6796875 , ...,
98210.265625 , 98185.65625 , 98172.515625 ],
[ 98024.8359375 , 98023.734375 , 98023.25 , ...,
98225.0234375 , 98201.171875 , 98187.203125 ],
[ 98031.9140625 , 98029.4296875 , 98027.546875 , ...,
98254.4296875 , 98216.375 , 98178.7890625 ]],
...,
[[ 7503.12939453, 7502.25537109, 7502.09326172, ...,
7513.44921875, 7512.84814453, 7511.93310547],
[ 7502.72998047, 7502.1171875 , 7501.93457031, ...,
7515.06445312, 7515.42138672, 7514.140625 ],
[ 7502.38964844, 7501.96777344, 7501.76611328, ...,
7514.63623047, 7515.96679688, 7515.48388672],
...,
[ 7506.51269531, 7507.59521484, 7507.96289062, ...,
7507.80908203, 7507.52832031, 7507.984375 ],
[ 7507.23681641, 7507.86523438, 7507.890625 , ...,
7509.04150391, 7508.99072266, 7509.37255859],
[ 7507.54833984, 7508.02880859, 7507.99267578, ...,
7511.01367188, 7510.39453125, 7510.41259766]],
[[ 6386.61181641, 6386.22265625, 6385.60302734, ...,
6391.66064453, 6392.96337891, 6393.68212891],
[ 6386.83300781, 6386.14648438, 6385.46923828, ...,
6394.27880859, 6394.92773438, 6394.15966797],
[ 6386.77197266, 6386.06542969, 6385.48681641, ...,
6394.23974609, 6395.2421875 , 6394.69775391],
...,
[ 6389.16845703, 6389.24169922, 6389.25878906, ...,
6389.68066406, 6389.48925781, 6389.8125 ],
[ 6389.25341797, 6389.32275391, 6389.31103516, ...,
6390.16699219, 6390.30615234, 6390.47119141],
[ 6390.86376953, 6389.39208984, 6389.37109375, ...,
6390.48535156, 6391.23632812, 6388.22460938]],
[[ 5436.31298828, 5436.51269531, 5435.89355469, ...,
5438.13916016, 5438.01220703, 5436.69091797],
[ 5436.04394531, 5436.49023438, 5435.81494141, ...,
5438.89794922, 5439.24121094, 5438.96533203],
[ 5435.96679688, 5436.46240234, 5435.90429688, ...,
5438.96484375, 5439.20605469, 5438.93457031],
...,
[ 5438.80322266, 5437.47167969, 5437.48339844, ...,
5437.87646484, 5437.79492188, 5437.83056641],
[ 5439.03759766, 5437.48535156, 5437.49804688, ...,
5437.96289062, 5438.04394531, 5437.9375 ],
[ 5439.64501953, 5437.13037109, 5437.50146484, ...,
5439.79345703, 5438.51611328, 5438.80761719]]],
...,
[[[ 99879.75 , 99881.3046875 , 99861.4140625 , ...,
100000.703125 , 99871.875 , 99714.9453125 ],
[ 99869.8125 , 99864.578125 , 99856.6171875 , ...,
100046.171875 , 99956.484375 , 99817.765625 ],
[ 99855.9140625 , 99852.03125 , 99846.828125 , ...,
100068.78125 , 100020.328125 , 99921.3125 ],
...,
[ 100007.5546875 , 100002.75 , 99996.3203125 , ...,
100207.140625 , 100227.3203125 , 100242.125 ],
[ 100008.7109375 , 100003.1015625 , 99997.515625 , ...,
100173.9296875 , 100193.765625 , 100212.3359375 ],
[ 100005.21875 , 100012.3125 , 100007.125 , ...,
100115.015625 , 100143.578125 , 100175.9921875 ]],
[[ 99058.53125 , 99059.0546875 , 99039.2109375 , ...,
99179.2265625 , 99053.3046875 , 98891.65625 ],
[ 99048.5703125 , 99043.15625 , 99034.7734375 , ...,
99222.03125 , 99135.6875 , 98997.328125 ],
[ 99034.8828125 , 99030.859375 , 99025.3828125 , ...,
99249.7890625 , 99196.1015625 , 99102.4140625 ],
...,
[ 99190.3125 , 99184.15625 , 99179.8125 , ...,
99383.9765625 , 99405.0703125 , 99419.46875 ],
[ 99189.5703125 , 99184.6953125 , 99179.0078125 , ...,
99353.4296875 , 99372.3125 , 99391.25 ],
[ 99180.984375 , 99185.7109375 , 99182.9296875 , ...,
99293.8671875 , 99331.375 , 99361.25 ]],
[[ 97946.2890625 , 97950.390625 , 97929.7890625 , ...,
98068.4375 , 97942.515625 , 97787.7578125 ],
[ 97938.8515625 , 97933.5859375 , 97924.3203125 , ...,
98110.625 , 98026.21875 , 97890.3515625 ],
[ 97925.265625 , 97921.421875 , 97914.8359375 , ...,
98135.8359375 , 98087.1015625 , 97992.1953125 ],
...,
[ 98078.765625 , 98075.6796875 , 98069.1953125 , ...,
98274.3984375 , 98291.8359375 , 98306.4921875 ],
[ 98077.9609375 , 98076.0546875 , 98068.9921875 , ...,
98241.3984375 , 98261.765625 , 98278.765625 ],
[ 98069.1640625 , 98076.375 , 98071.703125 , ...,
98185.90625 , 98215.109375 , 98242.5 ]],
...,
[[ 7501.13720703, 7501.71533203, 7501.56494141, ...,
7504.76806641, 7500.89746094, 7496.73779297],
[ 7501.18945312, 7501.91503906, 7501.7734375 , ...,
7506.26757812, 7504.50341797, 7500.85351562],
[ 7498.20703125, 7500.98144531, 7501.70947266, ...,
7507.55078125, 7506.43896484, 7503.93701172],
...,
[ 7508.91210938, 7508.60888672, 7508.03222656, ...,
7510.36572266, 7509.45361328, 7511.55712891],
[ 7508.97363281, 7508.70556641, 7508.46435547, ...,
7508.68847656, 7510.77978516, 7512.15136719],
[ 7508.66210938, 7509.60839844, 7509.12792969, ...,
7502.40820312, 7507.01074219, 7522.25976562]],
[[ 6387.76416016, 6391.39941406, 6391.02148438, ...,
6385.78466797, 6385.67529297, 6386.61523438],
[ 6385.14404297, 6386.04394531, 6384.72900391, ...,
6389.20751953, 6388.51171875, 6386.40917969],
[ 6385.37939453, 6385.85546875, 6384.78173828, ...,
6390.07226562, 6389.78271484, 6388.29003906],
...,
[ 6391.44189453, 6389.73925781, 6389.30371094, ...,
6391.46582031, 6390.75244141, 6391.84033203],
[ 6391.74804688, 6389.79882812, 6389.65820312, ...,
6391.12451172, 6391.23486328, 6391.49121094],
[ 6391.45947266, 6394.13574219, 6386.76367188, ...,
6399.31054688, 6387.69433594, 6383.24560547]],
[[ 5437.34033203, 5436.41015625, 5437.28320312, ...,
5438.41845703, 5436.08642578, 5434.765625 ],
[ 5437.40917969, 5436.45458984, 5437.45751953, ...,
5437.29345703, 5437.29248047, 5436.72070312],
[ 5437.50878906, 5436.27783203, 5437.20703125, ...,
5437.54003906, 5437.55810547, 5437.1953125 ],
...,
[ 5437.66796875, 5437.63916016, 5440.38867188, ...,
5438.11230469, 5437.93164062, 5438.37451172],
[ 5437.26025391, 5437.67285156, 5440.85107422, ...,
5438.31054688, 5438.02246094, 5438.18945312],
[ 5437.19042969, 5435.44140625, 5440.39794922, ...,
5440.34179688, 5440.91259766, 5438.91650391]]],
[[[ 99674.859375 , 99670.578125 , 99632.2265625 , ...,
100006.546875 , 100025.8671875 , 100033.453125 ],
[ 99655.609375 , 99645.609375 , 99636.8515625 , ...,
100007.1640625 , 100014.9375 , 100024.53125 ],
[ 99649.5 , 99639.75 , 99630.4453125 , ...,
100000.203125 , 100005.4140625 , 100014.671875 ],
...,
[ 99758.0078125 , 99758.7734375 , 99754.046875 , ...,
99875.78125 , 99906.1796875 , 99954.9375 ],
[ 99741.0625 , 99742.875 , 99741.4609375 , ...,
99811.828125 , 99836.9375 , 99885.9609375 ],
[ 99715.515625 , 99722.328125 , 99718.9140625 , ...,
99728.8671875 , 99754.765625 , 99808.3203125 ]],
[[ 98855.390625 , 98853.484375 , 98813.09375 , ...,
99181.78125 , 99205.6875 , 99210.34375 ],
[ 98834.3125 , 98828.0546875 , 98817.5234375 , ...,
99186.671875 , 99193.8984375 , 99203.9453125 ],
[ 98826.5390625 , 98819.4609375 , 98810.8203125 , ...,
99178.7890625 , 99183.4609375 , 99194.1484375 ],
...,
[ 98940.140625 , 98941.2734375 , 98937.953125 , ...,
99056.515625 , 99085.8828125 , 99135.0390625 ],
[ 98925.578125 , 98924.9453125 , 98924.3125 , ...,
98993.5078125 , 99020.421875 , 99067.2265625 ],
[ 98901.0234375 , 98905.203125 , 98900.7265625 , ...,
98906.9140625 , 98923.9296875 , 98986.7890625 ]],
[[ 97747.9453125 , 97745.9140625 , 97703.421875 , ...,
98073.90625 , 98093.2421875 , 98098.8828125 ],
[ 97724.3515625 , 97717.8515625 , 97709.1796875 , ...,
98075.109375 , 98081.5625 , 98091.4375 ],
[ 97719.5859375 , 97711.2578125 , 97701.6171875 , ...,
98066. , 98071.953125 , 98079.40625 ],
...,
[ 97835.8359375 , 97835.4765625 , 97832.3671875 , ...,
97951.7109375 , 97980.484375 , 98025.4609375 ],
[ 97820.1953125 , 97821.4296875 , 97819.1875 , ...,
97888.5078125 , 97914.2890625 , 97958.5078125 ],
[ 97793.8984375 , 97795.3671875 , 97797.3125 , ...,
97809.9453125 , 97838.9375 , 97879.5859375 ]],
...,
[[ 7497.29345703, 7497.87695312, 7497.35839844, ...,
7503.82617188, 7505.23486328, 7505.10546875],
[ 7497.93115234, 7497.28076172, 7496.98486328, ...,
7504.46630859, 7504.76123047, 7503.24707031],
[ 7498.90673828, 7497.07421875, 7496.66845703, ...,
7504.28125 , 7504.45361328, 7502.58789062],
...,
[ 7499.88867188, 7501.68945312, 7501.6328125 , ...,
7501.71679688, 7502.50537109, 7499.07666016],
[ 7502.95019531, 7501.32519531, 7501.2890625 , ...,
7499.90283203, 7500.70361328, 7503.4765625 ],
[ 7495.92773438, 7508.64306641, 7503.51269531, ...,
7498.20166016, 7500.74853516, 7498.98681641]],
[[ 6384.36083984, 6383.46533203, 6382.54199219, ...,
6388.17333984, 6387.89453125, 6388.11083984],
[ 6383.93017578, 6383.48632812, 6383.31835938, ...,
6387.39892578, 6387.57666016, 6389.69482422],
[ 6382.83544922, 6383.36962891, 6383.15527344, ...,
6387.30078125, 6387.39892578, 6391.25341797],
...,
[ 6381.16015625, 6385.89941406, 6385.90527344, ...,
6385.91943359, 6386.32763672, 6378.89599609],
[ 6380.94628906, 6385.66162109, 6385.72412109, ...,
6384.88330078, 6385.35791016, 6384.7890625 ],
[ 6382.48974609, 6378.10449219, 6391.07666016, ...,
6382.45800781, 6384.02197266, 6383.69677734]],
[[ 5435.62207031, 5436.59765625, 5436.99316406, ...,
5439.89453125, 5436.97753906, 5437.15576172],
[ 5435.94335938, 5435.62744141, 5435.58544922, ...,
5436.87060547, 5436.94287109, 5436.99316406],
[ 5435.82470703, 5435.59716797, 5435.53466797, ...,
5436.84570312, 5436.87841797, 5436.78076172],
...,
[ 5438.42773438, 5436.46679688, 5436.47460938, ...,
5436.45654297, 5436.59765625, 5438.29931641],
[ 5438.45458984, 5436.36181641, 5436.37548828, ...,
5436.10449219, 5436.28320312, 5439.11523438],
[ 5440.84033203, 5429.57861328, 5435.65283203, ...,
5434.74707031, 5435.99609375, 5437.94873047]]],
[[[ 99568.2421875 , 99567.34375 , 99563.8515625 , ...,
99896.5859375 , 99901.5546875 , 99911.25 ],
[ 99555.9609375 , 99561.0078125 , 99557.828125 , ...,
99887.59375 , 99899.8359375 , 99906.53125 ],
[ 99548.71875 , 99553.0703125 , 99550.9453125 , ...,
99879.5625 , 99893.28125 , 99905.75 ],
...,
[ 99476.8359375 , 99488.140625 , 99505.25 , ...,
99566.7734375 , 99544.25 , 99528.9609375 ],
[ 99412.640625 , 99426.7734375 , 99450.671875 , ...,
99537.703125 , 99510.0703125 , 99486.6875 ],
[ 99344.21875 , 99360.453125 , 99377.6953125 , ...,
99525.0078125 , 99492.5546875 , 99492.4921875 ]],
[[ 98747.546875 , 98750.296875 , 98745.6640625 , ...,
99074.671875 , 99082.578125 , 99088.046875 ],
[ 98737.828125 , 98742.5 , 98737.6328125 , ...,
99067.703125 , 99078.84375 , 99086.8828125 ],
[ 98730.8046875 , 98733.84375 , 98731.921875 , ...,
99057.640625 , 99072.328125 , 99081.109375 ],
...,
[ 98662.4375 , 98670.8984375 , 98687.8984375 , ...,
98749.7421875 , 98726.1796875 , 98712.984375 ],
[ 98599.40625 , 98609.8046875 , 98631.46875 , ...,
98722.2734375 , 98695.046875 , 98672.78125 ],
[ 98530.78125 , 98543.4921875 , 98566.8984375 , ...,
98707.9453125 , 98689.7734375 , 98684.6953125 ]],
[[ 97641.1640625 , 97640.6015625 , 97636.6484375 , ...,
97961.6328125 , 97972.71875 , 97978.671875 ],
[ 97628.765625 , 97633.875 , 97630.4921875 , ...,
97955.515625 , 97968.6875 , 97975.25 ],
[ 97620.109375 , 97625.640625 , 97623.78125 , ...,
97946.921875 , 97960.796875 , 97970.703125 ],
...,
[ 97558.15625 , 97568.390625 , 97585.359375 , ...,
97644.796875 , 97623.25 , 97602.09375 ],
[ 97493.9140625 , 97507.4921875 , 97529.140625 , ...,
97615.359375 , 97590.7265625 , 97568.7109375 ],
[ 97425.6015625 , 97439.3125 , 97466.0625 , ...,
97598.3046875 , 97615.0390625 , 97596.7265625 ]],
...,
[[ 7498.15039062, 7495.81005859, 7493.03320312, ...,
7501.46337891, 7502.18408203, 7504.28808594],
[ 7494.73193359, 7495.53613281, 7495.43164062, ...,
7502.22900391, 7502.48583984, 7502.85693359],
[ 7492.10253906, 7495.26611328, 7495.2109375 , ...,
7501.97460938, 7502.37695312, 7502.30615234],
...,
[ 7491.35742188, 7494.66064453, 7495.20361328, ...,
7492.98046875, 7492.39257812, 7494.96289062],
[ 7487.78710938, 7493.03417969, 7493.64404297, ...,
7492.24414062, 7491.53710938, 7491.59765625],
[ 7487.49609375, 7492.25146484, 7491.00976562, ...,
7494.84765625, 7494.64111328, 7487.58544922]],
[[ 6384.38916016, 6382.83398438, 6383.15917969, ...,
6389.7578125 , 6386.46337891, 6393.12841797],
[ 6382.81640625, 6382.52734375, 6382.43164062, ...,
6386.17041016, 6386.28808594, 6393.72021484],
[ 6389.28173828, 6382.39257812, 6382.34179688, ...,
6386.01708984, 6386.22216797, 6392. ],
...,
[ 6384.92041016, 6382.05566406, 6382.36083984, ...,
6381.06787109, 6380.73535156, 6377.99560547],
[ 6384.05957031, 6381.14746094, 6381.45068359, ...,
6380.625 , 6380.25927734, 6380.17529297],
[ 6382.03027344, 6379.16601562, 6380.23144531, ...,
6381.58105469, 6381.67724609, 6380.98730469]],
[[ 5435.32470703, 5436.37646484, 5433.65087891, ...,
5435.81640625, 5436.59863281, 5436.67089844],
[ 5435.80419922, 5435.328125 , 5435.29785156, ...,
5436.48632812, 5436.53076172, 5435.71875 ],
[ 5435.90820312, 5435.30419922, 5435.26904297, ...,
5436.43994141, 5436.50732422, 5434.45996094],
...,
[ 5435.32910156, 5435.22949219, 5435.32128906, ...,
5434.93945312, 5434.84863281, 5437.09716797],
[ 5435.03417969, 5434.94433594, 5435.04248047, ...,
5434.76708984, 5434.65820312, 5434.58056641],
[ 5434.45263672, 5434.69042969, 5436.19482422, ...,
5431.27197266, 5432.68896484, 5434.86376953]]]], 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: 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)
<xarray.DataArray u'pressure' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 999.89129639, 999.89080811, 999.92340088, ...,
1003.8671875 , 1003.92773438, 1004.00842285],
[ 999.89654541, 999.90643311, 999.92340088, ...,
1003.95819092, 1004.02301025, 1004.08209229],
[ 999.8614502 , 999.89953613, 999.91918945, ...,
1004.02746582, 1004.09637451, 1004.15692139],
...,
[ 1002.96453857, 1003.03863525, 1003.1373291 , ...,
1003.88195801, 1003.77294922, 1003.66778564],
[ 1002.97589111, 1003.02380371, 1003.07452393, ...,
1003.86584473, 1003.76635742, 1003.71063232],
[ 1002.97131348, 1003.05706787, 1003.10284424, ...,
1003.82281494, 1003.73846436, 1003.70379639]],
[[ 991.67895508, 991.6819458 , 991.69226074, ...,
995.63909912, 995.71191406, 995.77416992],
[ 991.65936279, 991.67675781, 991.69726562, ...,
995.72406006, 995.78057861, 995.83911133],
[ 991.64660645, 991.66717529, 991.69152832, ...,
995.78997803, 995.84851074, 995.90301514],
...,
[ 994.69238281, 994.72869873, 994.82440186, ...,
995.63348389, 995.52416992, 995.44073486],
[ 994.73602295, 994.78051758, 994.84265137, ...,
995.62176514, 995.52233887, 995.4440918 ],
[ 994.7833252 , 994.82458496, 994.86737061, ...,
995.5824585 , 995.50097656, 995.45635986]],
[[ 980.55914307, 980.56036377, 980.55810547, ...,
984.50836182, 984.56671143, 984.62426758],
[ 980.53796387, 980.55285645, 980.56317139, ...,
984.57623291, 984.63769531, 984.70965576],
[ 980.52154541, 980.53588867, 980.56781006, ...,
984.64343262, 984.72167969, 984.7779541 ],
...,
[ 983.55291748, 983.60559082, 983.69171143, ...,
984.48748779, 984.36187744, 984.28912354],
[ 983.59832764, 983.64190674, 983.68621826, ...,
984.47662354, 984.37414551, 984.30859375],
[ 983.63342285, 983.68695068, 983.7286377 , ...,
984.43719482, 984.33990479, 984.30566406]],
...,
[[ 75.0403595 , 75.0403595 , 75.04084015, ...,
75.14496613, 75.14583588, 75.14723206],
[ 75.04008484, 75.04080963, 75.04175568, ...,
75.14656067, 75.14759827, 75.14872742],
[ 75.04020691, 75.04129028, 75.04240417, ...,
75.14806366, 75.14922333, 75.15045166],
...,
[ 75.16282654, 75.16330719, 75.16398621, ...,
75.14487457, 75.13689423, 75.12931824],
[ 75.16468811, 75.16526794, 75.16587067, ...,
75.15093994, 75.14827728, 75.14694977],
[ 75.16638184, 75.16727448, 75.16785431, ...,
75.1499176 , 75.14795685, 75.14728546]],
[[ 63.87202454, 63.87191772, 63.87211609, ...,
63.92990494, 63.93070984, 63.93107605],
[ 63.87171555, 63.87233734, 63.87271881, ...,
63.93084335, 63.93156433, 63.93222427],
[ 63.87191391, 63.87253952, 63.87354279, ...,
63.93170166, 63.93252945, 63.93302536],
...,
[ 63.93996429, 63.94024277, 63.94057083, ...,
63.93413925, 63.93062973, 63.9263382 ],
[ 63.94102478, 63.94130707, 63.94160843, ...,
63.93311691, 63.9318161 , 63.93129349],
[ 63.9420433 , 63.94232941, 63.94248581, ...,
63.93262482, 63.93177414, 63.93156052]],
[[ 54.36899948, 54.36893463, 54.3690567 , ...,
54.38713837, 54.38731766, 54.38199615],
[ 54.36875534, 54.36891174, 54.36897278, ...,
54.38731384, 54.38758087, 54.38180542],
[ 54.36906433, 54.36902237, 54.36903763, ...,
54.38772964, 54.3879776 , 54.38207245],
...,
[ 54.38996887, 54.39024734, 54.39040375, ...,
54.3931694 , 54.39731216, 54.40250015],
[ 54.39031601, 54.39064789, 54.39079285, ...,
54.38822174, 54.38773346, 54.38747406],
[ 54.39064407, 54.39101028, 54.39099121, ...,
54.38814926, 54.38775253, 54.38753891]]],
[[[ 999.6385498 , 999.56365967, 999.49755859, ...,
1003.11834717, 1003.18450928, 1003.25286865],
[ 999.55615234, 999.48059082, 999.39862061, ...,
1002.980896 , 1003.0357666 , 1003.16833496],
[ 999.47277832, 999.3862915 , 999.31756592, ...,
1002.86090088, 1002.9387207 , 1003.0446167 ],
...,
[ 1003.87420654, 1003.79418945, 1003.80718994, ...,
1003.40496826, 1003.41882324, 1003.53417969],
[ 1004.00756836, 1003.98529053, 1003.99359131, ...,
1003.58575439, 1003.63531494, 1003.76043701],
[ 1004.16394043, 1004.18890381, 1004.21136475, ...,
1003.77331543, 1003.85913086, 1004.01519775]],
[[ 991.46905518, 991.39343262, 991.27215576, ...,
994.85272217, 994.93084717, 994.99865723],
[ 991.3616333 , 991.23730469, 991.19116211, ...,
994.7074585 , 994.77886963, 994.89385986],
[ 991.24060059, 991.12225342, 991.09863281, ...,
994.62451172, 994.69256592, 994.79998779],
...,
[ 995.59197998, 995.55383301, 995.51379395, ...,
995.16949463, 995.18762207, 995.2722168 ],
[ 995.73724365, 995.70379639, 995.71234131, ...,
995.34558105, 995.387146 , 995.52807617],
[ 995.88647461, 995.92108154, 995.93737793, ...,
995.496521 , 995.60308838, 995.76867676]],
[[ 980.31848145, 980.26812744, 980.1574707 , ...,
983.72692871, 983.78979492, 983.85784912],
[ 980.20330811, 980.11132812, 980.04754639, ...,
983.57849121, 983.64404297, 983.7756958 ],
[ 980.0927124 , 979.99865723, 979.95568848, ...,
983.46893311, 983.54901123, 983.69842529],
...,
[ 984.44903564, 984.3694458 , 984.36132812, ...,
984.00976562, 984.03796387, 984.11651611],
[ 984.5916748 , 984.53289795, 984.54370117, ...,
984.17443848, 984.22943115, 984.36328125],
[ 984.73730469, 984.76153564, 984.79101562, ...,
984.36138916, 984.44647217, 984.59967041]],
...,
[[ 75.02919006, 75.04610443, 75.0346756 , ...,
75.16723633, 75.1471405 , 75.15960693],
[ 75.0402298 , 75.03442383, 75.03269196, ...,
75.12361908, 75.12574768, 75.13706207],
[ 75.05034637, 75.032547 , 75.02993011, ...,
75.1210556 , 75.12312317, 75.13777161],
...,
[ 75.17666626, 75.17694855, 75.17729187, ...,
75.14564514, 75.14637756, 75.13800049],
[ 75.16082001, 75.1823349 , 75.18210602, ...,
75.15045929, 75.15235901, 75.14742279],
[ 75.1654892 , 75.19089508, 75.19187927, ...,
75.14376831, 75.1701889 , 75.15402985]],
[[ 63.8862915 , 63.8778801 , 63.87656784, ...,
63.94036484, 63.9304657 , 64.01825714],
[ 63.87472534, 63.8686409 , 63.867733 , ...,
63.91771698, 63.91902161, 63.99119186],
[ 63.85547638, 63.86750031, 63.86613083, ...,
63.91617966, 63.91736603, 63.93851471],
...,
[ 63.96082687, 63.94773865, 63.94778061, ...,
63.93011475, 63.93045807, 63.92971039],
[ 63.96477509, 63.95085907, 63.95056152, ...,
63.93255615, 63.93392944, 63.93786621],
[ 63.96624756, 63.95526886, 63.95114136, ...,
63.92892838, 63.94105911, 63.94088745]],
[[ 54.37451553, 54.36855698, 54.37843323, ...,
54.39388657, 54.39664841, 54.41284561],
[ 54.37350464, 54.36737061, 54.36710358, ...,
54.38240433, 54.38288116, 54.4086113 ],
[ 54.37428665, 54.36693192, 54.36669159, ...,
54.38188934, 54.38222504, 54.40365982],
...,
[ 54.39427948, 54.39235687, 54.39244461, ...,
54.38673782, 54.38699722, 54.38168335],
[ 54.39531708, 54.39344788, 54.39334488, ...,
54.38759613, 54.38809967, 54.38697052],
[ 54.39765549, 54.39631653, 54.4057312 , ...,
54.37737656, 54.39014053, 54.38937378]]],
[[[ 998.73449707, 998.6385498 , 998.55786133, ...,
1001.64245605, 1001.53753662, 1001.57745361],
[ 998.640625 , 998.56121826, 998.47967529, ...,
1001.55474854, 1001.64044189, 1001.65222168],
[ 998.56872559, 998.48522949, 998.40466309, ...,
1001.50750732, 1001.62738037, 1001.64160156],
...,
[ 999.55718994, 999.57769775, 999.56768799, ...,
1001.4519043 , 1001.19073486, 1001.074646 ],
[ 999.62194824, 999.57940674, 999.5914917 , ...,
1001.61120605, 1001.37750244, 1001.23522949],
[ 999.71051025, 999.65753174, 999.63446045, ...,
1001.80096436, 1001.58789062, 1001.4675293 ]],
[[ 990.47351074, 990.41717529, 990.32232666, ...,
993.34393311, 993.30749512, 993.33551025],
[ 990.42138672, 990.32507324, 990.24707031, ...,
993.33148193, 993.40484619, 993.42010498],
[ 990.35473633, 990.25543213, 990.19476318, ...,
993.30084229, 993.39190674, 993.43218994],
...,
[ 991.2164917 , 991.30755615, 991.33050537, ...,
993.24499512, 993.00695801, 992.86230469],
[ 991.36242676, 991.36315918, 991.36737061, ...,
993.40881348, 993.17053223, 993.01745605],
[ 991.42523193, 991.421875 , 991.41021729, ...,
993.5927124 , 993.39385986, 993.33123779]],
[[ 979.42193604, 979.34613037, 979.27416992, ...,
982.09387207, 982.17755127, 982.19177246],
[ 979.35778809, 979.26678467, 979.1852417 , ...,
982.18762207, 982.2723999 , 982.28082275],
[ 979.27960205, 979.17883301, 979.1050415 , ...,
982.15093994, 982.23883057, 982.28100586],
...,
[ 980.06091309, 980.10772705, 980.16674805, ...,
982.10266113, 981.85656738, 981.72515869],
[ 980.24835205, 980.23730469, 980.23248291, ...,
982.25018311, 982.01171875, 981.87200928],
[ 980.3190918 , 980.29425049, 980.27545166, ...,
982.54425049, 982.16375732, 981.7878418 ]],
...,
[[ 75.03129578, 75.02255249, 75.02092743, ...,
75.13449097, 75.128479 , 75.11933136],
[ 75.02729797, 75.02117157, 75.01934052, ...,
75.1506424 , 75.15421295, 75.1414032 ],
[ 75.02389526, 75.01967621, 75.01766205, ...,
75.1463623 , 75.15966797, 75.15483856],
...,
[ 75.06512451, 75.07595062, 75.07962799, ...,
75.07808685, 75.07527924, 75.07984161],
[ 75.07236481, 75.07865143, 75.0789032 , ...,
75.09041595, 75.08990479, 75.09372711],
[ 75.07548523, 75.08028412, 75.07992554, ...,
75.11013794, 75.10394287, 75.10412598]],
[[ 63.86611557, 63.86222458, 63.85602951, ...,
63.9166069 , 63.92963409, 63.93682098],
[ 63.86832809, 63.86146164, 63.85469055, ...,
63.94278717, 63.94927597, 63.94159698],
[ 63.86771774, 63.86065292, 63.85486603, ...,
63.94239426, 63.95241928, 63.94697571],
...,
[ 63.89168167, 63.89241409, 63.89258575, ...,
63.89680481, 63.89488983, 63.89812469],
[ 63.89253235, 63.89322662, 63.89310837, ...,
63.90166855, 63.90306091, 63.90470886],
[ 63.908638 , 63.8939209 , 63.89371109, ...,
63.90485382, 63.91236115, 63.88224411]],
[[ 54.36312866, 54.36512756, 54.3589325 , ...,
54.38138962, 54.38011932, 54.36690903],
[ 54.3604393 , 54.3649025 , 54.35814667, ...,
54.38897705, 54.39241028, 54.38965225],
[ 54.35966492, 54.36462402, 54.35904312, ...,
54.38964844, 54.39205933, 54.38934326],
...,
[ 54.38803101, 54.3747139 , 54.37483215, ...,
54.37876511, 54.37794876, 54.37830353],
[ 54.39037323, 54.37485123, 54.37498093, ...,
54.37962723, 54.38043976, 54.37937546],
[ 54.39645004, 54.37130356, 54.37501526, ...,
54.39793396, 54.38515854, 54.38807678]]],
...,
[[[ 998.79748535, 998.81304932, 998.61413574, ...,
1000.00701904, 998.71875 , 997.14941406],
[ 998.69812012, 998.64575195, 998.56616211, ...,
1000.46166992, 999.56481934, 998.1776123 ],
[ 998.55914307, 998.52026367, 998.46826172, ...,
1000.68780518, 1000.20324707, 999.21307373],
...,
[ 1000.07550049, 1000.02746582, 999.9631958 , ...,
1002.07141113, 1002.27319336, 1002.42120361],
[ 1000.08709717, 1000.03100586, 999.97515869, ...,
1001.73925781, 1001.93762207, 1002.12335205],
[ 1000.05218506, 1000.12310791, 1000.07122803, ...,
1001.15014648, 1001.43572998, 1001.7598877 ]],
[[ 990.58526611, 990.59051514, 990.39208984, ...,
991.79223633, 990.53302002, 988.91656494],
[ 990.48565674, 990.43151855, 990.34771729, ...,
992.22027588, 991.35687256, 989.9732666 ],
[ 990.34881592, 990.30859375, 990.25378418, ...,
992.49786377, 991.96099854, 991.02410889],
...,
[ 991.90307617, 991.84155273, 991.7980957 , ...,
993.83972168, 994.05065918, 994.19464111],
[ 991.89569092, 991.84692383, 991.79003906, ...,
993.53430176, 993.7230835 , 993.91247559],
[ 991.80981445, 991.8571167 , 991.82928467, ...,
992.93865967, 993.3137207 , 993.61248779]],
[[ 979.46289062, 979.50390625, 979.29785156, ...,
980.68432617, 979.42510986, 977.87756348],
[ 979.38848877, 979.33581543, 979.24316406, ...,
981.10620117, 980.262146 , 978.90350342],
[ 979.25262451, 979.21417236, 979.14831543, ...,
981.3583374 , 980.87097168, 979.92193604],
...,
[ 980.78765869, 980.7567749 , 980.69195557, ...,
982.74395752, 982.91833496, 983.06488037],
[ 980.77960205, 980.76049805, 980.68988037, ...,
982.41394043, 982.61761475, 982.78765869],
[ 980.69158936, 980.76373291, 980.71697998, ...,
981.85906982, 982.15106201, 982.42498779]],
...,
[[ 75.0113678 , 75.01715088, 75.01564789, ...,
75.04767609, 75.00897217, 74.96737671],
[ 75.01189423, 75.01914978, 75.01773071, ...,
75.06267548, 75.04503632, 75.00853729],
[ 74.98207092, 75.0098114 , 75.01708984, ...,
75.07550812, 75.06438446, 75.03936768],
...,
[ 75.08911896, 75.08609009, 75.08032227, ...,
75.10365295, 75.09453583, 75.11557007],
[ 75.08973694, 75.08705139, 75.0846405 , ...,
75.08688354, 75.10779572, 75.12151337],
[ 75.08661652, 75.09608459, 75.09127808, ...,
75.02407837, 75.07010651, 75.22259521]],
[[ 63.87763977, 63.91399384, 63.91021347, ...,
63.85784531, 63.85675049, 63.8661499 ],
[ 63.85144043, 63.8604393 , 63.84729004, ...,
63.89207458, 63.88511658, 63.86408997],
[ 63.8537941 , 63.85855484, 63.84781647, ...,
63.9007225 , 63.89782715, 63.88290024],
...,
[ 63.91441727, 63.89739227, 63.89303589, ...,
63.91465759, 63.90752411, 63.91840363],
[ 63.91748047, 63.89798737, 63.89657974, ...,
63.91124344, 63.91234589, 63.91490936],
[ 63.91459274, 63.94135666, 63.86763382, ...,
63.99310303, 63.87694168, 63.83245468]],
[[ 54.37340164, 54.36410141, 54.37282944, ...,
54.38418198, 54.36086273, 54.34765625],
[ 54.3740921 , 54.36454391, 54.37457275, ...,
54.37293243, 54.3729248 , 54.36720657],
[ 54.37508774, 54.36277771, 54.37207031, ...,
54.37540054, 54.37557983, 54.37195206],
...,
[ 54.37667847, 54.37638855, 54.40388489, ...,
54.38112259, 54.37931442, 54.38374329],
[ 54.37260056, 54.37672806, 54.4085083 , ...,
54.38310242, 54.38022232, 54.38189316],
[ 54.37190247, 54.35441208, 54.40397644, ...,
54.40341568, 54.40912628, 54.38916397]]],
[[[ 996.74859619, 996.70574951, 996.32226562, ...,
1000.06542969, 1000.25866699, 1000.33453369],
[ 996.55609131, 996.45605469, 996.36846924, ...,
1000.07159424, 1000.14935303, 1000.24530029],
[ 996.49499512, 996.39746094, 996.30444336, ...,
1000.00201416, 1000.05413818, 1000.14666748],
...,
[ 997.58007812, 997.58770752, 997.54046631, ...,
998.7578125 , 999.06176758, 999.54937744],
[ 997.4105835 , 997.42871094, 997.41461182, ...,
998.11828613, 998.36932373, 998.85955811],
[ 997.15515137, 997.2232666 , 997.18914795, ...,
997.28863525, 997.54760742, 998.08319092]],
[[ 988.55389404, 988.53485107, 988.13092041, ...,
991.81781006, 992.05682373, 992.10339355],
[ 988.34307861, 988.28051758, 988.17523193, ...,
991.86669922, 991.93896484, 992.03942871],
[ 988.26538086, 988.19458008, 988.1081543 , ...,
991.7878418 , 991.83459473, 991.94146729],
...,
[ 989.40136719, 989.41271973, 989.3795166 , ...,
990.56512451, 990.85882568, 991.3503418 ],
[ 989.2557373 , 989.24945068, 989.24310303, ...,
989.93505859, 990.20422363, 990.67224121],
[ 989.01019287, 989.05200195, 989.00726318, ...,
989.0690918 , 989.23925781, 989.86785889]],
[[ 977.47943115, 977.45910645, 977.03417969, ...,
980.73901367, 980.93237305, 980.98883057],
[ 977.24346924, 977.1784668 , 977.09179688, ...,
980.75109863, 980.81561279, 980.91436768],
[ 977.19586182, 977.11254883, 977.01617432, ...,
980.65997314, 980.71948242, 980.79406738],
...,
[ 978.3583374 , 978.35473633, 978.32366943, ...,
979.51708984, 979.80480957, 980.25457764],
[ 978.2019043 , 978.21429443, 978.1918335 , ...,
978.8850708 , 979.1428833 , 979.58508301],
[ 977.93896484, 977.95367432, 977.9730835 , ...,
978.09942627, 978.38934326, 978.7958374 ]],
...,
[[ 74.97293091, 74.9787674 , 74.97357941, ...,
75.03826141, 75.05234528, 75.05105591],
[ 74.97930908, 74.97280884, 74.96984863, ...,
75.04466248, 75.04760742, 75.0324707 ],
[ 74.98906708, 74.97074127, 74.96668243, ...,
75.04280853, 75.04453278, 75.02587891],
...,
[ 74.99888611, 75.01689148, 75.0163269 , ...,
75.01716614, 75.02505493, 74.99076843],
[ 75.02950287, 75.01325226, 75.01288605, ...,
74.99902344, 75.0070343 , 75.03476715],
[ 74.95927429, 75.08642578, 75.03512573, ...,
74.98201752, 75.00748444, 74.98986816]],
[[ 63.84360886, 63.83465195, 63.82542038, ...,
63.88173294, 63.8789444 , 63.88110733],
[ 63.83930206, 63.83486176, 63.83318329, ...,
63.87398911, 63.87576675, 63.89694595],
[ 63.82835388, 63.83369446, 63.8315506 , ...,
63.87300491, 63.87398911, 63.91253281],
...,
[ 63.81159973, 63.85899353, 63.85905075, ...,
63.85919189, 63.86327362, 63.7889595 ],
[ 63.80945969, 63.85661316, 63.85723877, ...,
63.84883118, 63.85357666, 63.84788895],
[ 63.82489777, 63.78104401, 63.9107666 , ...,
63.82457733, 63.84021759, 63.83696747]],
[[ 54.35622025, 54.36597443, 54.36993027, ...,
54.39894485, 54.36977386, 54.37155533],
[ 54.35943222, 54.35627365, 54.35585403, ...,
54.36870575, 54.36942673, 54.36993027],
[ 54.35824585, 54.35597229, 54.35534668, ...,
54.36845398, 54.36878204, 54.36780548],
...,
[ 54.38427734, 54.36466599, 54.36474609, ...,
54.36456299, 54.36597443, 54.38299179],
[ 54.38454437, 54.36361694, 54.36375427, ...,
54.36104202, 54.36283112, 54.39115143],
[ 54.40840149, 54.295784 , 54.35652542, ...,
54.34746933, 54.35995865, 54.37948608]]],
[[[ 995.68237305, 995.67340088, 995.63848877, ...,
998.96582031, 999.01550293, 999.11248779],
[ 995.55957031, 995.61004639, 995.57824707, ...,
998.87591553, 998.99835205, 999.06530762],
[ 995.48718262, 995.53070068, 995.50946045, ...,
998.79559326, 998.93280029, 999.05749512],
...,
[ 994.76831055, 994.88140869, 995.05249023, ...,
995.66772461, 995.44250488, 995.28961182],
[ 994.12640381, 994.2677002 , 994.50671387, ...,
995.37701416, 995.10070801, 994.86688232],
[ 993.44213867, 993.60449219, 993.7769165 , ...,
995.25006104, 994.92553711, 994.92492676]],
[[ 987.47546387, 987.50292969, 987.456604 , ...,
990.7467041 , 990.82574463, 990.88043213],
[ 987.37823486, 987.42498779, 987.37628174, ...,
990.67700195, 990.78839111, 990.86883545],
[ 987.30804443, 987.33843994, 987.31921387, ...,
990.57635498, 990.7232666 , 990.81109619],
...,
[ 986.62432861, 986.70898438, 986.87896729, ...,
987.49737549, 987.26177979, 987.12982178],
[ 985.99401855, 986.09802246, 986.31463623, ...,
987.22271729, 986.95043945, 986.7277832 ],
[ 985.30780029, 985.43487549, 985.66894531, ...,
987.07940674, 986.89770508, 986.84692383]],
[[ 976.41162109, 976.40600586, 976.36645508, ...,
979.61633301, 979.72717285, 979.78668213],
[ 976.28765869, 976.33874512, 976.30487061, ...,
979.55511475, 979.68682861, 979.75250244],
[ 976.2010498 , 976.25640869, 976.23779297, ...,
979.46917725, 979.60797119, 979.70703125],
...,
[ 975.58154297, 975.68389893, 975.85357666, ...,
976.44793701, 976.23248291, 976.02093506],
[ 974.93914795, 975.07489014, 975.29138184, ...,
976.15356445, 975.90722656, 975.68707275],
[ 974.25598145, 974.39312744, 974.6605835 , ...,
975.98303223, 976.15039062, 975.96722412]],
...,
[[ 74.98149872, 74.95809937, 74.93032837, ...,
75.01463318, 75.02184296, 75.0428772 ],
[ 74.94731903, 74.95536041, 74.95431519, ...,
75.02228546, 75.02485657, 75.02856445],
[ 74.92102051, 74.95265961, 74.95211029, ...,
75.01974487, 75.02376556, 75.02306366],
...,
[ 74.91357422, 74.94660187, 74.952034 , ...,
74.92980194, 74.92392731, 74.94963074],
[ 74.87786865, 74.93034363, 74.93643951, ...,
74.92243958, 74.91536713, 74.91597748],
[ 74.87496185, 74.92251587, 74.91009521, ...,
74.9484787 , 74.94641113, 74.87585449]],
[[ 63.84389114, 63.82833862, 63.83158875, ...,
63.89757538, 63.86463165, 63.93128204],
[ 63.82816315, 63.82527161, 63.82431412, ...,
63.86170197, 63.86288071, 63.93720245],
[ 63.89281464, 63.82392502, 63.82341766, ...,
63.86016846, 63.86222076, 63.91999817],
...,
[ 63.8492012 , 63.82055664, 63.8236084 , ...,
63.81067657, 63.80735397, 63.779953 ],
[ 63.84059525, 63.81147385, 63.81450653, ...,
63.80624771, 63.80259323, 63.80175018],
[ 63.82030106, 63.79166031, 63.80231476, ...,
63.81580734, 63.81677246, 63.80987167]],
[[ 54.35324478, 54.3637619 , 54.33650589, ...,
54.35816193, 54.36598587, 54.36670685],
[ 54.35803986, 54.35327911, 54.35297775, ...,
54.36486053, 54.36530685, 54.35718536],
[ 54.35908127, 54.3530426 , 54.35268784, ...,
54.36439896, 54.36507034, 54.34459686],
...,
[ 54.35329056, 54.35229492, 54.35321045, ...,
54.34939194, 54.34848404, 54.37097168],
[ 54.3503418 , 54.34944153, 54.35042191, ...,
54.34767151, 54.34658051, 54.34580612],
[ 54.34452438, 54.34690475, 54.36194611, ...,
54.31271744, 54.32688904, 54.34863663]]]], 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: 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)
<xarray.DataArray u'pvo' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 2.55885661e-01, 2.68378496e-01, 2.78075904e-01, ...,
2.72237845e-02, 1.33796129e-02, 4.94320365e-03],
[ 2.45294243e-01, 2.54593104e-01, 2.61596769e-01, ...,
2.13134699e-02, 1.12062180e-02, 4.92100045e-03],
[ 2.34627351e-01, 2.39519969e-01, 2.43205652e-01, ...,
1.62021779e-02, 1.06052263e-02, 6.87404210e-03],
...,
[ -8.89865234e-02, -9.81894135e-02, -1.06809169e-01, ...,
8.48980367e-01, 9.51941371e-01, 1.02919984e+00],
[ -5.62982894e-02, -7.39352033e-02, -8.49749446e-02, ...,
8.74864221e-01, 9.80652988e-01, 1.05989063e+00],
[ -1.36328433e-02, -4.63798530e-02, -6.21249713e-02, ...,
9.00347292e-01, 9.99099314e-01, 1.08815181e+00]],
[[ 2.76663214e-01, 2.89505839e-01, 3.01127404e-01, ...,
7.60183111e-02, 6.60723150e-02, 5.95167913e-02],
[ 2.64578551e-01, 2.74473011e-01, 2.83660114e-01, ...,
7.04276934e-02, 6.20718412e-02, 5.65262362e-02],
[ 2.53070474e-01, 2.59501904e-01, 2.65233040e-01, ...,
6.45328686e-02, 5.82089089e-02, 5.37294410e-02],
...,
[ -7.80412406e-02, -8.01669359e-02, -8.18609297e-02, ...,
4.42980409e-01, 5.04861832e-01, 5.59191108e-01],
[ -7.11799487e-02, -7.48311952e-02, -7.77344555e-02, ...,
4.60539430e-01, 5.25760710e-01, 5.86265683e-01],
[ -5.83137162e-02, -6.54065683e-02, -6.97527081e-02, ...,
4.85506386e-01, 5.45172453e-01, 5.96595228e-01]],
[[ 2.61968732e-01, 2.70670146e-01, 2.80994147e-01, ...,
9.70735252e-02, 9.26618427e-02, 8.92611220e-02],
[ 2.50708103e-01, 2.57453710e-01, 2.65775591e-01, ...,
9.36151296e-02, 8.88595358e-02, 8.52450356e-02],
[ 2.40584135e-01, 2.45606825e-01, 2.52137959e-01, ...,
8.96655098e-02, 8.44109580e-02, 8.06076974e-02],
...,
[ -4.43487316e-02, -4.26582061e-02, -4.08700854e-02, ...,
1.73812658e-01, 1.88615084e-01, 2.00398028e-01],
[ -4.34631668e-02, -4.27365601e-02, -4.20090035e-02, ...,
1.80229798e-01, 1.93240464e-01, 2.03121960e-01],
[ -4.10716571e-02, -4.11246829e-02, -4.13185656e-02, ...,
1.87614411e-01, 2.01416984e-01, 2.11666211e-01]],
...,
[[ 4.52718973e+00, 4.35731888e+00, 4.22948313e+00, ...,
9.45346928e+00, 9.57021427e+00, 9.79396343e+00],
[ 4.66878986e+00, 4.49253321e+00, 4.34760714e+00, ...,
9.32065392e+00, 9.39090252e+00, 9.62566376e+00],
[ 4.69289780e+00, 4.51208782e+00, 4.35310173e+00, ...,
9.07450199e+00, 9.05504513e+00, 9.36379528e+00],
...,
[ 1.35309525e+01, 1.35340881e+01, 1.35429754e+01, ...,
1.28517418e+01, 1.26245527e+01, 1.25314827e+01],
[ 1.34823275e+01, 1.34761181e+01, 1.34747314e+01, ...,
1.30364485e+01, 1.28167009e+01, 1.27376537e+01],
[ 1.34843178e+01, 1.34737968e+01, 1.34673233e+01, ...,
1.31273155e+01, 1.29217014e+01, 1.28547583e+01]],
[[ 7.80522728e+00, 7.64548016e+00, 7.56251431e+00, ...,
1.32398014e+01, 1.36260958e+01, 1.39144812e+01],
[ 7.89818430e+00, 7.71548700e+00, 7.59614658e+00, ...,
1.30135632e+01, 1.33656693e+01, 1.36121454e+01],
[ 7.89859438e+00, 7.69404650e+00, 7.54078674e+00, ...,
1.27313414e+01, 1.30934515e+01, 1.33432236e+01],
...,
[ 1.80064735e+01, 1.80383148e+01, 1.80746098e+01, ...,
1.76225739e+01, 1.73885918e+01, 1.72769337e+01],
[ 1.79569759e+01, 1.79669609e+01, 1.79820099e+01, ...,
1.77138786e+01, 1.74536610e+01, 1.73290501e+01],
[ 1.79893360e+01, 1.79897594e+01, 1.79961262e+01, ...,
1.76948280e+01, 1.74256821e+01, 1.73053207e+01]],
[[ 1.09369450e+01, 1.09403896e+01, 1.10574312e+01, ...,
1.41043825e+01, 1.43069201e+01, 1.45188589e+01],
[ 1.08763571e+01, 1.08471498e+01, 1.09177246e+01, ...,
1.40090227e+01, 1.42309284e+01, 1.44051962e+01],
[ 1.07618427e+01, 1.07060013e+01, 1.07322044e+01, ...,
1.39094009e+01, 1.41463737e+01, 1.42719069e+01],
...,
[ 2.04777164e+01, 2.05371685e+01, 2.05624008e+01, ...,
1.91791096e+01, 1.91644554e+01, 1.91574612e+01],
[ 2.06085663e+01, 2.06535683e+01, 2.06652374e+01, ...,
1.92344933e+01, 1.91956272e+01, 1.91388035e+01],
[ 2.07755508e+01, 2.08166313e+01, 2.08249664e+01, ...,
1.92430115e+01, 1.91962128e+01, 1.91091976e+01]]],
[[[ 1.82675570e-01, 1.18081443e-01, 1.83995023e-01, ...,
6.58776090e-02, 5.19011207e-02, 4.52341326e-02],
[ 2.29330167e-01, 2.11869285e-01, 2.80224890e-01, ...,
5.50949760e-02, 4.00115252e-02, 3.07289269e-02],
[ 2.73344636e-01, 2.83709496e-01, 3.28660458e-01, ...,
3.92440856e-02, 2.49065012e-02, 1.52286850e-02],
...,
[ -6.36342317e-02, -5.71322553e-02, -4.99581955e-02, ...,
1.12909710e+00, 1.08778620e+00, 1.06987190e+00],
[ -7.46818483e-02, -6.81430697e-02, -5.96420467e-02, ...,
1.13762105e+00, 1.10769975e+00, 1.09563446e+00],
[ -8.00463930e-02, -7.48000145e-02, -6.43172041e-02, ...,
1.18413377e+00, 1.14407277e+00, 1.14852345e+00]],
[[ 2.00308725e-01, 1.56246558e-01, 1.93222553e-01, ...,
3.95053253e-02, 3.25756110e-02, 2.85731368e-02],
[ 2.20236480e-01, 1.98533148e-01, 2.27176413e-01, ...,
3.30720954e-02, 2.50009801e-02, 1.95453297e-02],
[ 2.16300607e-01, 2.29512617e-01, 2.51444757e-01, ...,
2.43752394e-02, 1.57451723e-02, 1.00730564e-02],
...,
[ -3.49225178e-02, -3.10208257e-02, -2.72008553e-02, ...,
6.40808940e-01, 6.43121243e-01, 6.41830862e-01],
[ -4.04854193e-02, -3.64582874e-02, -3.21359634e-02, ...,
6.93923652e-01, 6.58343315e-01, 6.87129974e-01],
[ -4.40977253e-02, -3.98779400e-02, -3.42088416e-02, ...,
7.15345502e-01, 6.67605817e-01, 7.18424022e-01]],
[[ 1.70711547e-01, 1.53669447e-01, 1.74747154e-01, ...,
1.26454215e-02, 1.12101799e-02, 9.96641628e-03],
[ 1.86437041e-01, 1.80207983e-01, 1.96581587e-01, ...,
1.08377365e-02, 8.92052799e-03, 7.31724361e-03],
[ 1.87492207e-01, 1.96846515e-01, 2.07982779e-01, ...,
8.55913293e-03, 5.95200248e-03, 4.57702065e-03],
...,
[ -6.90522837e-03, -6.12150086e-03, -5.20284288e-03, ...,
2.99985886e-01, 2.89716601e-01, 2.82188773e-01],
[ -8.68572947e-03, -7.53453420e-03, -6.36903290e-03, ...,
3.03921849e-01, 2.91674316e-01, 2.81725556e-01],
[ -1.00593893e-02, -8.53239000e-03, -6.98170345e-03, ...,
3.02985102e-01, 2.95106977e-01, 2.90135056e-01]],
...,
[[ 7.99150324e+00, 8.40653801e+00, 8.34284019e+00, ...,
3.83337164e+00, 5.23640490e+00, 7.37627888e+00],
[ 5.20358467e+00, 6.02318239e+00, 6.45335913e+00, ...,
5.99004507e+00, 7.07799244e+00, 9.53604126e+00],
[ 3.26772332e+00, 4.33896828e+00, 5.28447628e+00, ...,
7.10496187e+00, 9.36782551e+00, 1.22316971e+01],
...,
[ 1.36054621e+01, 1.32908163e+01, 1.30425901e+01, ...,
1.33775816e+01, 1.35620012e+01, 1.38365889e+01],
[ 1.66365967e+01, 1.59854708e+01, 1.31802149e+01, ...,
1.28147354e+01, 1.34287481e+01, 1.45701513e+01],
[ 1.44071550e+01, 1.48278399e+01, 1.31417828e+01, ...,
1.34102812e+01, 1.41910305e+01, 1.49273262e+01]],
[[ 9.56180096e+00, 9.79863834e+00, 9.96458244e+00, ...,
9.81205750e+00, 1.68708191e+01, 1.88259296e+01],
[ 8.36761856e+00, 8.93738556e+00, 8.93456268e+00, ...,
1.15817862e+01, 1.62089577e+01, 1.79408188e+01],
[ 6.74154997e+00, 7.65572977e+00, 7.69960928e+00, ...,
1.22579432e+01, 1.17555914e+01, 1.33059072e+01],
...,
[ 1.65951881e+01, 1.75740337e+01, 1.97263947e+01, ...,
1.47487383e+01, 1.52046347e+01, 1.52916317e+01],
[ 1.86776752e+01, 1.87846947e+01, 1.86979809e+01, ...,
1.41391478e+01, 1.37264605e+01, 1.43763962e+01],
[ 1.84963512e+01, 1.83642654e+01, 1.58622198e+01, ...,
1.53720579e+01, 1.46080990e+01, 1.46733589e+01]],
[[ 6.86677837e+00, 5.80267096e+00, 5.24550962e+00, ...,
5.01369095e+00, 5.70335102e+00, 1.01657953e+01],
[ 6.16423273e+00, 5.51231909e+00, 4.83942223e+00, ...,
9.39010334e+00, 1.07968397e+01, 1.51124125e+01],
[ 4.77087355e+00, 5.58282280e+00, 5.84654474e+00, ...,
1.28058891e+01, 1.52833433e+01, 1.82118149e+01],
...,
[ 2.16542454e+01, 2.20095921e+01, 2.34472141e+01, ...,
1.87944584e+01, 2.13152523e+01, 2.27941647e+01],
[ 2.20929127e+01, 2.00446930e+01, 1.95733280e+01, ...,
1.86781731e+01, 1.89679871e+01, 1.85212936e+01],
[ 2.03209743e+01, 1.61541767e+01, 1.37136240e+01, ...,
1.98238487e+01, 1.98816166e+01, 1.82840137e+01]]],
[[[ 5.04400246e-02, 4.77727763e-02, 4.98740226e-02, ...,
8.00017491e-02, 4.19321135e-02, 1.60635896e-02],
[ 5.24058342e-02, 5.10854572e-02, 5.37427403e-02, ...,
-2.87124068e-02, 1.37748467e-02, 2.57004090e-02],
[ 5.32179959e-02, 5.46145365e-02, 5.77487685e-02, ...,
-1.03430197e-01, 2.61206739e-03, 3.84082235e-02],
...,
[ -3.21105123e-02, -3.19243595e-02, -3.49591225e-02, ...,
1.07451546e+00, 1.14205027e+00, 1.26051211e+00],
[ -9.49993636e-03, -2.99405027e-02, -4.67437766e-02, ...,
6.31247878e-01, 1.08028650e+00, 1.17136633e+00],
[ 2.41247769e-02, -1.46045098e-02, -3.82737741e-02, ...,
6.94964290e-01, 1.16667867e+00, 1.17600214e+00]],
[[ 5.59556112e-02, 5.84697537e-02, 6.28099367e-02, ...,
2.49510519e-02, 2.76277531e-02, 1.59346312e-02],
[ 6.09346777e-02, 6.40954971e-02, 6.83420002e-02, ...,
-2.19852682e-02, 1.03819501e-02, 1.90722030e-02],
[ 6.31181151e-02, 6.65474162e-02, 7.00828135e-02, ...,
-5.59487715e-02, 6.60308916e-03, 2.54462212e-02],
...,
[ -1.13625703e-02, -1.33451317e-02, -1.58294868e-02, ...,
1.12267303e+00, 8.82267594e-01, 9.15030181e-01],
[ 2.59443512e-03, -5.42933587e-03, -1.51480511e-02, ...,
8.81440580e-01, 7.41277158e-01, 8.18053067e-01],
[ 2.45536361e-02, 4.70762141e-03, -9.84984264e-03, ...,
7.23394215e-01, 6.43990099e-01, 7.18035340e-01]],
[[ 1.44687355e-01, 1.48399815e-01, 1.48733512e-01, ...,
3.90745560e-03, 1.21443700e-02, 1.11602070e-02],
[ 1.53014407e-01, 1.58559293e-01, 1.61429062e-01, ...,
-2.43195402e-03, 7.99592957e-03, 1.03832968e-02],
[ 1.56804085e-01, 1.60816044e-01, 1.64364442e-01, ...,
-1.26529234e-02, 5.78615954e-03, 1.08380932e-02],
...,
[ -1.88794150e-03, -3.14665330e-03, -2.34910962e-03, ...,
5.98917961e-01, 5.25207996e-01, 4.57934380e-01],
[ 1.47836050e-03, -6.83613936e-04, -2.09633098e-03, ...,
7.52000570e-01, 6.80883050e-01, 6.19863629e-01],
[ 1.02138957e-02, 3.50061059e-03, -1.11603609e-03, ...,
6.44071162e-01, 6.05123580e-01, 5.60131133e-01]],
...,
[[ 8.69988537e+00, 9.46614552e+00, 1.02598801e+01, ...,
1.42246857e+01, 1.12451859e+01, 1.15390606e+01],
[ 8.66319656e+00, 9.74605083e+00, 1.05401630e+01, ...,
1.60048256e+01, 1.24589424e+01, 1.22981119e+01],
[ 8.23533726e+00, 9.68295670e+00, 1.04306278e+01, ...,
1.22730932e+01, 1.30486040e+01, 1.32515974e+01],
...,
[ 1.50100098e+01, 1.55238371e+01, 1.56631327e+01, ...,
1.32577009e+01, 1.34158783e+01, 1.34344196e+01],
[ 1.57364149e+01, 1.58081646e+01, 1.78470078e+01, ...,
1.33182869e+01, 1.33040323e+01, 1.28176708e+01],
[ 1.72571316e+01, 1.75924702e+01, 1.92561970e+01, ...,
1.38992310e+01, 1.34095764e+01, 1.25353241e+01]],
[[ 1.14722013e+01, 1.12360964e+01, 1.20909958e+01, ...,
1.70459652e+01, 2.31224823e+01, 2.13252525e+01],
[ 1.14955950e+01, 1.10992155e+01, 1.07886143e+01, ...,
1.49302788e+01, 2.14028931e+01, 1.96286983e+01],
[ 1.09102793e+01, 1.12460308e+01, 1.03402567e+01, ...,
1.88668919e+01, 1.98047771e+01, 1.77795372e+01],
...,
[ 1.63357582e+01, 1.58561487e+01, 1.47035437e+01, ...,
1.62638245e+01, 1.75912647e+01, 1.74343872e+01],
[ 1.68894901e+01, 1.72645149e+01, 1.60913334e+01, ...,
1.54228239e+01, 1.77255211e+01, 1.97592487e+01],
[ 1.78406944e+01, 1.86757126e+01, 1.82529316e+01, ...,
1.56602211e+01, 1.71785622e+01, 1.91849499e+01]],
[[ 1.17173328e+01, 1.11927385e+01, 1.24491158e+01, ...,
2.00474377e+01, 1.81110439e+01, 1.44799232e+01],
[ 1.19619446e+01, 1.13548002e+01, 1.18090096e+01, ...,
1.71392593e+01, 1.44153376e+01, 1.06069956e+01],
[ 1.09605227e+01, 1.05878096e+01, 1.06162777e+01, ...,
1.17437067e+01, 1.45360880e+01, 1.59144812e+01],
...,
[ 1.81881638e+01, 1.87658119e+01, 1.90151958e+01, ...,
2.15065517e+01, 2.32459946e+01, 2.34404373e+01],
[ 1.84154778e+01, 1.88588657e+01, 1.88737679e+01, ...,
1.70891533e+01, 2.00925426e+01, 2.02528782e+01],
[ 1.99466591e+01, 1.99049969e+01, 1.99295979e+01, ...,
1.74811878e+01, 1.93231850e+01, 1.93598633e+01]]],
...,
[[[ -4.44075428e-02, -5.19704781e-02, -5.07487245e-02, ...,
-4.91946012e-01, -6.29430830e-01, -8.25495422e-01],
[ -4.13030386e-02, -4.43515889e-02, -4.67054062e-02, ...,
-4.37692434e-01, -5.20971239e-01, -6.47530615e-01],
[ -1.82754677e-02, -2.17144862e-02, -3.62211503e-02, ...,
-4.25280422e-01, -4.78252321e-01, -5.60463965e-01],
...,
[ -4.71691526e-02, -6.66961446e-02, -7.48346671e-02, ...,
-1.76024246e+00, -1.45044589e+00, -1.20234430e+00],
[ -1.57637537e-01, -1.51767045e-01, -1.34925738e-01, ...,
-4.26951617e-01, -3.45679671e-01, -2.54865795e-01],
[ -2.01515198e-01, -2.03329474e-01, -1.97594270e-01, ...,
1.96736813e-01, 1.20998524e-01, 1.06673084e-01]],
[[ -1.92661379e-02, -2.14141756e-02, -2.06021462e-02, ...,
-2.99291134e-01, -3.27856451e-01, -3.86808485e-01],
[ -1.56727340e-02, -1.70957278e-02, -1.88945699e-02, ...,
-2.65476614e-01, -2.88657457e-01, -3.34560126e-01],
[ -4.91100270e-03, -6.22633519e-03, -1.44147351e-02, ...,
-2.50990540e-01, -2.71484643e-01, -3.05917352e-01],
...,
[ -2.16477495e-02, -3.73183414e-02, -4.24399003e-02, ...,
-8.93847585e-01, -7.44891167e-01, -6.07951462e-01],
[ -7.14859888e-02, -7.30224550e-02, -6.84051365e-02, ...,
-1.61193937e-01, -1.43641263e-01, -1.23628937e-01],
[ -9.12309140e-02, -9.38546807e-02, -9.27354768e-02, ...,
1.83737457e-01, 1.27479047e-01, 9.58293602e-02]],
[[ 6.68867724e-03, 5.91865182e-03, 9.82630998e-03, ...,
-1.08512282e-01, -9.15401876e-02, -5.21603376e-02],
[ 9.20336973e-03, 9.95433424e-03, 9.94008034e-03, ...,
-9.08306539e-02, -8.71369094e-02, -6.67938441e-02],
[ 7.81050744e-03, 8.76598060e-03, 8.62792507e-03, ...,
-7.66457766e-02, -8.30693766e-02, -8.30624178e-02],
...,
[ 1.29150087e-02, 7.56412512e-03, 3.44464602e-03, ...,
-2.69424677e-01, -2.28348777e-01, -1.86295792e-01],
[ -3.51161300e-03, -4.70431615e-03, -4.31249710e-03, ...,
-6.27310351e-02, -5.34660667e-02, -4.36338671e-02],
[ -1.02540888e-02, -1.13664698e-02, -1.08687161e-02, ...,
3.87052596e-02, 2.97166146e-02, 2.37066355e-02]],
...,
[[ 1.70146332e+01, 1.72099762e+01, 1.68839054e+01, ...,
1.06335135e+01, 1.19063339e+01, 1.32253685e+01],
[ 1.59816923e+01, 1.64403191e+01, 1.62948723e+01, ...,
9.71094131e+00, 1.12259407e+01, 1.34442987e+01],
[ 1.53567772e+01, 1.68982353e+01, 1.71041374e+01, ...,
7.68238163e+00, 9.87904263e+00, 1.11829643e+01],
...,
[ 2.10350018e+01, 1.75722866e+01, 1.97718639e+01, ...,
1.03111887e+01, 1.06089191e+01, 8.89781570e+00],
[ 2.25256214e+01, 2.04387455e+01, 2.27364674e+01, ...,
1.46872396e+01, 1.54270306e+01, 1.12801208e+01],
[ 2.06668396e+01, 1.96253738e+01, 2.10525665e+01, ...,
1.78288422e+01, 1.66796799e+01, 1.22798443e+01]],
[[ 1.46295099e+01, 1.30793972e+01, 9.03231621e+00, ...,
1.54632940e+01, 1.84190197e+01, 1.76175842e+01],
[ 1.35030603e+01, 1.26453209e+01, 9.65310955e+00, ...,
1.45149603e+01, 1.79888725e+01, 1.78947258e+01],
[ 1.15774374e+01, 1.15864439e+01, 1.01385603e+01, ...,
1.13036747e+01, 1.16872110e+01, 1.21344881e+01],
...,
[ 1.49456882e+01, 1.31293650e+01, 1.37141228e+01, ...,
1.44332476e+01, 1.45656900e+01, 1.22375889e+01],
[ 1.70009441e+01, 1.49590693e+01, 1.66455307e+01, ...,
1.56275082e+01, 2.12915287e+01, 1.78949051e+01],
[ 1.78999691e+01, 1.48955679e+01, 1.70070801e+01, ...,
1.88889980e+01, 2.29123745e+01, 1.90235786e+01]],
[[ 1.49978533e+01, 1.56632891e+01, 1.72913532e+01, ...,
1.72876434e+01, 1.96263809e+01, 1.93707714e+01],
[ 1.56049643e+01, 1.65141201e+01, 1.66988983e+01, ...,
1.71153946e+01, 1.91158161e+01, 1.93521538e+01],
[ 1.62884331e+01, 1.73683701e+01, 1.67689934e+01, ...,
1.28192682e+01, 1.17599401e+01, 1.13417826e+01],
...,
[ 2.57613602e+01, 2.56686573e+01, 2.13644085e+01, ...,
1.55579319e+01, 1.63045406e+01, 1.41496487e+01],
[ 2.16116028e+01, 2.09822159e+01, 2.01700115e+01, ...,
1.66313534e+01, 1.85172882e+01, 1.87575741e+01],
[ 2.06639061e+01, 2.09224720e+01, 2.15706253e+01, ...,
1.95182076e+01, 2.01406593e+01, 1.99289894e+01]]],
[[[ -5.60897477e-02, -5.88602088e-02, -3.33460718e-02, ...,
-2.25098327e-01, -2.47862667e-01, -2.22628027e-01],
[ -7.72974268e-02, -5.17374650e-02, -4.58558425e-02, ...,
-2.55923361e-01, -2.71263450e-01, -2.50708014e-01],
[ -8.34169611e-02, -7.45087937e-02, -8.37127417e-02, ...,
-2.81044751e-01, -2.80464053e-01, -2.73437381e-01],
...,
[ -1.27412409e-01, -1.15620159e-01, -1.01980396e-01, ...,
1.56800783e+00, 1.61244321e+00, 1.70981610e+00],
[ -1.34518191e-01, -1.31781489e-01, -1.46550879e-01, ...,
1.35638165e+00, 1.21868587e+00, 1.02115083e+00],
[ -1.41118005e-01, -1.51445866e-01, -1.78270102e-01, ...,
1.23005569e+00, 1.08786476e+00, 7.73010910e-01]],
[[ -2.61234976e-02, -2.63188537e-02, -1.32589005e-02, ...,
-1.16283253e-01, -1.34739757e-01, -1.24840029e-01],
[ -3.58666889e-02, -2.31777281e-02, -2.11816672e-02, ...,
-1.37344018e-01, -1.46856308e-01, -1.37426734e-01],
[ -3.79182361e-02, -3.55583690e-02, -4.16426323e-02, ...,
-1.50490835e-01, -1.53482869e-01, -1.49861068e-01],
...,
[ -5.56291230e-02, -5.11252917e-02, -4.84631807e-02, ...,
9.18556035e-01, 9.41476822e-01, 9.70713913e-01],
[ -7.22743720e-02, -6.29879311e-02, -6.43131733e-02, ...,
7.28000879e-01, 6.55126393e-01, 5.77423096e-01],
[ -1.00306898e-01, -8.43043849e-02, -7.56691620e-02, ...,
6.14105999e-01, 5.50652325e-01, 4.06428993e-01]],
[[ 2.58037471e-03, 1.70818402e-03, 2.11868226e-03, ...,
-9.35440045e-03, -2.38495320e-02, -3.27336937e-02],
[ 2.10752152e-03, 2.48350948e-03, 1.17872283e-03, ...,
-1.60424728e-02, -2.54021306e-02, -3.49137411e-02],
[ 3.44983023e-03, 2.20025401e-03, 4.86891979e-04, ...,
-1.70707796e-02, -3.05214059e-02, -3.73549238e-02],
...,
[ -1.52836423e-02, -1.33421244e-02, -1.14007788e-02, ...,
2.68234432e-01, 2.96028674e-01, 3.33007455e-01],
[ -2.00790502e-02, -1.54889580e-02, -1.57845039e-02, ...,
1.64113775e-01, 1.66014358e-01, 1.95534512e-01],
[ -2.89022829e-02, -1.95211116e-02, -1.62221603e-02, ...,
1.06181167e-01, 1.05456457e-01, 8.16039443e-02]],
...,
[[ 1.55072880e+01, 1.62995319e+01, 1.72762432e+01, ...,
9.36021042e+00, 9.33311939e+00, 9.56927681e+00],
[ 1.41635418e+01, 1.48513231e+01, 1.72474308e+01, ...,
6.84960175e+00, 6.06636715e+00, 7.90968847e+00],
[ 1.23939505e+01, 1.29045134e+01, 1.70219193e+01, ...,
7.58013678e+00, 4.02200747e+00, 6.92751980e+00],
...,
[ 1.26220493e+01, 1.40819483e+01, 1.56513901e+01, ...,
1.18339872e+01, 1.86567459e+01, 1.85390415e+01],
[ 1.45860815e+01, 1.78093681e+01, 1.77435379e+01, ...,
1.18216896e+01, 1.43105860e+01, 1.35947714e+01],
[ 1.83405704e+01, 2.23392487e+01, 2.03454933e+01, ...,
1.43040047e+01, 1.60770130e+01, 1.41841364e+01]],
[[ 9.67292881e+00, 9.80843353e+00, 1.13601284e+01, ...,
1.31641970e+01, 9.62912750e+00, 1.23553801e+01],
[ 1.36418171e+01, 1.27884607e+01, 1.16728086e+01, ...,
1.44843731e+01, 1.45101376e+01, 1.49581661e+01],
[ 1.89241447e+01, 1.63326168e+01, 1.02855034e+01, ...,
1.46883202e+01, 1.78228397e+01, 1.37548285e+01],
...,
[ 8.02578926e+00, 6.28445625e+00, 6.05210590e+00, ...,
1.51433067e+01, 2.11392250e+01, 2.12985821e+01],
[ 1.33989220e+01, 9.02979660e+00, 6.35693121e+00, ...,
1.69396229e+01, 2.15602016e+01, 1.93319321e+01],
[ 1.69024410e+01, 1.27489529e+01, 6.40251970e+00, ...,
1.67303257e+01, 1.57366667e+01, 1.32432814e+01]],
[[ 1.31150055e+01, 1.26994991e+01, 1.43399763e+01, ...,
1.29152603e+01, 7.90857744e+00, 1.34959116e+01],
[ 1.30435238e+01, 1.08863525e+01, 9.47508812e+00, ...,
1.49753675e+01, 1.07572947e+01, 1.60830746e+01],
[ 5.77392292e+00, 4.81437063e+00, 4.09366989e+00, ...,
1.66108780e+01, 1.51109905e+01, 1.56320963e+01],
...,
[ 2.64026070e+01, 1.84405937e+01, 1.72298717e+01, ...,
1.38788538e+01, 2.34033799e+00, 6.95618534e+00],
[ 4.38886642e+01, 2.09362068e+01, 9.53764439e+00, ...,
1.61029587e+01, 1.79884930e+01, 1.59871702e+01],
[ 4.14997787e+01, 1.76328545e+01, 2.71916938e+00, ...,
1.40797682e+01, 2.10543861e+01, 1.75642624e+01]]],
[[[ -3.87357026e-02, -4.48113307e-02, -3.61504480e-02, ...,
-4.79642861e-02, 7.02741649e-03, 3.39523517e-02],
[ -3.23709399e-02, -3.15787382e-02, -2.88434029e-02, ...,
-5.81522807e-02, -7.39461184e-03, 7.80037837e-03],
[ -5.61982859e-03, -4.23631631e-04, 3.82448779e-04, ...,
-6.52229264e-02, -1.40400007e-02, 4.67852456e-04],
...,
[ 3.21945101e-01, 2.95899659e-01, 1.94965169e-01, ...,
1.61802459e+00, 1.61778104e+00, 1.50155163e+00],
[ 3.74718755e-01, 3.58310193e-01, 2.07364500e-01, ...,
1.23383367e+00, 9.51741099e-01, 7.44847596e-01],
[ 4.75143582e-01, 4.05255646e-01, 2.14058071e-01, ...,
1.21862876e+00, 7.78736472e-01, 4.59722698e-01]],
[[ -1.76842641e-02, -2.00184546e-02, -1.63252857e-02, ...,
-2.26281676e-02, 1.05760917e-02, 2.72312574e-02],
[ -1.51175037e-02, -1.42346071e-02, -1.29322344e-02, ...,
-2.92430054e-02, 3.35901370e-03, 1.45785585e-02],
[ -1.56495918e-03, 1.12332602e-03, 2.37093354e-03, ...,
-3.25785615e-02, 4.50234598e-04, 1.07335057e-02],
...,
[ 1.53825894e-01, 1.30345196e-01, 7.72073343e-02, ...,
9.68675137e-01, 9.02666152e-01, 7.97374666e-01],
[ 2.35597387e-01, 1.88354388e-01, 7.38071576e-02, ...,
5.87975979e-01, 5.60295522e-01, 5.81643760e-01],
[ 3.23079944e-01, 2.52385497e-01, 1.15004815e-01, ...,
4.25358385e-01, 3.96599889e-01, 4.80064601e-01]],
[[ 2.86695035e-03, 3.36262258e-03, 5.19808428e-03, ...,
3.92012578e-03, 1.18719023e-02, 1.60314273e-02],
[ 1.87589263e-03, 1.93463196e-03, 2.64624809e-03, ...,
2.42174952e-03, 1.03078140e-02, 1.32758021e-02],
[ 5.48795622e-04, 2.01004281e-04, 2.20327242e-03, ...,
1.97261083e-03, 1.03982305e-02, 1.25358747e-02],
...,
[ 6.07792810e-02, 4.39736843e-02, 1.44218020e-02, ...,
4.82282788e-01, 4.69128937e-01, 4.06359553e-01],
[ 1.01499692e-01, 6.45880401e-02, 1.58506259e-02, ...,
3.01921904e-01, 3.55860680e-01, 4.11460727e-01],
[ 1.36591107e-01, 9.09880847e-02, 2.98610944e-02, ...,
2.36971825e-01, 2.94816166e-01, 3.88220608e-01]],
...,
[[ 1.12256098e+01, 7.50746059e+00, 1.16781626e+01, ...,
8.31396008e+00, 1.08871517e+01, 1.21016550e+01],
[ 1.21741800e+01, 8.39373779e+00, 1.08141146e+01, ...,
8.26599598e+00, 1.03354435e+01, 1.15064669e+01],
[ 1.06094646e+01, 1.11311073e+01, 1.19465895e+01, ...,
1.24742165e+01, 1.22190628e+01, 1.22491751e+01],
...,
[ 9.30294895e+00, 8.62294292e+00, 1.28356276e+01, ...,
1.11463795e+01, 1.11698828e+01, 1.15177155e+01],
[ 1.50379534e+01, 1.27807398e+01, 1.01376610e+01, ...,
1.19851160e+01, 1.30263414e+01, 1.43629751e+01],
[ 1.52471743e+01, 1.43004961e+01, 8.97264862e+00, ...,
1.42911367e+01, 1.32917109e+01, 1.29464092e+01]],
[[ 1.64707985e+01, 1.80525646e+01, 1.43996296e+01, ...,
1.14464388e+01, 1.87803802e+01, 1.58431740e+01],
[ 1.07887783e+01, 1.25079880e+01, 1.32518444e+01, ...,
9.19159126e+00, 1.36929092e+01, 1.21289845e+01],
[ 7.95745087e+00, 1.07900877e+01, 1.80976582e+01, ...,
8.36686802e+00, 6.18224382e+00, 4.54709387e+00],
...,
[ 9.84226227e+00, 7.10505581e+00, 8.04168701e+00, ...,
1.71765804e+01, 1.96658916e+01, 1.99945545e+01],
[ 1.36193705e+01, 1.13564034e+01, 2.58536129e+01, ...,
1.54030380e+01, 1.78518181e+01, 2.18165836e+01],
[ 1.47750378e+01, 1.12874269e+01, 2.33551712e+01, ...,
1.34361639e+01, 1.48646612e+01, 2.08083668e+01]],
[[ 2.11590443e+01, 2.38000698e+01, 2.87234154e+01, ...,
1.89255199e+01, 1.06436806e+01, 5.88159132e+00],
[ 1.86507435e+01, 2.38968945e+01, 3.34041748e+01, ...,
1.70027790e+01, 1.16930761e+01, 6.79794359e+00],
[ 1.98876534e+01, 2.58680038e+01, 3.07425442e+01, ...,
1.48641796e+01, 1.27798557e+01, 6.11264658e+00],
...,
[ 2.65309658e+01, 1.75156097e+01, 9.92585754e+00, ...,
1.24337692e+01, 1.63359966e+01, 1.78634853e+01],
[ 3.92136612e+01, 2.36289101e+01, 1.52895203e+01, ...,
1.04399061e+01, 9.74139690e+00, 1.30091953e+01],
[ 3.89228821e+01, 2.62222176e+01, 2.41492214e+01, ...,
9.88149738e+00, 8.84540653e+00, 1.03335228e+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: potential vorticity
units: PVU
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'pw' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 59.37500763, 59.29325867, 59.20879745, ..., 59.57878113,
59.75697708, 59.86497498],
[ 59.1955452 , 59.07847595, 58.960289 , ..., 59.69762421,
59.86959839, 59.97901154],
[ 59.01163101, 58.86108398, 58.70856857, ..., 59.81641388,
59.98028183, 60.08629227],
...,
[ 42.80164337, 43.12538528, 43.46860123, ..., 57.22792816,
57.12802887, 57.00537109],
[ 42.40649796, 42.67634964, 42.96875763, ..., 57.08293533,
56.97971725, 56.86011124],
[ 42.07513046, 42.29195404, 42.53710175, ..., 56.96509171,
56.86126709, 56.74531937]],
[[ 58.44841003, 58.26702499, 58.0929451 , ..., 59.37003326,
59.28070831, 59.18130493],
[ 57.99985504, 57.92398453, 57.78551865, ..., 59.49877548,
59.4311676 , 59.27423859],
[ 57.54417038, 57.48068619, 57.36901855, ..., 59.55936813,
59.52986526, 59.39117813],
...,
[ 45.32409286, 45.40511703, 45.51861954, ..., 55.0594902 ,
54.86246109, 54.6847229 ],
[ 45.0916214 , 45.17777252, 45.3026619 , ..., 54.98443222,
54.77626419, 54.5995636 ],
[ 44.87408829, 44.95399475, 45.1023674 , ..., 54.93309402,
54.71998215, 54.50678635]],
[[ 55.14989471, 54.83315659, 54.54050064, ..., 57.12156677,
56.74093628, 56.48363495],
[ 54.65258026, 54.34396362, 54.05449677, ..., 57.53149033,
57.11591721, 56.78659439],
[ 54.19446182, 53.91093826, 53.65907288, ..., 57.80900192,
57.42166138, 57.07894516],
...,
[ 41.15812302, 41.26711655, 41.41291428, ..., 51.90330887,
51.87657928, 51.8331337 ],
[ 41.12263489, 41.20763779, 41.33785629, ..., 51.89678955,
51.85984039, 51.79639435],
[ 41.08794022, 41.15909195, 41.27193069, ..., 51.91713715,
51.86917114, 51.75967789]],
...,
[[ 57.06493759, 56.36734772, 55.73223495, ..., 61.69976807,
61.69303131, 61.43054962],
[ 55.86642456, 55.24435425, 54.74367523, ..., 61.49626541,
61.51978683, 61.23924637],
[ 54.62057114, 54.14321899, 53.84697342, ..., 61.26813889,
61.28030396, 61.02410126],
...,
[ 43.62939835, 43.70075226, 43.68917847, ..., 55.29939651,
55.43851852, 55.61375809],
[ 43.6077919 , 43.71194077, 43.74478149, ..., 55.57069397,
55.73080826, 55.94709396],
[ 43.54414368, 43.6752739 , 43.74214172, ..., 55.95619583,
56.13063049, 56.3637619 ]],
[[ 51.74726105, 51.6295166 , 51.59231949, ..., 60.85203934,
60.56961823, 60.49375916],
[ 51.4978981 , 51.54656601, 51.56111145, ..., 61.03173065,
60.61283875, 60.59623718],
[ 51.50457382, 51.64157867, 51.80945206, ..., 61.15013504,
60.6857872 , 60.694561 ],
...,
[ 44.23069 , 44.56585312, 44.92742157, ..., 55.56501389,
55.78152466, 56.11397934],
[ 44.1954689 , 44.44050598, 44.7670784 , ..., 56.280056 ,
56.5448494 , 56.92415619],
[ 44.13772583, 44.33135605, 44.60974503, ..., 57.12051392,
57.33204651, 57.71852493]],
[[ 50.02213287, 49.97167969, 49.98827744, ..., 57.38986969,
57.26525116, 57.07108307],
[ 50.01389694, 49.99919128, 50.03040314, ..., 57.63440704,
57.54526138, 57.32291031],
[ 50.15480804, 50.16196442, 50.16576004, ..., 57.85604858,
57.79535294, 57.58971405],
...,
[ 43.80133057, 43.93768311, 44.40823746, ..., 58.741642 ,
58.75209045, 58.73384857],
[ 43.78573608, 43.84593964, 44.25159073, ..., 58.32040405,
58.29696655, 58.24396896],
[ 43.83775711, 43.83442307, 44.11327744, ..., 58.00321579,
57.87289429, 57.79642105]]], 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: precipitable water
units: kg m-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)
<xarray.DataArray u'rh2' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 81.11536407, 80.94428253, 80.82328796, ..., 74.88968658,
75.1180191 , 75.35478973],
[ 81.30604553, 81.15416718, 81.04611206, ..., 74.57225037,
74.80699921, 75.05475616],
[ 81.55413055, 81.43480682, 81.35144043, ..., 74.27269745,
74.5129776 , 74.77101135],
...,
[ 72.81900787, 73.10294342, 73.43064117, ..., 86.26221466,
87.23379517, 87.95771027],
[ 72.42847443, 72.72628784, 73.03578949, ..., 85.9701004 ,
86.89811707, 87.585289 ],
[ 72.00971222, 72.28807831, 72.57940674, ..., 85.68112946,
86.55362701, 87.1946106 ]],
[[ 89.11118317, 89.27636719, 89.54006958, ..., 78.93461609,
78.9596405 , 78.97023773],
[ 89.22410583, 89.52921295, 89.73464966, ..., 79.03420258,
79.05686188, 79.04138184],
[ 89.23485565, 89.46549225, 89.59760284, ..., 79.12522888,
79.14092255, 79.09887695],
...,
[ 75.97235107, 76.20252991, 76.30856323, ..., 92.9670639 ,
92.91929626, 92.98545837],
[ 75.37174988, 75.64642334, 75.82888794, ..., 92.89820099,
92.91752625, 92.97171021],
[ 74.72192383, 75.03548431, 75.28488922, ..., 92.91118622,
93.05160522, 93.10862732]],
[[ 90.72455597, 90.79911804, 90.91317749, ..., 81.28128815,
81.49673462, 81.55097961],
[ 90.80819702, 90.88716125, 90.95152283, ..., 81.45153046,
81.53961945, 81.63088226],
[ 90.85935211, 90.94267273, 90.97894287, ..., 81.61306 ,
81.63730621, 81.73387909],
...,
[ 76.18359375, 76.25506592, 76.32529449, ..., 94.55293274,
95.24481201, 95.45643616],
[ 75.9593277 , 75.97381592, 76.03643036, ..., 95.10743713,
95.5891037 , 95.64173889],
[ 75.98635864, 75.95842743, 75.98927307, ..., 94.99958801,
95.6420517 , 95.77867889]],
...,
[[ 86.10558319, 86.28933716, 86.37314606, ..., 81.72799683,
79.65405273, 78.09683228],
[ 86.23900604, 86.28290558, 86.37513733, ..., 81.89134216,
79.73222351, 77.81645203],
[ 86.33218384, 86.38040924, 86.46353912, ..., 82.01548767,
79.78873444, 77.61710358],
...,
[ 56.83268356, 56.87968063, 57.20413971, ..., 60.50294495,
59.12693787, 58.97593689],
[ 57.68245316, 57.75487518, 57.89146805, ..., 56.07707596,
56.11166763, 56.23795319],
[ 57.67937851, 57.86222076, 58.10386658, ..., 56.45467377,
56.60810471, 56.69579697]],
[[ 86.31192017, 86.40312195, 86.61453247, ..., 85.43997955,
84.78904724, 83.45600891],
[ 86.16646576, 86.2483139 , 86.28759766, ..., 85.54657745,
84.88687134, 83.60257721],
[ 86.14587402, 86.2405777 , 86.3041687 , ..., 85.67972565,
84.95861053, 83.7420578 ],
...,
[ 50.83312988, 51.1235733 , 51.30694962, ..., 53.27397919,
53.95241165, 55.08908463],
[ 50.80515289, 51.14110184, 51.407547 , ..., 57.33551025,
57.80532837, 59.07001114],
[ 50.6397171 , 50.98032379, 51.33467102, ..., 63.08774567,
63.37755585, 63.53930664]],
[[ 85.26506042, 85.38162231, 85.40150452, ..., 84.77624512,
84.64622498, 84.62781525],
[ 85.65476227, 85.70432281, 85.66722107, ..., 84.867836 ,
84.73051453, 84.67520142],
[ 85.42071533, 85.38253021, 85.33054352, ..., 84.96708679,
84.83808136, 84.78262329],
...,
[ 61.62457657, 61.42515182, 61.43900681, ..., 76.16953278,
76.57084656, 77.02060699],
[ 62.18535233, 61.92523575, 61.86539841, ..., 77.78681183,
78.21398926, 78.55587769],
[ 62.79318237, 62.43982697, 62.30357361, ..., 78.70925903,
78.56833649, 78.55477905]]], 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: 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)
<xarray.DataArray u'rh' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 80.62545776, 80.4986496 , 80.40483856, ..., 72.23196411,
72.49720001, 72.7639389 ],
[ 80.79843903, 80.68763733, 80.6133194 , ..., 71.87772369,
72.15104675, 72.43675232],
[ 81.03878021, 80.94883728, 80.89756775, ..., 71.54647064,
71.82660675, 72.12381744],
...,
[ 67.45787811, 68.07699585, 68.70265198, ..., 82.48806 ,
83.19893646, 83.69812012],
[ 66.9119339 , 67.49852753, 68.1006546 , ..., 82.06400299,
82.74356079, 83.22943115],
[ 66.32686615, 66.83089447, 67.39926147, ..., 81.64186096,
82.29029083, 82.77997589]],
[[ 79.41846466, 79.38380432, 79.37667847, ..., 69.80255127,
70.13385773, 70.48181915],
[ 79.56873322, 79.54039764, 79.53772736, ..., 69.31271362,
69.66191864, 70.0268631 ],
[ 79.76052856, 79.75011444, 79.76049042, ..., 68.83604431,
69.19734955, 69.57930756],
...,
[ 63.15703583, 64.07957458, 65.0032196 , ..., 77.93989563,
78.42675018, 78.79639435],
[ 62.37599945, 63.25528717, 64.15057373, ..., 77.44542694,
77.90424347, 78.26065063],
[ 61.51528168, 62.34913254, 63.20676041, ..., 76.96861267,
77.39861298, 77.73594666]],
[[ 77.7816391 , 77.87380219, 77.98394012, ..., 71.59152985,
71.96976471, 72.35908508],
[ 77.89025879, 77.97796631, 78.08382416, ..., 71.1368103 ,
71.5280838 , 71.93030548],
[ 78.02707672, 78.11896515, 78.21847534, ..., 70.6883316 ,
71.08795929, 71.51159668],
...,
[ 62.49225998, 63.70764542, 64.9342041 , ..., 77.56717682,
77.98875427, 78.31285095],
[ 61.60435104, 62.78518677, 63.99015427, ..., 77.0554657 ,
77.45429993, 77.77429199],
[ 60.68124008, 61.81136322, 62.97262955, ..., 76.55887604,
76.94205475, 77.25299072]],
...,
[[ 9.04373455, 8.98086834, 8.92492008, ..., 9.07054043,
9.08099365, 9.08810902],
[ 9.02407837, 8.96640682, 8.90950871, ..., 9.04745388,
9.05674171, 9.06341934],
[ 9.00653934, 8.95324898, 8.90250015, ..., 9.01993752,
9.02766323, 9.03334713],
...,
[ 9.1140995 , 9.16884232, 9.22925758, ..., 3.73953915,
3.30553389, 3.18713975],
[ 9.12033939, 9.17239285, 9.23009968, ..., 3.42304468,
3.03303456, 3.02095413],
[ 9.12822533, 9.1750021 , 9.2273531 , ..., 3.29976368,
3.00995278, 2.99709439]],
[[ 1.79279959, 1.79976106, 1.80521548, ..., 1.46890402,
1.47838283, 1.485937 ],
[ 1.77919817, 1.78568065, 1.79057729, ..., 1.43746185,
1.44633079, 1.45342839],
[ 1.76421487, 1.77020442, 1.77414453, ..., 1.40624917,
1.41447592, 1.42117572],
...,
[ 1.18477821, 1.18120313, 1.17797387, ..., 1.27868831,
1.28076553, 1.28252709],
[ 1.18788517, 1.18449235, 1.18144715, ..., 1.27883399,
1.27987731, 1.27995265],
[ 1.19146156, 1.18808258, 1.18506682, ..., 1.27673101,
1.27727842, 1.27695847]],
[[ 0.91392672, 0.91421258, 0.91369563, ..., 0.67856896,
0.67525572, 0.67570239],
[ 0.90607423, 0.90608996, 0.9053266 , ..., 0.67195493,
0.66865629, 0.66914779],
[ 0.89733386, 0.89717585, 0.89615744, ..., 0.66544855,
0.66220957, 0.66272366],
...,
[ 0.61498135, 0.61528069, 0.61579406, ..., 0.60570276,
0.60803056, 0.61010927],
[ 0.61104774, 0.61122233, 0.61164272, ..., 0.60962898,
0.61230242, 0.61476398],
[ 0.6072163 , 0.60724831, 0.6075694 , ..., 0.61258107,
0.61524135, 0.61767668]]],
[[[ 87.03794861, 87.23084259, 87.69031525, ..., 75.41464996,
75.47751617, 75.52307129],
[ 87.2765274 , 87.65979004, 87.92455292, ..., 75.51759338,
75.57083893, 75.57439423],
[ 87.32024384, 87.61050415, 87.76509094, ..., 75.62418365,
75.64402771, 75.63213348],
...,
[ 72.018013 , 72.28432465, 72.40364838, ..., 89.27207184,
89.36631012, 89.38018799],
[ 71.33314514, 71.65196228, 71.85099792, ..., 89.00202179,
89.08730316, 89.06367493],
[ 70.56684113, 70.92440796, 71.20446777, ..., 88.69828033,
88.7649765 , 88.74769592]],
[[ 85.42131805, 85.69354248, 86.11440277, ..., 75.90003204,
75.98734283, 76.06056213],
[ 85.28215027, 85.60655975, 85.9667511 , ..., 76.00608826,
76.08073425, 76.11277008],
[ 85.2755661 , 85.61962891, 85.90013123, ..., 76.10148621,
76.15470886, 76.16999817],
...,
[ 72.30664062, 72.57803345, 72.71672821, ..., 82.9449234 ,
82.87001801, 82.75171661],
[ 71.59111786, 71.93589783, 72.1421051 , ..., 82.35279083,
82.32538605, 82.21882629],
[ 70.8030014 , 71.17852783, 71.47245789, ..., 81.76473999,
81.72979736, 81.69374847]],
[[ 85.28290558, 85.45925903, 85.69258881, ..., 78.36215973,
78.47969055, 78.57502747],
[ 85.36667633, 85.45326996, 85.56116486, ..., 78.46904755,
78.56977081, 78.61755371],
[ 85.49047089, 85.58029938, 85.68326569, ..., 78.57149506,
78.65381622, 78.68603516],
...,
[ 74.53794098, 74.83917999, 74.97188568, ..., 80.85798645,
80.80155945, 80.69271088],
[ 73.80104065, 74.17433929, 74.38521576, ..., 80.48452759,
80.45806885, 80.33958435],
[ 72.99533844, 73.39138794, 73.68699646, ..., 80.06005859,
80.06163788, 79.99086761]],
...,
[[ 3.49249077, 3.58188319, 3.68142223, ..., 7.54759502,
7.87562132, 7.78972244],
[ 3.5715003 , 3.68832564, 3.81798363, ..., 7.55047846,
7.77280474, 7.80175591],
[ 3.66710591, 3.8025353 , 3.9666357 , ..., 7.2673564 ,
7.55549288, 7.67207813],
...,
[ 9.91272068, 9.88445663, 9.86923409, ..., 2.13198304,
2.18955112, 2.31409574],
[ 9.96320724, 9.92612553, 9.91703129, ..., 2.14068198,
2.1604178 , 2.2608676 ],
[ 9.85810947, 9.9398756 , 9.98903656, ..., 2.17468953,
2.15165019, 2.21506619]],
[[ 1.18814468, 1.25072992, 1.31802571, ..., 1.81223726,
1.87695515, 1.85145676],
[ 1.24091828, 1.3098582 , 1.38609672, ..., 1.83614445,
1.90294921, 1.88507938],
[ 1.28615749, 1.35174775, 1.43055093, ..., 1.8329705 ,
1.91052067, 1.92588782],
...,
[ 1.42420232, 1.41469026, 1.38833702, ..., 1.04146719,
1.04741013, 1.05833709],
[ 1.40122676, 1.39478171, 1.37341666, ..., 1.04684496,
1.05016065, 1.06017256],
[ 1.37319517, 1.37252688, 1.36494482, ..., 1.05678809,
1.05495608, 1.06128919]],
[[ 0.76288658, 0.77366459, 0.7845276 , ..., 0.86838078,
0.87907141, 0.88422263],
[ 0.77367014, 0.78513813, 0.79777843, ..., 0.86731708,
0.8816613 , 0.8842805 ],
[ 0.78098184, 0.79027569, 0.80211771, ..., 0.86095119,
0.87816519, 0.88266778],
...,
[ 0.65384543, 0.65142566, 0.65078115, ..., 0.60127056,
0.60354143, 0.60588634],
[ 0.64645022, 0.64449078, 0.64458382, ..., 0.60395658,
0.60546392, 0.60718268],
[ 0.63731426, 0.63750017, 0.63692439, ..., 0.60816163,
0.60746241, 0.60849833]]],
[[[ 89.28233337, 89.3950882 , 89.53582764, ..., 77.92194366,
78.22541809, 78.28383636],
[ 89.40061188, 89.50271606, 89.58216858, ..., 78.1687088 ,
78.27436066, 78.37630463],
[ 89.4627533 , 89.56640625, 89.61332703, ..., 78.38233948,
78.39891815, 78.51980591],
...,
[ 72.35617828, 72.39739227, 72.48234558, ..., 92.67123413,
93.26379395, 93.31277466],
[ 72.26698303, 72.25078583, 72.27799225, ..., 93.06677246,
93.52659607, 93.5366745 ],
[ 72.43800354, 72.26803589, 72.22664642, ..., 92.77623749,
93.45367432, 93.56538391]],
[[ 90.48615265, 90.55960846, 90.6733017 , ..., 78.33158112,
78.65938568, 78.74114227],
[ 90.55741119, 90.64203644, 90.70223236, ..., 78.6097641 ,
78.72351837, 78.83392334],
[ 90.58745575, 90.67725372, 90.70735931, ..., 78.83531189,
78.86685181, 78.9888916 ],
...,
[ 72.9850235 , 72.92996216, 72.97143555, ..., 90.02236176,
90.26397705, 90.20147705],
[ 72.84328461, 72.80540466, 72.81731415, ..., 90.15602875,
90.32543182, 90.16924286],
[ 72.99484253, 72.84570312, 72.77925873, ..., 89.64240265,
89.7588501 , 89.55573273]],
[[ 92.22348022, 92.16216278, 92.12007141, ..., 80.79557037,
81.02050018, 81.11154175],
[ 92.11871338, 92.06425476, 92.07843018, ..., 80.98419952,
81.09406281, 81.21383667],
[ 92.03599548, 91.99816132, 92.03231049, ..., 81.21032715,
81.26011658, 81.3879776 ],
...,
[ 75.487854 , 75.44672394, 75.43940735, ..., 82.75618744,
82.90664673, 83.03552246],
[ 75.3004303 , 75.29231262, 75.31145477, ..., 82.96775818,
83.13948059, 83.10811615],
[ 75.37513733, 75.31777191, 75.29003906, ..., 82.66623688,
82.87921906, 82.89241791]],
...,
[[ 4.0636301 , 4.13791037, 4.20623684, ..., 4.65213251,
4.3318696 , 4.13381863],
[ 4.09028864, 4.15570831, 4.22109175, ..., 5.01160431,
4.66091776, 4.33316803],
[ 4.09854174, 4.15123224, 4.20921946, ..., 5.40474224,
4.98963737, 4.58267975],
...,
[ 6.27232218, 6.28627777, 6.32060385, ..., 3.43739843,
3.71841836, 4.0376277 ],
[ 6.27926207, 6.30117798, 6.33803177, ..., 3.12678599,
3.37992048, 3.66289115],
[ 6.32069349, 6.32328939, 6.33992338, ..., 2.82050204,
3.03958225, 3.28146458]],
[[ 1.24291384, 1.24202847, 1.24331021, ..., 0.85637879,
0.74669969, 0.68476903],
[ 1.25789344, 1.26285839, 1.27290547, ..., 0.95842344,
0.8352049 , 0.74331927],
[ 1.2753793 , 1.28660703, 1.30406356, ..., 1.07596588,
0.93472064, 0.82152271],
...,
[ 1.10637605, 1.11576319, 1.13219965, ..., 1.68243742,
1.71560836, 1.75112653],
[ 1.11854565, 1.12548482, 1.1394347 , ..., 1.58723128,
1.6181705 , 1.64679599],
[ 1.13841701, 1.14266729, 1.14707088, ..., 1.4880445 ,
1.51720452, 1.54419124]],
[[ 0.74692607, 0.73871678, 0.7355144 , ..., 0.71111095,
0.69094169, 0.67977065],
[ 0.75876421, 0.7534852 , 0.75358158, ..., 0.71763802,
0.69703269, 0.68546647],
[ 0.77545708, 0.77305144, 0.77485317, ..., 0.72300106,
0.7006433 , 0.68524504],
...,
[ 0.58108908, 0.585549 , 0.58991575, ..., 0.69390869,
0.69535452, 0.69959074],
[ 0.58131629, 0.58545542, 0.59000748, ..., 0.68553561,
0.68706179, 0.69091302],
[ 0.58213222, 0.58654076, 0.58929205, ..., 0.67430067,
0.67868149, 0.68276334]]],
...,
[[[ 84.33542633, 84.41791534, 84.57453156, ..., 78.80656433,
76.45985413, 74.62056732],
[ 84.46785736, 84.51026154, 84.59288025, ..., 78.91648102,
76.41158295, 74.0943222 ],
[ 84.58010101, 84.62584686, 84.69154358, ..., 79.01132202,
76.3751297 , 73.76055908],
...,
[ 56.52047348, 56.62398911, 56.82839584, ..., 61.29225922,
60.73169708, 60.52441788],
[ 56.95398331, 57.04921341, 57.14665985, ..., 57.30604553,
57.36035156, 57.46109772],
[ 56.92948914, 57.01685715, 57.11268616, ..., 57.6009407 ,
57.75836563, 57.81985092]],
[[ 85.88367462, 85.95586395, 86.10517883, ..., 79.54623413,
77.47163391, 76.07961273],
[ 86.02082062, 86.0466156 , 86.11303711, ..., 79.49193573,
77.07912445, 75.0607605 ],
[ 86.1339798 , 86.16738129, 86.21180725, ..., 79.48777771,
76.87672424, 74.43793488],
...,
[ 57.99920654, 58.14794159, 58.28395462, ..., 62.85824966,
62.44524002, 62.26465607],
[ 58.3013916 , 58.40974808, 58.50077438, ..., 59.22002792,
59.31607819, 59.44290924],
[ 58.22220993, 58.32549286, 58.42569351, ..., 59.62086105,
59.81701279, 59.88633347]],
[[ 89.027565 , 89.07936859, 89.20995331, ..., 82.02350616,
80.00208282, 78.68576813],
[ 89.1349411 , 89.15058899, 89.21492004, ..., 81.93929291,
79.54260254, 77.62783051],
[ 89.25591278, 89.28034973, 89.31378937, ..., 81.91288757,
79.27910614, 76.92482758],
...,
[ 60.1564827 , 60.3054657 , 60.43901443, ..., 64.98240662,
64.66234589, 64.53230286],
[ 60.40305328, 60.51858139, 60.61653137, ..., 61.54494858,
61.67529678, 61.84251785],
[ 60.29366302, 60.40599823, 60.52136612, ..., 62.08309937,
62.18885803, 62.31441498]],
...,
[[ 17.63404083, 17.28192139, 16.75364494, ..., 11.76631737,
11.37353802, 11.01950264],
[ 17.21227264, 16.8982563 , 16.44800377, ..., 11.73798275,
11.45635223, 11.30096912],
[ 16.84392166, 16.56776237, 16.20203781, ..., 11.73521519,
11.48817253, 11.36998272],
...,
[ 5.22913074, 5.28995466, 5.41631222, ..., 5.87731504,
6.02749968, 6.17433405],
[ 5.07778263, 5.10184956, 5.18981457, ..., 5.73462534,
5.91638899, 6.06097412],
[ 4.94655466, 4.945261 , 4.98678493, ..., 5.61950207,
5.73498726, 5.74468374]],
[[ 6.28963566, 6.20751858, 5.96636295, ..., 2.95379543,
2.87033868, 2.75637031],
[ 6.43017149, 6.3424077 , 6.09409332, ..., 2.95269585,
2.87610269, 2.82313704],
[ 6.3783164 , 6.18952084, 5.8916626 , ..., 2.92834973,
2.88010621, 2.8393507 ],
...,
[ 1.53863657, 1.55930781, 1.61750185, ..., 1.86532438,
1.82177663, 1.79229915],
[ 1.49902904, 1.4896276 , 1.51810098, ..., 1.79139352,
1.75457776, 1.72485232],
[ 1.49084461, 1.44950593, 1.47108495, ..., 1.6857717 ,
1.69330275, 1.67925549]],
[[ 1.22796857, 1.21860158, 1.18142343, ..., 0.87189204,
0.8576169 , 0.83932853],
[ 1.2493211 , 1.23344994, 1.19319546, ..., 0.86377227,
0.84454602, 0.82531482],
[ 1.26047862, 1.23761678, 1.19012654, ..., 0.85432822,
0.83424932, 0.81646669],
...,
[ 0.57891595, 0.5917657 , 0.62216896, ..., 0.74593759,
0.73724425, 0.73070771],
[ 0.57119989, 0.56836444, 0.58435076, ..., 0.73361647,
0.72593361, 0.71879458],
[ 0.57864708, 0.57061434, 0.56768221, ..., 0.71338475,
0.70790142, 0.70388675]]],
[[[ 84.54846954, 84.66013336, 84.85739136, ..., 83.02005768,
82.24079132, 80.64955139],
[ 84.35798645, 84.47688293, 84.4756012 , ..., 83.1506958 ,
82.34062958, 80.81739044],
[ 84.32505035, 84.44580841, 84.50056458, ..., 83.27693176,
82.41883087, 80.97444153],
...,
[ 48.87885666, 49.18964386, 49.41207504, ..., 53.57110596,
54.31741714, 55.46372986],
[ 48.70715714, 49.068573 , 49.36770248, ..., 57.91223526,
58.43014908, 59.60626602],
[ 48.43317795, 48.79445267, 49.18974686, ..., 63.24676895,
63.52994156, 63.67028046]],
[[ 86.19541168, 86.28427887, 86.47794342, ..., 83.84545135,
83.03783417, 81.36014557],
[ 85.95571136, 86.02937317, 86.00652313, ..., 83.94557953,
83.09147644, 81.48568726],
[ 85.90493774, 85.9805603 , 86.01148987, ..., 84.05567169,
83.14411926, 81.62128448],
...,
[ 49.59461975, 49.89051819, 50.12039566, ..., 54.73094177,
55.47237778, 56.50062943],
[ 49.43121338, 49.78989792, 50.09671783, ..., 59.12474442,
59.63967896, 60.56061554],
[ 49.22209549, 49.63547134, 50.03968048, ..., 64.10588074,
64.43579865, 64.58525848]],
[[ 89.45467377, 89.54082489, 89.74073029, ..., 86.46513367,
85.65724182, 83.94885254],
[ 89.18767548, 89.2564621 , 89.21427155, ..., 86.53697205,
85.66481018, 84.04379272],
[ 89.10276031, 89.17899323, 89.20278168, ..., 86.61480713,
85.67812347, 84.1550293 ],
...,
[ 51.31481934, 51.63225555, 51.8728447 , ..., 56.61727905,
57.36701584, 58.37714767],
[ 51.16586685, 51.54098892, 51.85919189, ..., 61.13964844,
61.67513657, 62.53630447],
[ 50.98304367, 51.44862366, 51.81797028, ..., 66.10002899,
66.41672516, 66.66339874]],
...,
[[ 28.66551018, 28.33577156, 27.7157383 , ..., 9.23929787,
9.27711964, 9.53889656],
[ 30.05227661, 30.11703873, 29.52768326, ..., 8.55053902,
8.67952156, 8.84914494],
[ 31.18163872, 31.57735252, 31.0601902 , ..., 8.1691637 ,
8.24271774, 8.42209435],
...,
[ 10.26738644, 9.72089481, 9.26278114, ..., 5.72736454,
5.80888939, 5.9083271 ],
[ 10.26792049, 9.89412689, 9.44415665, ..., 5.74699068,
5.8754406 , 6.05456495],
[ 10.19421291, 9.87016487, 9.6812582 , ..., 5.89216614,
6.07350111, 6.36801243]],
[[ 10.75358772, 11.76264477, 12.63349152, ..., 2.09753513,
2.22530961, 2.38977671],
[ 11.78727818, 12.81746197, 13.62735367, ..., 2.16353583,
2.30871987, 2.44412565],
[ 12.85833549, 13.72890091, 14.45323372, ..., 2.19803166,
2.31046414, 2.43699336],
...,
[ 4.26519203, 3.86917162, 3.56764126, ..., 1.92581463,
1.89152253, 1.88193929],
[ 4.39741325, 4.11538124, 3.76998687, ..., 1.89714992,
1.87964416, 1.85058796],
[ 4.34858513, 4.32871914, 3.95202494, ..., 1.90903652,
1.91615999, 1.93228042]],
[[ 1.2632463 , 1.32975483, 1.37472451, ..., 0.79700685,
0.81649691, 0.83211237],
[ 1.33873415, 1.40291381, 1.42733598, ..., 0.75024223,
0.76512665, 0.77869582],
[ 1.41065955, 1.4552542 , 1.46600628, ..., 0.71601075,
0.72347629, 0.73304534],
...,
[ 0.98931593, 0.97252667, 0.92567569, ..., 0.76645285,
0.75360811, 0.73059267],
[ 0.98628163, 1.00364065, 0.95335174, ..., 0.75453556,
0.74492055, 0.72199255],
[ 0.97273439, 0.99473876, 0.97457141, ..., 0.74099588,
0.73777765, 0.72925645]]],
[[[ 83.54446411, 83.65357208, 83.62713623, ..., 82.16036224,
82.02044678, 81.99704742],
[ 83.98584747, 84.0242691 , 83.96142578, ..., 82.2760849 ,
82.11148834, 82.05272675],
[ 83.69013977, 83.62565613, 83.54139709, ..., 82.40211487,
82.24057007, 82.16331482],
...,
[ 56.00487518, 55.82138824, 55.96016693, ..., 74.6831665 ,
75.10031891, 75.54785156],
[ 56.17579269, 55.95241928, 55.99710083, ..., 76.12425232,
76.40949249, 76.74016571],
[ 56.55421448, 56.18653107, 56.16348267, ..., 77.27251434,
76.97934723, 76.9725647 ]],
[[ 85.13110352, 85.24824524, 85.1783905 , ..., 82.8914032 ,
82.77423859, 82.7970047 ],
[ 85.61340332, 85.64511108, 85.54374695, ..., 82.9914856 ,
82.86303711, 82.83744812],
[ 85.29013062, 85.19839478, 85.06774139, ..., 83.12364197,
82.99046326, 82.96640015],
...,
[ 53.53768539, 53.50346756, 53.68740463, ..., 74.72367859,
74.97111511, 75.11932373],
[ 53.91967773, 53.69305801, 53.80491638, ..., 75.57769012,
75.71508026, 75.8015976 ],
[ 54.4054184 , 54.0427475 , 54.03995132, ..., 75.9278183 ,
75.85469055, 75.91356659]],
[[ 88.27861023, 88.42076874, 88.28335571, ..., 85.396698 ,
85.3144989 , 85.38459778],
[ 88.82057953, 88.85433197, 88.70492554, ..., 85.49871063,
85.40431213, 85.42440033],
[ 88.48612976, 88.36965179, 88.1998291 , ..., 85.6264267 ,
85.53304291, 85.54503632],
...,
[ 53.65719223, 53.55816269, 53.80716324, ..., 75.36706543,
75.46440887, 75.54639435],
[ 54.06665802, 53.82606888, 53.9600029 , ..., 75.85778046,
75.98603821, 76.08346558],
[ 54.56141281, 54.20844269, 54.22495651, ..., 76.17320251,
76.03617859, 76.10919189]],
...,
[[ 19.04078865, 18.14035606, 17.26373672, ..., 10.91037941,
10.94761276, 11.0045557 ],
[ 19.49707985, 18.45991516, 17.53331375, ..., 10.99521255,
10.88761711, 10.93095016],
[ 19.93987083, 18.53575134, 17.96756935, ..., 11.15205479,
10.94181633, 10.83276558],
...,
[ 9.64114094, 9.2608223 , 8.87948704, ..., 7.44868946,
7.32501554, 7.0216651 ],
[ 9.22514439, 8.9295063 , 8.64701176, ..., 7.19211912,
7.02775764, 6.71711874],
[ 8.67223835, 8.54866123, 8.35248375, ..., 6.92161655,
6.71854448, 6.50899076]],
[[ 2.42632246, 2.34927177, 2.3042779 , ..., 2.34407902,
2.27241325, 2.21135807],
[ 2.39820218, 2.28132653, 2.25599766, ..., 2.29239941,
2.18533587, 2.11444402],
[ 2.35813498, 2.30682516, 2.3319416 , ..., 2.24635243,
2.12758541, 2.04823399],
...,
[ 1.35633957, 1.26513302, 1.19626319, ..., 2.46419144,
2.29598141, 2.12452412],
[ 1.39105392, 1.27273118, 1.18968105, ..., 2.35385966,
2.19972491, 2.03267264],
[ 1.43777585, 1.30782831, 1.19936359, ..., 2.20126677,
2.06426859, 1.93535101]],
[[ 0.67135495, 0.66495687, 0.67689264, ..., 0.66792214,
0.66185635, 0.66573548],
[ 0.65588498, 0.64330435, 0.65379852, ..., 0.66557395,
0.66108984, 0.66502821],
[ 0.6490857 , 0.65207738, 0.65745282, ..., 0.6765871 ,
0.66989076, 0.67292821],
...,
[ 0.54283231, 0.65315247, 0.74997312, ..., 0.84486538,
0.82632226, 0.80128932],
[ 0.46706864, 0.55480564, 0.63994282, ..., 0.82938689,
0.81487739, 0.79631346],
[ 0.41047201, 0.46573934, 0.53437257, ..., 0.79829574,
0.78728205, 0.7758339 ]]]], 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: 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)
<xarray.DataArray u'slp' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 1003.41021729, 1003.41577148, 1003.45776367, ...,
1007.39447021, 1007.45428467, 1007.53570557],
[ 1003.4140625 , 1003.42468262, 1003.44287109, ...,
1007.4866333 , 1007.55041504, 1007.61083984],
[ 1003.37878418, 1003.4161377 , 1003.43536377, ...,
1007.55755615, 1007.62530518, 1007.68890381],
...,
[ 1006.50469971, 1006.57806396, 1006.67602539, ...,
1009.97113037, 1009.97241211, 1009.94482422],
[ 1006.51593018, 1006.56298828, 1006.61291504, ...,
1009.94018555, 1009.94171143, 1009.94006348],
[ 1006.51184082, 1006.59655762, 1006.64123535, ...,
1009.92102051, 1009.92095947, 1009.91534424]],
[[ 1003.19470215, 1003.13354492, 1003.08093262, ...,
1006.64385986, 1006.70965576, 1006.77807617],
[ 1003.08312988, 1003.0100708 , 1002.9307251 , ...,
1006.5055542 , 1006.56030273, 1006.69268799],
[ 1002.99151611, 1002.90515137, 1002.83648682, ...,
1006.38464355, 1006.46258545, 1006.5682373 ],
...,
[ 1007.41015625, 1007.33001709, 1007.34289551, ...,
1009.71246338, 1009.77337646, 1009.85473633],
[ 1007.54437256, 1007.52215576, 1007.53039551, ...,
1009.8012085 , 1009.85107422, 1009.90216064],
[ 1007.70184326, 1007.72668457, 1007.74932861, ...,
1009.92047119, 1009.94537354, 1009.97363281]],
[[ 1002.24938965, 1002.15307617, 1002.07336426, ...,
1005.18249512, 1005.06262207, 1005.09777832],
[ 1002.15527344, 1002.07556152, 1001.99414062, ...,
1005.1282959 , 1005.17401123, 1005.17376709],
[ 1002.0836792 , 1001.99975586, 1001.91906738, ...,
1005.12750244, 1005.17077637, 1005.16375732],
...,
[ 1003.07647705, 1003.09716797, 1003.0871582 , ...,
1006.7366333 , 1006.86431885, 1007.019104 ],
[ 1003.14178467, 1003.09924316, 1003.11114502, ...,
1006.89093018, 1007.02490234, 1007.14703369],
[ 1003.23193359, 1003.17944336, 1003.15625 , ...,
1007.12548828, 1007.25653076, 1007.39141846]],
...,
[[ 1002.29248047, 1002.3081665 , 1002.10870361, ...,
1004.67352295, 1004.74572754, 1004.99676514],
[ 1002.19342041, 1002.14099121, 1002.06097412, ...,
1004.54174805, 1004.62713623, 1004.69934082],
[ 1002.05493164, 1002.01617432, 1001.96368408, ...,
1004.37005615, 1004.48504639, 1004.50714111],
...,
[ 1003.76794434, 1003.74359131, 1003.70947266, ...,
1006.02423096, 1006.08203125, 1006.12261963],
[ 1003.87506104, 1003.84838867, 1003.83764648, ...,
1006.08435059, 1006.08880615, 1006.11859131],
[ 1003.97436523, 1004.07702637, 1004.08624268, ...,
1006.04614258, 1006.08642578, 1006.21081543]],
[[ 1000.24304199, 1000.20001221, 999.81555176, ...,
1003.57513428, 1003.76037598, 1003.87902832],
[ 1000.04968262, 999.94891357, 999.86132812, ...,
1003.58587646, 1003.65075684, 1003.74865723],
[ 999.98730469, 999.88946533, 999.79595947, ...,
1003.51953125, 1003.56207275, 1003.65002441],
...,
[ 1001.69415283, 1001.6784668 , 1001.6539917 , ...,
1005.10424805, 1005.26776123, 1005.49645996],
[ 1001.81542969, 1001.76403809, 1001.75 , ...,
1005.38635254, 1005.50085449, 1005.70263672],
[ 1001.94464111, 1001.88293457, 1001.80493164, ...,
1005.50787354, 1005.65313721, 1005.8949585 ]],
[[ 999.17144775, 999.16210938, 999.12677002, ...,
1002.46966553, 1002.52056885, 1002.62261963],
[ 999.04797363, 999.09820557, 999.065979 , ...,
1002.37530518, 1002.49853516, 1002.57220459],
[ 998.97546387, 999.01861572, 998.99694824, ...,
1002.29449463, 1002.43267822, 1002.56140137],
...,
[ 1000.71307373, 1000.66741943, 1000.60650635, ...,
1004.32495117, 1004.40057373, 1004.42895508],
[ 1000.82348633, 1000.79400635, 1000.7711792 , ...,
1004.40643311, 1004.47912598, 1004.52075195],
[ 1000.94604492, 1000.94799805, 1000.86126709, ...,
1004.2767334 , 1004.30090332, 1004.57769775]]], 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: sea level 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)
<xarray.DataArray u'terrain' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 3.21825966e-02, 9.15227979e-02, 1.79742813e-01, ...,
7.25518120e-03, 6.95809396e-03, 1.77198928e-02],
[ 1.15176979e-02, 2.30541527e-02, 3.92875858e-02, ...,
2.92843953e-03, 0.00000000e+00, 1.77198928e-02],
[ 2.59538367e-03, -9.31322575e-10, 0.00000000e+00, ...,
2.92843953e-03, 0.00000000e+00, 3.29586565e-02],
...,
[ 3.64211097e-04, 1.30908226e-03, 1.80937676e-03, ...,
2.22547951e+01, 2.32170448e+01, 2.38947830e+01],
[ 0.00000000e+00, 0.00000000e+00, 3.98081698e-04, ...,
2.21236687e+01, 2.30048752e+01, 2.34790783e+01],
[ 1.03917699e-02, 5.73595800e-03, 2.25119200e-03, ...,
2.23275414e+01, 2.30632591e+01, 2.33211594e+01]],
[[ 3.15409780e-01, 4.34845179e-01, 5.57969809e-01, ...,
2.02836469e-03, 0.00000000e+00, 0.00000000e+00],
[ 6.80561587e-02, 8.80187154e-02, 1.11260451e-01, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 1.37603120e-03, 1.38191215e-03, 1.19424507e-03, ...,
2.42791843e+01, 2.46823940e+01, 2.43811646e+01],
[ 1.19424507e-03, 1.38191215e-03, 1.19424507e-03, ...,
2.34790783e+01, 2.34790783e+01, 2.28343010e+01],
[ 2.21977523e-03, 1.02363876e-04, 3.67406756e-06, ...,
2.28795567e+01, 2.23524227e+01, 2.12475128e+01]],
[[ 2.91038305e-11, 0.00000000e+00, 1.25978729e-02, ...,
1.66194558e-01, 4.29234579e-02, 2.00438756e-03],
[ 2.91038305e-11, 0.00000000e+00, 4.03112173e-03, ...,
4.49266613e-01, 1.01658694e-01, 0.00000000e+00],
[ 3.17555550e-03, 2.59538321e-03, 4.03112173e-03, ...,
8.50952506e-01, 1.80889159e-01, 4.44089210e-16],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
1.57295208e+01, 1.90906925e+01, 2.14263687e+01],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
1.56815071e+01, 1.88507233e+01, 2.11307621e+01],
[ 1.59693006e-02, 1.85443107e-02, 1.73233598e-02, ...,
1.60553761e+01, 1.90193291e+01, 2.12183018e+01]],
...,
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
1.00941076e+01, 2.18726063e+01, 3.76367798e+01],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
5.00247002e+00, 1.34931583e+01, 2.61275902e+01],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
1.54908526e+00, 6.71848965e+00, 1.54700680e+01],
...,
[ 1.51239514e+00, 1.71279955e+00, 1.97412848e+00, ...,
3.66338396e+00, 2.40993500e+00, 1.47478616e+00],
[ 2.34195662e+00, 2.59135294e+00, 2.97946024e+00, ...,
7.02084303e+00, 5.33934832e+00, 3.98735332e+00],
[ 3.50369096e+00, 3.77023888e+00, 4.29553938e+00, ...,
1.17766581e+01, 9.65108871e+00, 7.92064667e+00]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
8.88508931e-02, 0.00000000e+00, 3.55349332e-01],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
1.30632505e-01, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
1.60975054e-01, 5.87201715e-02, 0.00000000e+00],
...,
[ 5.13665247e+00, 4.93114853e+00, 5.12872076e+00, ...,
2.44647598e+01, 2.32437954e+01, 2.10006657e+01],
[ 7.65918255e+00, 7.05324507e+00, 7.05324507e+00, ...,
3.24863968e+01, 3.12932816e+01, 2.87900181e+01],
[ 1.09980993e+01, 9.86850357e+00, 9.48849201e+00, ...,
4.07823067e+01, 3.97774811e+01, 3.72031441e+01]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
3.51214781e-02, 4.06469405e-02, 8.31803456e-02],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 5.56386337e-02],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 3.05384398e-02],
...,
[ 2.12254448e+01, 1.98620720e+01, 1.78528137e+01, ...,
4.47974319e+01, 4.74140167e+01, 4.89908791e+01],
[ 2.77696953e+01, 2.62989540e+01, 2.40297089e+01, ...,
4.80540619e+01, 5.10923347e+01, 5.34901352e+01],
[ 3.47872353e+01, 3.34024124e+01, 3.11651306e+01, ...,
4.80540619e+01, 5.10923347e+01, 5.34901352e+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 ...
* 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: terrain height
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'td2' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 26.55572128, 26.47863579, 26.40430069, ..., 25.57635689,
25.55421257, 25.53527069],
[ 26.63279724, 26.56645966, 26.5024662 , ..., 25.60103226,
25.57421112, 25.55108452],
[ 26.71571922, 26.66150284, 26.60911369, ..., 25.62618828,
25.59453201, 25.56707764],
...,
[ 25.8854847 , 25.85536003, 25.82557869, ..., 24.49319839,
24.46643066, 24.44397926],
[ 25.79782486, 25.77116585, 25.74520302, ..., 24.47100258,
24.44622993, 24.4255085 ],
[ 25.6694355 , 25.65023422, 25.63215828, ..., 24.44722939,
24.42541313, 24.40721893]],
[[ 27.75323677, 27.77170372, 27.7686615 , ..., 26.09008598,
26.06023407, 26.03369522],
[ 27.74699211, 27.77629089, 27.80230522, ..., 26.08632469,
26.0575943 , 26.03120422],
[ 27.74388695, 27.76605415, 27.79177666, ..., 26.08644485,
26.06065559, 26.03703308],
...,
[ 25.84604263, 25.87969971, 25.9007225 , ..., 24.38747025,
24.40286255, 24.42279243],
[ 25.76554489, 25.80854225, 25.83942986, ..., 24.37633705,
24.39174271, 24.40856171],
[ 25.67613602, 25.72613525, 25.76588058, ..., 24.36510849,
24.38096619, 24.39430237]],
[[ 27.80068779, 27.80963898, 27.81649971, ..., 26.44603539,
26.44027328, 26.43012047],
[ 27.81948662, 27.82748795, 27.83353996, ..., 26.4856739 ,
26.49909019, 26.49007988],
[ 27.83562469, 27.84332085, 27.84895515, ..., 26.50476074,
26.5320797 , 26.52475357],
...,
[ 25.74383163, 25.75588799, 25.76992989, ..., 24.15407372,
24.182024 , 24.17037201],
[ 25.74633789, 25.74943161, 25.75567627, ..., 24.13710976,
24.19985199, 24.18426704],
[ 25.74362755, 25.74233437, 25.74503517, ..., 24.0751133 ,
24.16851997, 24.16941452]],
...,
[[ 26.20236969, 26.23464203, 26.23713493, ..., 25.62295341,
25.42188644, 25.30725098],
[ 26.22552681, 26.23126793, 26.2363224 , ..., 25.74662971,
25.56170654, 25.38960457],
[ 26.26811028, 26.27744865, 26.27147675, ..., 25.84489632,
25.67444229, 25.48586082],
...,
[ 22.85924339, 22.8885231 , 22.96845818, ..., 23.89961243,
23.70969772, 23.70244217],
[ 22.97539902, 23.01591873, 23.06809998, ..., 23.19825363,
23.22487068, 23.27166557],
[ 22.9745369 , 23.01517105, 23.06727791, ..., 23.23484039,
23.28470612, 23.32991409]],
[[ 26.50849724, 26.53131676, 26.53627586, ..., 26.22475815,
26.23908806, 26.13105774],
[ 26.46908569, 26.46068382, 26.48333931, ..., 26.24864578,
26.26181602, 26.17617035],
[ 26.4252224 , 26.44067764, 26.44531822, ..., 26.27212524,
26.28466034, 26.21464539],
...,
[ 22.24027443, 22.31536293, 22.35973358, ..., 22.27685356,
22.39392281, 22.56420135],
[ 22.23226738, 22.31272888, 22.37340736, ..., 22.80650711,
22.90809059, 23.07791901],
[ 22.18593407, 22.27374268, 22.35321426, ..., 23.4847374 ,
23.58062553, 23.67085457]],
[[ 26.29077339, 26.30698586, 26.3044796 , ..., 26.49787712,
26.48482132, 26.46269226],
[ 26.3431797 , 26.34539223, 26.33238602, ..., 26.50991058,
26.49918938, 26.48309898],
[ 26.32944489, 26.31823349, 26.29993057, ..., 26.52131462,
26.51393127, 26.50098991],
...,
[ 22.758255 , 22.68678665, 22.67219162, ..., 24.08869743,
24.12829399, 24.18241692],
[ 22.84059906, 22.76916885, 22.7402668 , ..., 24.18773079,
24.20858192, 24.23295403],
[ 22.94223976, 22.85596657, 22.80256081, ..., 24.25099564,
24.20522499, 24.1993084 ]]], 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: 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)
<xarray.DataArray u'td' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 26.27621651, 26.21652794, 26.15933228, ..., 24.63342667,
24.60868645, 24.59169197],
[ 26.34877205, 26.29870987, 26.25043488, ..., 24.64783478,
24.62168121, 24.60164452],
[ 26.42603493, 26.38699913, 26.3489151 , ..., 24.66417122,
24.63637543, 24.61349869],
...,
[ 24.29208755, 24.32421684, 24.35761642, ..., 24.26455307,
24.27845383, 24.28594971],
[ 24.17855072, 24.20777321, 24.23878288, ..., 24.24277115,
24.25647163, 24.26463127],
[ 24.03637695, 24.06575775, 24.09716415, ..., 24.21848106,
24.23262405, 24.24188614]],
[[ 25.60533905, 25.58071136, 25.55704689, ..., 23.36085701,
23.34634972, 23.3430481 ],
[ 25.6657505 , 25.64676094, 25.62851715, ..., 23.32806778,
23.31545639, 23.31209373],
[ 25.73058701, 25.71773911, 25.70538521, ..., 23.29698944,
23.28679657, 23.28345871],
...,
[ 22.57441521, 22.67357445, 22.77365685, ..., 23.74412727,
23.79603386, 23.83445549],
[ 22.42407036, 22.51977539, 22.61680984, ..., 23.72068787,
23.77010536, 23.80690575],
[ 22.25332451, 22.3450222 , 22.43896675, ..., 23.69440651,
23.74162865, 23.77779961]],
[[ 24.68694115, 24.71049309, 24.73323059, ..., 22.95646477,
22.94776154, 22.94871902],
[ 24.73115349, 24.75477791, 24.77759171, ..., 22.92398453,
22.91677094, 22.91797638],
[ 24.77820396, 24.80179787, 24.82489777, ..., 22.89278221,
22.88739586, 22.88837624],
...,
[ 21.58711624, 21.75874901, 21.92900848, ..., 23.175951 ,
23.22917557, 23.27087975],
[ 21.41847229, 21.58859825, 21.75795174, ..., 23.14553642,
23.19710922, 23.23814201],
[ 21.23840332, 21.40540314, 21.5727005 , ..., 23.11548042,
23.16526222, 23.20640564]],
...,
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]]],
[[[ 27.1723938 , 27.19473076, 27.21271133, ..., 25.02937317,
25.00278664, 24.97934914],
[ 27.17917252, 27.22003746, 27.252985 , ..., 25.02263069,
24.99519348, 24.97046852],
[ 27.1794796 , 27.21068192, 27.23963165, ..., 25.0216732 ,
24.99571037, 24.97145462],
...,
[ 24.60126686, 24.64577866, 24.66950035, ..., 24.284935 ,
24.30051804, 24.31837082],
[ 24.50112343, 24.55778313, 24.59431458, ..., 24.26885033,
24.28366661, 24.29740334],
[ 24.3903923 , 24.45427132, 24.50440788, ..., 24.25361061,
24.26681328, 24.27742004]],
[[ 26.39148331, 26.42604446, 26.46011353, ..., 24.45053673,
24.42844772, 24.40956306],
[ 26.37094688, 26.39923477, 26.44404221, ..., 24.44246101,
24.4193573 , 24.3982029 ],
[ 26.37737083, 26.40927315, 26.44952202, ..., 24.44047356,
24.41876602, 24.39917564],
...,
[ 23.95613098, 24.00608635, 24.02923584, ..., 23.88455963,
23.89306068, 23.90364647],
[ 23.85269356, 23.91481781, 23.95219231, ..., 23.84559631,
23.85565567, 23.86593056],
[ 23.73854446, 23.80625725, 23.85851479, ..., 23.8064785 ,
23.81548691, 23.8267746 ]],
[[ 25.65947533, 25.68016052, 25.69962692, ..., 24.04657555,
24.02851677, 24.01321602],
[ 25.68106651, 25.68257141, 25.69119263, ..., 24.03700447,
24.01783943, 24.00086212],
[ 25.71006203, 25.71312523, 25.7238369 , ..., 24.03268814,
24.01614952, 24.00284004],
...,
[ 23.52296638, 23.57266235, 23.59583664, ..., 23.25867271,
23.25500107, 23.24771118],
[ 23.41967201, 23.48241615, 23.51962662, ..., 23.23610878,
23.23627281, 23.23018456],
[ 23.30609131, 23.37478256, 23.42757988, ..., 23.20929527,
23.21330833, 23.21180916]],
...,
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]]],
[[[ 27.30028343, 27.3110199 , 27.32005501, ..., 25.43012619,
25.42455864, 25.41229248],
[ 27.3215847 , 27.33087349, 27.33757591, ..., 25.47764397,
25.49502754, 25.48519897],
[ 27.3386116 , 27.34726334, 27.35287094, ..., 25.50725746,
25.53811073, 25.53031921],
...,
[ 24.54206085, 24.5484848 , 24.55688667, ..., 24.08985519,
24.12176323, 24.11223984],
[ 24.53853798, 24.53412056, 24.53572273, ..., 24.07437706,
24.14166832, 24.12717438],
[ 24.53863144, 24.52832222, 24.52495384, ..., 24.01555061,
24.11300278, 24.11511421]],
[[ 26.87549973, 26.88274002, 26.88754463, ..., 24.81573105,
24.82318878, 24.8110199 ],
[ 26.89270401, 26.89796638, 26.90228271, ..., 24.87405777,
24.89467049, 24.88501167],
[ 26.90556145, 26.91092873, 26.91540527, ..., 24.91485786,
24.94113541, 24.93427277],
...,
[ 23.94389534, 23.94908905, 23.95399094, ..., 23.84012604,
23.87877274, 23.87034035],
[ 23.92461777, 23.92615509, 23.92914009, ..., 23.86252403,
23.91174316, 23.89759064],
[ 23.90432549, 23.90912628, 23.91322136, ..., 23.80989075,
23.88800621, 23.89246941]],
[[ 26.33448601, 26.32309723, 26.31021309, ..., 24.36348152,
24.37806892, 24.36605835],
[ 26.32867813, 26.3157444 , 26.31433678, ..., 24.42545891,
24.44911957, 24.43989944],
[ 26.3266964 , 26.31422424, 26.3181324 , ..., 24.47011757,
24.49624443, 24.49019814],
...,
[ 23.53955841, 23.54421806, 23.54759789, ..., 22.96848297,
22.99271011, 23.00712204],
[ 23.51527023, 23.52213478, 23.52581787, ..., 23.01438141,
23.04117966, 23.03605843],
[ 23.48656464, 23.50067711, 23.50842285, ..., 23.00522041,
23.03780556, 23.03203011]],
...,
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]]],
...,
[[[ 25.4375 , 25.46403122, 25.46912003, ..., 24.6129055 ,
24.36417198, 24.20777321],
[ 25.46123314, 25.46510696, 25.46721649, ..., 24.72994614,
24.48698616, 24.25076485],
[ 25.50129318, 25.51072121, 25.50377464, ..., 24.82930374,
24.59427071, 24.33392143],
...,
[ 21.83482742, 21.87726212, 21.93421745, ..., 23.12126541,
23.0648098 , 23.05747223],
[ 21.88422012, 21.92692184, 21.97107887, ..., 22.5184021 ,
22.55608559, 22.60253334],
[ 21.87454414, 21.92529488, 21.96932411, ..., 22.55337906,
22.61170197, 22.65797806]],
[[ 24.99370003, 25.01648521, 25.01969528, ..., 24.03718758,
23.81648064, 23.68357086],
[ 25.01670456, 25.01791382, 25.01649475, ..., 24.13413239,
23.90442467, 23.69463539],
[ 25.05586052, 25.06357765, 25.05258369, ..., 24.22314262,
23.99154854, 23.75138855],
...,
[ 21.32471466, 21.37199593, 21.42080116, ..., 22.62681007,
22.59359741, 22.5927887 ],
[ 21.34905434, 21.3943882 , 21.43728638, ..., 22.09679604,
22.14165497, 22.19311333],
[ 21.32050705, 21.3723011 , 21.42007256, ..., 22.12153053,
22.19840431, 22.24278069]],
[[ 24.63825226, 24.6634407 , 24.66171455, ..., 23.61298943,
23.40629768, 23.28779411],
[ 24.66012192, 24.66008759, 24.65732384, ..., 23.70446777,
23.48688316, 23.29635048],
[ 24.6989727 , 24.70574951, 24.69242859, ..., 23.78679466,
23.56600761, 23.34446907],
...,
[ 20.941082 , 20.98950768, 21.03484917, ..., 22.20012665,
22.1851635 , 22.19684792],
[ 20.95401382, 21.00164032, 21.04427719, ..., 21.72964096,
21.78300476, 21.84199905],
[ 20.91805458, 20.97238922, 21.02161598, ..., 21.785923 ,
21.83262825, 21.88873291]],
...,
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]]],
[[[ 25.75276756, 25.77823448, 25.77795219, ..., 25.31788635,
25.31946182, 25.17329979],
[ 25.69923592, 25.69112396, 25.71060181, ..., 25.34566498,
25.34312057, 25.22230911],
[ 25.64499283, 25.66053391, 25.66523743, ..., 25.37083435,
25.36786842, 25.26626587],
...,
[ 20.98431206, 21.07284355, 21.13093758, ..., 21.59075546,
21.71611023, 21.90019608],
[ 20.94067955, 21.03873634, 21.114645 , ..., 22.16798401,
22.27870369, 22.46207428],
[ 20.86274147, 20.96710587, 21.06504822, ..., 22.82427979,
22.92598724, 23.02406883]],
[[ 25.32854462, 25.35185432, 25.34775543, ..., 24.73831177,
24.74242783, 24.58726692],
[ 25.2654953 , 25.25709534, 25.27070045, ..., 24.76652908,
24.76007652, 24.63070679],
[ 25.20428467, 25.21767044, 25.21984673, ..., 24.78858566,
24.78027916, 24.67067337],
...,
[ 20.422472 , 20.51947021, 20.58121872, ..., 21.13934326,
21.25852585, 21.42248344],
[ 20.38213158, 20.48804665, 20.56606293, ..., 21.71203232,
21.8210907 , 21.96816635],
[ 20.31777954, 20.43103027, 20.52904892, ..., 22.3104496 ,
22.41417503, 22.51969147]],
[[ 24.99043655, 25.01234245, 25.00613403, ..., 24.31222343,
24.31225586, 24.16120338],
[ 24.92152596, 24.9123764 , 24.92374802, ..., 24.32922935,
24.32113266, 24.19758797],
[ 24.8575058 , 24.86909485, 24.86937904, ..., 24.34387207,
24.33485603, 24.23080063],
...,
[ 20.03248405, 20.13014793, 20.1925354 , ..., 20.76802826,
20.88648033, 21.04255867],
[ 19.99584389, 20.10219002, 20.18002701, ..., 21.3413105 ,
21.45196533, 21.58754158],
[ 19.93696404, 20.05097389, 20.14929962, ..., 21.91856003,
22.0265522 , 22.1331501 ]],
...,
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]]],
[[[ 25.54444313, 25.55646706, 25.54479408, ..., 25.6206665 ,
25.59961891, 25.57011795],
[ 25.60357666, 25.6038723 , 25.58109665, ..., 25.63447952,
25.61717606, 25.59261703],
[ 25.57553864, 25.56122589, 25.53520012, ..., 25.64752769,
25.63394547, 25.61395645],
...,
[ 21.7301712 , 21.66381073, 21.6805687 , ..., 23.89747047,
23.93643951, 23.98801231],
[ 21.73008537, 21.66732407, 21.669384 , ..., 23.98611832,
23.99595642, 24.02028275],
[ 21.77466393, 21.69389153, 21.67324257, ..., 24.06964302,
24.00912476, 24.00805092]],
[[ 25.11954117, 25.13322067, 25.11198807, ..., 25.05324745,
25.03786087, 25.01081085],
[ 25.18350792, 25.18463898, 25.15358353, ..., 25.06731224,
25.05545044, 25.03357506],
[ 25.15109825, 25.13449097, 25.10128593, ..., 25.07945061,
25.0717144 , 25.05321121],
...,
[ 20.90333366, 20.87435722, 20.9028492 , ..., 23.58293343,
23.60735893, 23.63479614],
[ 20.94375038, 20.88026237, 20.90258789, ..., 23.62338066,
23.62504196, 23.6340065 ],
[ 21.0056591 , 20.92549324, 20.92618942, ..., 23.64739227,
23.61748886, 23.59624672]],
[[ 24.77329445, 24.78748703, 24.75678825, ..., 24.60676575,
24.60028076, 24.58053207],
[ 24.8409996 , 24.84186935, 24.80485535, ..., 24.62107658,
24.61699677, 24.60087967],
[ 24.80751228, 24.78870201, 24.74986839, ..., 24.63282394,
24.63154793, 24.61856651],
...,
[ 20.27478981, 20.23866081, 20.2940731 , ..., 23.11400414,
23.11732864, 23.12779808],
[ 20.320961 , 20.26310539, 20.29550552, ..., 23.10991287,
23.11517334, 23.12537766],
[ 20.38426971, 20.31064796, 20.32249641, ..., 23.10232353,
23.08117294, 23.07128143]],
...,
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]],
[[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
...,
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072],
[-80.44786072, -80.44786072, -80.44786072, ..., -80.44786072,
-80.44786072, -80.44786072]]]], 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: 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)
<xarray.DataArray u'temp' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 30.28735352, 30.25170898, 30.21166992, ..., 30.43942261,
30.3503418 , 30.26937866],
[ 30.32672119, 30.29772949, 30.26287842, ..., 30.53903198,
30.44616699, 30.35714722],
[ 30.35684204, 30.33493042, 30.30584717, ..., 30.63565063,
30.5390625 , 30.44393921],
...,
[ 31.25283813, 31.12960815, 31.00759888, ..., 27.79312134,
27.66299438, 27.57006836],
[ 31.27178955, 31.15249634, 31.03256226, ..., 27.85733032,
27.73257446, 27.64242554],
[ 31.27139282, 31.17224121, 31.05984497, ..., 27.91900635,
27.80032349, 27.70996094]],
[[ 29.84399414, 29.82559204, 29.80227661, ..., 29.67718506,
29.58096313, 29.49304199],
[ 29.87512207, 29.86126709, 29.84268188, ..., 29.76257324,
29.6633606 , 29.57061768],
[ 29.90203857, 29.89077759, 29.87557983, ..., 29.84741211,
29.74713135, 29.64959717],
...,
[ 30.55053711, 30.40802002, 30.26980591, ..., 28.20846558,
28.15768433, 28.11853027],
[ 30.6027832 , 30.46524048, 30.32821655, ..., 28.29150391,
28.24349976, 28.20495605],
[ 30.65789795, 30.52526855, 30.39172363, ..., 28.3684082 ,
28.32376099, 28.28817749]],
[[ 29.23754883, 29.24215698, 29.24200439, ..., 28.82028198,
28.72164917, 28.63116455],
[ 29.26028442, 29.26596069, 29.2668457 , ..., 28.89404297,
28.79327393, 28.69940186],
[ 29.27987671, 29.28463745, 29.28723145, ..., 28.96838379,
28.86691284, 28.76708984],
...,
[ 29.67453003, 29.52993774, 29.38708496, ..., 27.69592285,
27.66049194, 27.63439941],
[ 29.73770142, 29.59631348, 29.4536438 , ..., 27.77554321,
27.7427063 , 27.71630859],
[ 29.80187988, 29.66638184, 29.52841187, ..., 27.85299683,
27.82113647, 27.7963562 ]],
...,
[[-73.83837891, -73.89068604, -73.93785095, ..., -73.36470032,
-73.46070862, -73.53108215],
[-73.82920837, -73.88038635, -73.92634583, ..., -73.2023468 ,
-73.2971344 , -73.36808777],
[-73.81594849, -73.86534119, -73.90927124, ..., -73.03567505,
-73.12882996, -73.19973755],
...,
[-70.75312805, -70.73210144, -70.71247864, ..., -71.5065918 ,
-71.49215698, -71.47209167],
[-70.77702332, -70.75799561, -70.74047852, ..., -71.4569397 ,
-71.43479919, -71.40745544],
[-70.80332947, -70.78500366, -70.76841736, ..., -71.40763855,
-71.38224792, -71.35282898]],
[[-68.89886475, -68.92633057, -68.94773865, ..., -67.46905518,
-67.51527405, -67.5519104 ],
[-68.84492493, -68.87063599, -68.88999939, ..., -67.31298828,
-67.35726929, -67.39248657],
[-68.78492737, -68.80889893, -68.82455444, ..., -67.15437317,
-67.19642639, -67.23049927],
...,
[-65.90612793, -65.88394165, -65.86383057, ..., -66.4641571 ,
-66.47637939, -66.48687744],
[-65.92520142, -65.90420532, -65.88529968, ..., -66.46510315,
-66.47119141, -66.47167969],
[-65.94711304, -65.92626953, -65.90762329, ..., -66.45317078,
-66.45639038, -66.45458984]],
[[-65.1893158 , -65.19163513, -65.18743896, ..., -62.9591217 ,
-62.92201233, -62.92776489],
[-65.12556458, -65.12567139, -65.11943054, ..., -62.88487244,
-62.84751892, -62.85389709],
[-65.05381775, -65.05252075, -65.04411316, ..., -62.8110199 ,
-62.7739563 , -62.78067017],
...,
[-62.21031189, -62.21398926, -62.22033691, ..., -62.09367371,
-62.12242126, -62.14778137],
[-62.16123962, -62.16337585, -62.16860962, ..., -62.14376831,
-62.17727661, -62.20796204],
[-62.1131134 , -62.11346436, -62.11750793, ..., -62.18069458,
-62.21385193, -62.24404907]]],
[[[ 29.91421509, 29.8996582 , 29.82861328, ..., 30.11923218,
30.0769043 , 30.0418396 ],
[ 29.87451172, 29.8421936 , 29.82498169, ..., 30.08880615,
30.04779053, 30.02087402],
[ 29.86630249, 29.84210205, 29.84213257, ..., 30.06369019,
30.03179932, 30.00888062],
...,
[ 30.45623779, 30.44009399, 30.43692017, ..., 26.48721313,
26.48568726, 26.50152588],
[ 30.51400757, 30.49755859, 30.48867798, ..., 26.5211792 ,
26.52047729, 26.53909302],
[ 30.58187866, 30.56289673, 30.5484314 , ..., 26.56253052,
26.56359863, 26.57778931]],
[[ 29.42327881, 29.40512085, 29.35720825, ..., 29.40170288,
29.35882568, 29.32250977],
[ 29.4296875 , 29.39453125, 29.36972046, ..., 29.3694458 ,
29.32836914, 29.29888916],
[ 29.43774414, 29.4024353 , 29.38867188, ..., 29.3460083 ,
29.31121826, 29.28713989],
...,
[ 29.70663452, 29.69555664, 29.68746948, ..., 27.30621338,
27.33026123, 27.36529541],
[ 29.76687622, 29.75064087, 29.74133301, ..., 27.38598633,
27.40206909, 27.43453979],
[ 29.83493042, 29.81634521, 29.80133057, ..., 27.46566772,
27.48223877, 27.50140381]],
[[ 28.69155884, 28.67810059, 28.65219116, ..., 28.43774414,
28.3934021 , 28.35678101],
[ 28.69744873, 28.68185425, 28.66946411, ..., 28.40466309,
28.36282349, 28.33468628],
[ 28.703125 , 28.6885376 , 28.67932129, ..., 28.37808228,
28.34298706, 28.322052 ],
...,
[ 28.73455811, 28.71856689, 28.71295166, ..., 27.08398438,
27.09185791, 27.10684204],
[ 28.7940979 , 28.77471924, 28.76580811, ..., 27.13806152,
27.14373779, 27.16207886],
[ 28.8604126 , 28.84112549, 28.8286438 , ..., 27.19876099,
27.2026062 , 27.21585083]],
...,
[[-68.75280762, -68.84307861, -68.95649719, ..., -71.91072083,
-72.1262207 , -72.0491333 ],
[-68.81481934, -68.94194031, -69.08126831, ..., -71.90440369,
-72.04095459, -72.05960083],
[-68.87199402, -69.01347351, -69.18769836, ..., -71.6864624 ,
-71.88554382, -71.9793396 ],
...,
[-71.08589172, -71.05227661, -71.02635193, ..., -69.43151855,
-69.47428894, -69.53482056],
[-71.13922119, -71.08091736, -71.05014038, ..., -69.48548889,
-69.50398254, -69.57142639],
[-71.09767151, -71.10150146, -71.09461975, ..., -69.5900116 ,
-69.55836487, -69.6031189 ]],
[[-66.3155365 , -66.59983826, -66.88198853, ..., -68.05764771,
-68.24377441, -68.13545227],
[-66.55152893, -66.8420105 , -67.13929749, ..., -68.10227966,
-68.29962158, -68.22488403],
[-66.72103882, -66.96984863, -67.26000977, ..., -68.056427 ,
-68.29220581, -68.34643555],
...,
[-66.10380554, -66.06085205, -65.97216797, ..., -64.99269104,
-65.00906372, -65.0549469 ],
[-66.05793762, -66.02790833, -65.960495 , ..., -65.03370667,
-65.03347778, -65.07505798],
[-65.97673035, -65.97340393, -65.94218445, ..., -65.11071777,
-65.07794189, -65.0921936 ]],
[[-63.90576172, -64.01791382, -64.12649536, ..., -64.75621033,
-64.84082031, -64.88252258],
[-64.01586914, -64.13227844, -64.256073 , ..., -64.7428894 ,
-64.85906982, -64.88032532],
[-64.08670044, -64.17883301, -64.29344177, ..., -64.6889801 ,
-64.82975769, -64.86584473],
...,
[-62.67993164, -62.6537323 , -62.65023804, ..., -62.03588867,
-62.06442261, -62.09547424],
[-62.59375 , -62.57211304, -62.57632446, ..., -62.06973267,
-62.08874512, -62.11146545],
[-62.48651123, -62.49284363, -62.48851013, ..., -62.12489319,
-62.11442566, -62.12814331]]],
[[[ 29.61273193, 29.60238647, 29.58496094, ..., 29.98208618,
29.90979004, 29.88412476],
[ 29.61230469, 29.60250854, 29.59436035, ..., 29.97799683,
29.97314453, 29.94055176],
[ 29.61816406, 29.60742188, 29.6043396 , ..., 29.96246338,
29.99124146, 29.95669556],
...,
[ 30.31430054, 30.31134033, 30.30014038, ..., 25.66329956,
25.590271 , 25.57177734],
[ 30.33169556, 30.33087158, 30.32611084, ..., 25.57650757,
25.56393433, 25.54727173],
[ 30.29125977, 30.32061768, 30.32687378, ..., 25.56784058,
25.54733276, 25.5296936 ]],
[[ 28.9468689 , 28.94061279, 28.92431641, ..., 29.24926758,
29.18603516, 29.15557861],
[ 28.95135498, 28.940979 , 28.9342041 , ..., 29.25018311,
29.24719238, 29.2131958 ],
[ 28.95907593, 28.94784546, 28.9468689 , ..., 29.2442627 ,
29.26501465, 29.23147583],
...,
[ 29.53546143, 29.55380249, 29.54928589, ..., 25.89071655,
25.88607788, 25.88894653],
[ 29.54818726, 29.5586853 , 29.55905151, ..., 25.88909912,
25.90875244, 25.92300415],
[ 29.49127197, 29.53121948, 29.55111694, ..., 25.92980957,
25.98898315, 26.03137207]],
[[ 28.06854248, 28.06802368, 28.06243896, ..., 28.25289917,
28.22113037, 28.1895752 ],
[ 28.08175659, 28.07839966, 28.07437134, ..., 28.27828979,
28.28009033, 28.2454834 ],
[ 28.09490967, 28.08898926, 28.08679199, ..., 28.27786255,
28.2947998 , 28.26187134],
...,
[ 28.53851318, 28.55264282, 28.55783081, ..., 26.39315796,
26.38812256, 26.37722778],
[ 28.55499268, 28.5640564 , 28.56362915, ..., 26.39828491,
26.39172363, 26.39273071],
[ 28.50793457, 28.53570557, 28.55010986, ..., 26.44949341,
26.44055176, 26.43197632]],
...,
[[-69.34162903, -69.41442871, -69.47891235, ..., -69.38760376,
-68.95330811, -68.68292236],
[-69.28057861, -69.33720398, -69.39575195, ..., -69.76304626,
-69.31828308, -68.8813324 ],
[-69.16879272, -69.20481873, -69.25201416, ..., -70.15428162,
-69.66151428, -69.15345764],
...,
[-68.60403442, -68.58131409, -68.58583069, ..., -70.85479736,
-70.81765747, -70.78956604],
[-68.59840393, -68.57788086, -68.58049011, ..., -70.67724609,
-70.62916565, -70.56234741],
[-68.63192749, -68.58586121, -68.56321716, ..., -70.42991638,
-70.37516785, -70.28060913]],
[[-65.9977417 , -65.94526672, -65.90974426, ..., -63.76477051,
-63.04319763, -62.60169983],
[-66.02124023, -65.99749756, -66.00378418, ..., -64.33961487,
-63.62203979, -63.04309082],
[-66.05580139, -66.06031799, -66.09809875, ..., -64.92086792,
-64.18147278, -63.52622986],
...,
[-64.12794495, -64.13380432, -64.16766357, ..., -67.65489197,
-67.60714722, -67.58532715],
[-64.25537109, -64.25003052, -64.27661133, ..., -67.44319153,
-67.39579773, -67.35113525],
[-64.38458252, -64.36856079, -64.37184143, ..., -67.17593384,
-67.13882446, -67.10762024]],
[[-63.78672791, -63.71128845, -63.68585205, ..., -63.32133484,
-63.10058594, -62.97232056],
[-63.8913269 , -63.84489441, -63.85232544, ..., -63.39846802,
-63.17961121, -63.04786682],
[-64.03703308, -64.01774597, -64.04055786, ..., -63.45127869,
-63.22137451, -63.05448914],
...,
[-61.8662262 , -61.92657471, -61.98118591, ..., -63.07572937,
-63.07568359, -63.10688782],
[-61.84898376, -61.90594482, -61.96232605, ..., -63.00216675,
-63.00480652, -63.03395081],
[-61.84277344, -61.90545654, -61.9380188 , ..., -62.89056396,
-62.92932129, -62.96237183]]],
...,
[[[ 28.64361572, 28.6546936 , 28.62863159, ..., 28.93161011,
29.18457031, 29.43484497],
[ 28.64178467, 28.6373291 , 28.62298584, ..., 29.03060913,
29.32437134, 29.60064697],
[ 28.66107178, 28.66174316, 28.64135742, ..., 29.11437988,
29.44528198, 29.76528931],
...,
[ 31.66418457, 31.67858887, 31.67807007, ..., 31.65304565,
31.75106812, 31.80227661],
[ 31.58569336, 31.6031189 , 31.62149048, ..., 32.16616821,
32.19055176, 32.2104187 ],
[ 31.5826416 , 31.61114502, 31.62985229, ..., 32.11517334,
32.13098145, 32.16259766]],
[[ 27.87631226, 27.88583374, 27.85995483, ..., 28.17193604,
28.38775635, 28.55551147],
[ 27.87335205, 27.86956787, 27.85510254, ..., 28.28494263,
28.565979 , 28.79553223],
[ 27.89193726, 27.89343262, 27.87332153, ..., 28.37902832,
28.70199585, 28.99661255],
...,
[ 30.66790771, 30.67504883, 30.68768311, ..., 30.68835449,
30.76593018, 30.81481934],
[ 30.60498047, 30.62210083, 30.64172363, ..., 31.14358521,
31.1640625 , 31.18276978],
[ 30.59747314, 30.62301636, 30.64517212, ..., 31.05419922,
31.08050537, 31.10836792]],
[[ 26.90631104, 26.92263794, 26.8963623 , ..., 27.21469116,
27.418396 , 27.57385254],
[ 26.90878296, 26.90582275, 26.89089966, ..., 27.32733154,
27.59945679, 27.81060791],
[ 26.92633057, 26.92877197, 26.90872192, ..., 27.41864014,
27.73806763, 28.01437378],
...,
[ 29.6305542 , 29.64050293, 29.65158081, ..., 29.66445923,
29.73269653, 29.77954102],
[ 29.57470703, 29.59338379, 29.61169434, ..., 30.08883667,
30.10995483, 30.12698364],
[ 29.56692505, 29.59365845, 29.61410522, ..., 30.00048828,
30.02148438, 30.04718018]],
...,
[[-74.85037231, -74.89193726, -74.90493774, ..., -72.86647034,
-72.64027405, -72.42816162],
[-74.60087585, -74.64590454, -74.68283081, ..., -72.80749512,
-72.62672424, -72.51077271],
[-74.37171936, -74.4079895 , -74.45979309, ..., -72.77667236,
-72.61123657, -72.51261902],
...,
[-68.22802734, -68.27282715, -68.3973999 , ..., -69.47833252,
-69.35662842, -69.24794006],
[-68.19616699, -68.19824219, -68.2819519 , ..., -69.24668884,
-69.1502533 , -69.03923035],
[-68.19857788, -68.16802979, -68.19525146, ..., -69.06095886,
-68.8848114 , -68.61010742]],
[[-71.53897095, -71.50619507, -71.36431885, ..., -68.96800232,
-68.78738403, -68.53010559],
[-71.56259155, -71.55447388, -71.4210968 , ..., -68.91911316,
-68.74732971, -68.61073303],
[-71.39930725, -71.3044281 , -71.11682129, ..., -68.8730011 ,
-68.73876953, -68.61769104],
...,
[-63.97103882, -64.03897095, -64.23403931, ..., -66.12976074,
-65.9490509 , -65.81822205],
[-63.94490051, -63.90028381, -63.98919678, ..., -65.88175964,
-65.71949768, -65.58940125],
[-64.0447998 , -63.85971069, -63.95796204, ..., -65.50276184,
-65.5075531 , -65.42974854]],
[[-66.02731323, -66.03913879, -65.92424011, ..., -64.57440186,
-64.48474121, -64.3584137 ],
[-66.06910706, -66.05877686, -65.93778992, ..., -64.5274353 ,
-64.39302063, -64.25674438],
[-66.06802368, -66.03674316, -65.90061951, ..., -64.4666748 ,
-64.32362366, -64.19529724],
...,
[-62.45799255, -62.58821106, -62.83247375, ..., -63.6577301 ,
-63.58410645, -63.52418518],
[-62.35705566, -62.35246277, -62.49206543, ..., -63.56466675,
-63.49819946, -63.432724 ],
[-62.38441467, -62.37718201, -62.27201843, ..., -63.40306091,
-63.34938049, -63.31201172]]],
[[[ 28.9302063 , 28.93435669, 28.89465332, ..., 28.78509521,
28.94683838, 29.1260376 ],
[ 28.91275024, 28.88040161, 28.90100098, ..., 28.78741455,
28.95098877, 29.14202881],
[ 28.86282349, 28.85476685, 28.84869385, ..., 28.78796387,
28.96075439, 29.15505981],
...,
[ 33.2583313 , 33.24514771, 33.23031616, ..., 32.32720947,
32.22375488, 32.06192017],
[ 33.27172852, 33.25064087, 33.22808838, ..., 31.60507202,
31.57098389, 31.42486572],
[ 33.28436279, 33.26959229, 33.23657227, ..., 30.79367065,
30.82589722, 30.89300537]],
[[ 28.16409302, 28.17092896, 28.12890625, ..., 28.01538086,
28.18313599, 28.36627197],
[ 28.14562988, 28.12243652, 28.14111328, ..., 28.02462769,
28.19067383, 28.38562012],
[ 28.09194946, 28.09103394, 28.08724976, ..., 28.0255127 ,
28.20108032, 28.39929199],
...,
[ 32.38800049, 32.39129639, 32.37930298, ..., 31.46575928,
31.36309814, 31.2243042 ],
[ 32.40097046, 32.3918457 , 32.37088013, ..., 30.75650024,
30.72512817, 30.62036133],
[ 32.40383911, 32.38314819, 32.35003662, ..., 30.01324463,
30.03643799, 30.10958862]],
[[ 27.19146729, 27.19799805, 27.15426636, ..., 27.05749512,
27.21505737, 27.39639282],
[ 27.17034912, 27.14794922, 27.16769409, ..., 27.06121826,
27.22283936, 27.41531372],
[ 27.12002563, 27.1177063 , 27.11355591, ..., 27.06137085,
27.23452759, 27.42770386],
...,
[ 31.37136841, 31.37188721, 31.35995483, ..., 30.48104858,
30.38372803, 30.25335693],
[ 31.38140869, 31.37182617, 31.35083008, ..., 29.78488159,
29.75488281, 29.66369629],
[ 31.37869263, 31.34674072, 31.33096313, ..., 29.07424927,
29.10812378, 29.15866089]],
...,
[[-77.56286621, -77.69136047, -77.81378174, ..., -71.03845215,
-71.04321289, -71.18096924],
[-77.69262695, -77.85968018, -77.99145508, ..., -70.58323669,
-70.65615845, -70.75119019],
[-77.79020691, -77.96684265, -78.10012817, ..., -70.33631897,
-70.37461853, -70.47409058],
...,
[-72.02334595, -71.63554382, -71.30770874, ..., -68.99594116,
-68.8241272 , -68.72227478],
[-72.19352722, -71.89830017, -71.56855774, ..., -68.95858765,
-68.83340454, -68.78283691],
[-72.38018799, -72.07139587, -71.91262817, ..., -69.06539917,
-68.97647095, -69.02243042]],
[[-74.61685181, -75.15834045, -75.60102844, ..., -66.69348145,
-66.97814941, -67.32000732],
[-75.04521179, -75.57301331, -75.9740448 , ..., -66.75553894,
-67.07261658, -67.34390259],
[-75.42649841, -75.86560059, -76.21725464, ..., -66.84239197,
-67.09054565, -67.32035828],
...,
[-69.67807007, -69.09359741, -68.64610291, ..., -65.84965515,
-65.7089386 , -65.71540833],
[-69.95414734, -69.52928162, -69.0430603 , ..., -65.71499634,
-65.61260986, -65.48236084],
[-69.98312378, -69.96905518, -69.38902283, ..., -65.71014404,
-65.67298889, -65.6680603 ]],
[[-66.23623657, -66.51742554, -66.7245636 , ..., -64.15196228,
-64.29721069, -64.40011597],
[-66.50439453, -66.77740479, -66.9130249 , ..., -63.82304382,
-63.93000793, -64.02520752],
[-66.74810791, -66.93647766, -67.02055359, ..., -63.56239319,
-63.6204071 , -63.69200134],
...,
[-65.16737366, -65.08360291, -64.85955811, ..., -63.77392578,
-63.68228149, -63.54464722],
[-65.16023254, -65.24510193, -65.01014709, ..., -63.68209839,
-63.60636902, -63.44311523],
[-65.09051514, -65.23384094, -65.16641235, ..., -63.59988403,
-63.54714966, -63.48919678]]],
[[[ 28.91610718, 28.90649414, 28.89968872, ..., 29.27883911,
29.28582764, 29.25979614],
[ 28.8883667 , 28.88088989, 28.86984253, ..., 29.26934814,
29.28530884, 29.27178955],
[ 28.91903687, 28.91717529, 28.90713501, ..., 29.25695801,
29.27612305, 29.2711792 ],
...,
[ 31.70983887, 31.69448853, 31.66973877, ..., 29.09359741,
29.04003906, 28.99343872],
[ 31.65716553, 31.65786743, 31.64627075, ..., 28.86230469,
28.80923462, 28.76159668],
[ 31.58963013, 31.61465454, 31.5993042 , ..., 28.69610596,
28.697052 , 28.69741821]],
[[ 28.15689087, 28.14788818, 28.13964844, ..., 28.53790283,
28.54577637, 28.5128479 ],
[ 28.12805176, 28.12295532, 28.11065674, ..., 28.53216553,
28.54598999, 28.52835083],
[ 28.15826416, 28.15914917, 28.1505127 , ..., 28.51791382,
28.53695679, 28.52252197],
...,
[ 31.58987427, 31.56930542, 31.54107666, ..., 28.75479126,
28.72451782, 28.7199707 ],
[ 31.51123047, 31.51473999, 31.50311279, ..., 28.60476685,
28.57580566, 28.56594849],
[ 31.4239502 , 31.45205688, 31.45367432, ..., 28.55175781,
28.53665161, 28.50115967]],
[[ 27.18899536, 27.17669678, 27.17098999, ..., 27.57302856,
27.5824585 , 27.54806519],
[ 27.15646362, 27.15097046, 27.14086914, ..., 27.56784058,
27.58215332, 27.56140137],
[ 27.18511963, 27.18771362, 27.17974854, ..., 27.55496216,
27.57196045, 27.55606079],
...,
[ 30.8677063 , 30.8600769 , 30.84069824, ..., 28.11834717,
28.10009766, 28.09283447],
[ 30.78741455, 30.80102539, 30.7935791 , ..., 28.0045166 ,
27.9815979 , 27.97076416],
[ 30.69992065, 30.73126221, 30.7388916 , ..., 27.92654419,
27.93463135, 27.90808105]],
...,
[[-76.34733582, -76.2794342 , -76.20161438, ..., -72.01631165,
-72.05036926, -72.07624817],
[-76.37269592, -76.29138184, -76.21298218, ..., -72.09065247,
-72.04663086, -72.07400513],
[-76.39245605, -76.21037292, -76.26083374, ..., -72.19830322,
-72.09753418, -72.04302979],
...,
[-72.68807983, -72.39094543, -72.08189392, ..., -69.7539978 ,
-69.48970032, -69.08898926],
[-72.6710968 , -72.40925598, -72.1529541 , ..., -69.49060059,
-69.19352722, -68.78627014],
[-72.53172302, -72.38308716, -72.17875671, ..., -69.19966125,
-68.86833191, -68.56613159]],
[[-67.69322205, -67.64607239, -67.62214661, ..., -66.91996765,
-66.78567505, -66.64808655],
[-67.58882141, -67.4540863 , -67.50700378, ..., -66.85517883,
-66.63121033, -66.45956421],
[-67.43798828, -67.49656677, -67.66503906, ..., -66.79177856,
-66.53643799, -66.34472656],
...,
[-63.33865356, -63.01394653, -62.74610901, ..., -66.7885437 ,
-66.39431763, -65.99510193],
[-63.52937317, -63.07839966, -62.75215149, ..., -66.50233459,
-66.12530518, -65.70605469],
[-63.77871704, -63.28863525, -62.840271 , ..., -66.10139465,
-65.74523926, -65.40852356]],
[[-63.19618225, -63.08074951, -63.17680359, ..., -63.46411133,
-63.43943787, -63.48475647],
[-63.07264709, -62.89897156, -62.95169067, ..., -63.44413757,
-63.427948 , -63.47525024],
[-62.98352051, -62.97009277, -62.97845459, ..., -63.51976013,
-63.4861908 , -63.52890015],
...,
[-62.23760986, -63.07563782, -63.7396698 , ..., -64.3175354 ,
-64.21118164, -64.03686523],
[-61.60794067, -62.35877991, -63.02236938, ..., -64.21121216,
-64.12969971, -64.02177429],
[-61.0925293 , -61.61575317, -62.21821594, ..., -64.02246094,
-63.95491028, -63.88232422]]]], 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: 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)
<xarray.DataArray u'theta' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 303.44677734, 303.41116333, 303.36828613, ..., 303.25482178,
303.16061401, 303.07275391],
[ 303.48568726, 303.45584106, 303.41949463, ..., 303.34643555,
303.24810791, 303.15408325],
[ 303.51885986, 303.49362183, 303.46286011, ..., 303.4369812 ,
303.33456421, 303.23431396],
...,
[ 304.14547729, 304.01593018, 303.88549805, ..., 300.61016846,
300.48950195, 300.40567017],
[ 304.16345215, 304.0401001 , 303.91586304, ..., 300.6756897 ,
300.55957031, 300.47427368],
[ 304.16345215, 304.0569458 , 303.94067383, ..., 300.7409668 ,
300.62963867, 300.54232788]],
[[ 303.71820068, 303.69949341, 303.67523193, ..., 303.20553589,
303.10287476, 303.00942993],
[ 303.75112915, 303.73571777, 303.71530151, ..., 303.28366089,
303.17941284, 303.08145142],
[ 303.77923584, 303.7661438 , 303.7487793 , ..., 303.362854 ,
303.25735474, 303.15496826],
...,
[ 304.16265869, 304.01675415, 303.8699646 , ..., 301.73547363,
301.6940918 , 301.66210938],
[ 304.21118164, 304.06951904, 303.92687988, ..., 301.81964111,
301.78018188, 301.74838257],
[ 304.26223755, 304.12579346, 303.98831177, ..., 301.90005493,
301.86239624, 301.83062744]],
[[ 304.08847046, 304.09298706, 304.0930481 , ..., 303.3203125 ,
303.21612549, 303.12014771],
[ 304.11322021, 304.11758423, 304.11758423, ..., 303.38842773,
303.28179932, 303.18118286],
[ 304.1343689 , 304.13787842, 304.13766479, ..., 303.45718384,
303.34838867, 303.24316406],
...,
[ 304.26278687, 304.112854 , 303.96173096, ..., 302.19277954,
302.16818237, 302.14834595],
[ 304.32223511, 304.17633057, 304.02908325, ..., 302.27368164,
302.24969482, 302.22894287],
[ 304.38360596, 304.24273682, 304.10043335, ..., 302.35494995,
302.33148193, 302.30960083]],
...,
[[ 417.7119751 , 417.60235596, 417.50274658, ..., 418.53805542,
418.33557129, 418.18591309],
[ 417.73162842, 417.62319946, 417.52539062, ..., 418.87564087,
418.67544556, 418.5249939 ],
[ 417.75921631, 417.6539917 , 417.56015015, ..., 419.22241211,
419.02542114, 418.87493896],
...,
[ 423.9803772 , 424.02365112, 424.06365967, ..., 422.43084717,
422.47390747, 422.52810669],
[ 423.92730713, 423.96624756, 424.00198364, ..., 422.52511597,
422.57577515, 422.63519287],
[ 423.86947632, 423.90643311, 423.94024658, ..., 422.6300354 ,
422.68637085, 422.74908447]],
[[ 448.23345947, 448.17340088, 448.12600708, ..., 451.25439453,
451.15136719, 451.07025146],
[ 448.35244751, 448.29476929, 448.25152588, ..., 451.59490967,
451.49630737, 451.41772461],
[ 448.48370361, 448.42987061, 448.39349365, ..., 451.94116211,
451.847229 , 451.77148438],
...,
[ 454.66296387, 454.71105957, 454.7545166 , ..., 453.45053101,
453.43081665, 453.41650391],
[ 454.61895752, 454.66445923, 454.70532227, ..., 453.45053101,
453.43978882, 453.43978882],
[ 454.56881714, 454.61398315, 454.65454102, ..., 453.47769165,
453.47235107, 453.47674561]],
[[ 477.86962891, 477.86444092, 477.8737793 , ..., 482.94830322,
483.03311157, 483.03341675],
[ 478.01672363, 478.01608276, 478.03027344, ..., 483.11846924,
483.20361328, 483.20361328],
[ 478.18078613, 478.18389893, 478.20318604, ..., 483.28710938,
483.37161255, 483.3711853 ],
...,
[ 484.66162109, 484.65246582, 484.63748169, ..., 484.92144775,
484.84484863, 484.77337646],
[ 484.77346802, 484.76773071, 484.75531006, ..., 484.81896973,
484.7432251 , 484.67337036],
[ 484.88320923, 484.88146973, 484.87225342, ..., 484.73431396,
484.65911865, 484.590271 ]]],
[[[ 303.09552002, 303.08743286, 303.02212524, ..., 302.99957275,
302.9515686 , 302.91064453],
[ 303.06295776, 303.03717041, 303.02703857, ..., 302.98101807,
302.93530273, 302.89697266],
[ 303.06195068, 303.04522705, 303.05123901, ..., 302.96627808,
302.92770386, 302.8956604 ],
...,
[ 303.27099609, 303.26177979, 303.25747681, ..., 299.34634399,
299.34362793, 299.34960938],
[ 303.31719971, 303.30267334, 303.29309082, ..., 299.36486816,
299.35995483, 299.36785889],
[ 303.37149048, 303.35037231, 303.33398438, ..., 299.39019775,
299.38394165, 299.38482666]],
[[ 303.31484985, 303.30325317, 303.26580811, ..., 302.99810791,
302.94839478, 302.90612793],
[ 303.33065796, 303.30627441, 303.28543091, ..., 302.97845459,
302.93109131, 302.89157104],
[ 303.3493042 , 303.32424927, 303.31253052, ..., 302.96218872,
302.92144775, 302.88796997],
...,
[ 303.23913574, 303.23138428, 303.22674561, ..., 300.87216187,
300.89468384, 300.92245483],
[ 303.2868042 , 303.27346802, 303.26339722, ..., 300.93682861,
300.94934082, 300.96969604],
[ 303.34194946, 303.32034302, 303.30389404, ..., 301.00360107,
301.01098633, 301.01586914]],
[[ 303.56069946, 303.55160522, 303.53533936, ..., 303.00479126,
302.95471191, 302.91195679],
[ 303.57681274, 303.5692749 , 303.56243896, ..., 302.98461914,
302.93682861, 302.89697266],
[ 303.59231567, 303.58596802, 303.58050537, ..., 302.96755981,
302.92526245, 302.89108276],
...,
[ 303.23944092, 303.2303772 , 303.22546387, ..., 301.61990356,
301.62536621, 301.6335144 ],
[ 303.28668213, 303.2723999 , 303.26248169, ..., 301.65982056,
301.66070557, 301.66741943],
[ 303.34048462, 303.31896973, 303.30383301, ..., 301.70440674,
301.70083618, 301.70071411]],
...,
[[ 428.38839722, 428.17163086, 427.95254517, ..., 421.54837036,
421.12911987, 421.2706604 ],
[ 428.24041748, 427.98345947, 427.6942749 , ..., 421.63153076,
421.34204102, 421.28485107],
[ 428.10409546, 427.83660889, 427.47570801, ..., 422.09225464,
421.67184448, 421.45184326],
...,
[ 423.26101685, 423.33099365, 423.38473511, ..., 426.77676392,
426.68597412, 426.57272339],
[ 423.17480469, 423.2623291 , 423.32717896, ..., 426.65588379,
426.61404419, 426.48077393],
[ 423.2543335 , 423.20544434, 423.21829224, ..., 426.44775391,
426.47122192, 426.40368652]],
[[ 453.87365723, 453.2668457 , 452.65032959, ..., 449.9420166 ,
449.55358887, 449.6149292 ],
[ 453.37927246, 452.75411987, 452.10354614, ..., 449.88964844,
449.45404053, 449.4730835 ],
[ 453.04626465, 452.47589111, 451.84185791, ..., 449.99334717,
449.47363281, 449.31219482],
...,
[ 454.18695068, 454.30773926, 454.50219727, ..., 456.68701172,
456.65039062, 456.55123901],
[ 454.27954102, 454.37365723, 454.52215576, ..., 456.59204102,
456.58972168, 456.49047852],
[ 454.4546814 , 454.48428345, 454.56115723, ..., 456.43048096,
456.47766113, 456.44671631]],
[[ 480.80514526, 480.56246948, 480.28805542, ..., 478.80221558,
478.60089111, 478.46438599],
[ 480.5546875 , 480.30267334, 480.01885986, ..., 478.86169434,
478.59356689, 478.4800415 ],
[ 480.38995361, 480.19680786, 479.93405151, ..., 478.98687744,
478.66256714, 478.52575684],
...,
[ 483.57165527, 483.63671875, 483.64453125, ..., 485.07061768,
485.00439453, 484.94656372],
[ 483.76702881, 483.82150269, 483.81207275, ..., 484.99066162,
484.94567871, 484.8963623 ],
[ 484.00747681, 483.99630737, 483.98236084, ..., 484.88995361,
484.88150024, 484.85192871]]],
[[[ 302.87228394, 302.87023926, 302.85980225, ..., 302.98995972,
302.92678833, 302.89767456],
[ 302.88000488, 302.8770752 , 302.87597656, ..., 302.99346924,
302.98120117, 302.94760132],
[ 302.89208984, 302.88858032, 302.89248657, ..., 302.98202515,
303.00042725, 302.96466064],
...,
[ 303.50268555, 303.49795532, 303.48760986, ..., 298.68945312,
298.63870239, 298.63009644],
[ 303.51446533, 303.51733398, 303.51153564, ..., 298.58911133,
298.59646606, 298.59191895],
[ 303.46633911, 303.50030518, 303.50857544, ..., 298.56430054,
298.56195068, 298.55456543]],
[[ 302.92419434, 302.92285156, 302.91479492, ..., 302.97680664,
302.91662598, 302.88366699],
[ 302.93325806, 302.93127441, 302.93127441, ..., 302.9788208 ,
302.96942139, 302.934021 ],
[ 302.94680786, 302.94424438, 302.94854736, ..., 302.97555542,
302.98840332, 302.95129395],
...,
[ 303.44937134, 303.45980835, 303.45327759, ..., 299.62039185,
299.63626099, 299.65158081],
[ 303.44937134, 303.45983887, 303.45983887, ..., 299.60464478,
299.64486694, 299.67233276],
[ 303.38684082, 303.42718506, 303.44812012, ..., 299.62957764,
299.70599365, 299.75387573]],
[[ 303.01333618, 303.01950073, 303.02026367, ..., 302.96286011,
302.92355347, 302.89059448],
[ 303.0322876 , 303.03695679, 303.04013062, ..., 302.98013306,
302.97445679, 302.93893433],
[ 303.0524292 , 303.0553894 , 303.0597229 , ..., 302.98294067,
302.99221802, 302.95541382],
...,
[ 303.42956543, 303.43963623, 303.43963623, ..., 301.09274292,
301.10925293, 301.10980225],
[ 303.42956543, 303.43963623, 303.43963623, ..., 301.08496094,
301.09927368, 301.11251831],
[ 303.37597656, 303.40609741, 303.42224121, ..., 301.11068726,
301.13504028, 301.15933228]],
...,
[[ 427.15087891, 427.01251221, 426.88000488, ..., 426.88684082,
427.80648804, 428.38787842],
[ 427.28533936, 427.17663574, 427.05688477, ..., 426.0741272 ,
427.00006104, 427.93624878],
[ 427.525177 , 427.45651245, 427.36090088, ..., 425.26144409,
426.2722168 , 427.34432983],
...,
[ 428.64154053, 428.67150879, 428.65603638, ..., 423.9039917 ,
423.98635864, 424.0378418 ],
[ 428.64154053, 428.67428589, 428.668396 , ..., 424.25616455,
424.35772705, 424.49154663],
[ 428.56619263, 428.65490723, 428.70294189, ..., 424.74252319,
424.86724854, 425.06506348]],
[[ 454.61206055, 454.73513794, 454.82568359, ..., 459.40875244,
460.96508789, 461.91888428],
[ 454.55596924, 454.62203979, 454.62203979, ..., 458.09387207,
459.65478516, 460.94067383],
[ 454.48138428, 454.48583984, 454.41467285, ..., 456.81951904,
458.42108154, 459.86968994],
...,
[ 458.6630249 , 458.64865112, 458.57400513, ..., 450.91339111,
451.02203369, 451.06338501],
[ 458.38165283, 458.39193726, 458.3338623 , ..., 451.36810303,
451.46929932, 451.56396484],
[ 458.06512451, 458.13043213, 458.12368774, ..., 451.94812012,
452.01437378, 452.14370728]],
[[ 481.10745239, 481.27575684, 481.34985352, ..., 482.13061523,
482.64105225, 482.96932983],
[ 480.87387085, 480.96929932, 480.96929932, ..., 481.93417358,
482.42834473, 482.73803711],
[ 480.54098511, 480.57278442, 480.53448486, ..., 481.81112671,
482.33325195, 482.72357178],
...,
[ 485.45715332, 485.35241699, 485.22665405, ..., 482.70162964,
482.70379639, 482.63119507],
[ 485.49078369, 485.3994751 , 485.26959229, ..., 482.86843872,
482.86035156, 482.79608154],
[ 485.48956299, 485.40966797, 485.32537842, ..., 483.07843018,
483.02178955, 482.93847656]]],
...,
[[[ 301.89736938, 301.90710449, 301.89822388, ..., 302.08099365,
302.44534302, 302.83172607],
[ 301.90411377, 301.90420532, 301.89672852, ..., 302.14074707,
302.51199341, 302.90844727],
[ 301.9354248 , 301.93945312, 301.92355347, ..., 302.20498657,
302.57769775, 302.98342896],
...,
[ 304.80758667, 304.82620239, 304.83126831, ..., 304.62289429,
304.70330811, 304.74163818],
[ 304.72808838, 304.75042725, 304.77365112, ..., 305.16461182,
305.17172241, 305.17541504],
[ 304.72808838, 304.75042725, 304.77365112, ..., 305.16491699,
305.15585327, 305.15924072]],
[[ 301.8409729 , 301.85006714, 301.84140015, ..., 302.0322876 ,
302.35836792, 302.66778564],
[ 301.84667969, 301.84759521, 301.84039307, ..., 302.1083374 ,
302.46520996, 302.81616211],
[ 301.87722778, 301.88223267, 301.86685181, ..., 302.1784668 ,
302.54888916, 302.92596436],
...,
[ 304.52444458, 304.5369873 , 304.5534668 , ..., 304.37524414,
304.43450928, 304.47088623],
[ 304.46200562, 304.48345947, 304.50811768, ..., 304.85806274,
304.86203003, 304.86416626],
[ 304.46200562, 304.48345947, 304.50811768, ..., 304.82073975,
304.81420898, 304.81591797]],
[[ 301.84057617, 301.85339355, 301.84509277, ..., 302.04321289,
302.35903931, 302.65213013],
[ 301.84960938, 301.85125732, 301.84442139, ..., 302.11935425,
302.46734619, 302.7996521 ],
[ 301.87924194, 301.8850708 , 301.87069702, ..., 302.18896484,
302.55307007, 302.91467285],
...,
[ 304.46340942, 304.47616577, 304.49304199, ..., 304.32418823,
304.37734985, 304.41146851],
[ 304.40795898, 304.42843628, 304.453125 , ..., 304.77993774,
304.78311157, 304.78515625],
[ 304.40795898, 304.42843628, 304.453125 , ..., 304.74032593,
304.73553467, 304.73709106]],
...,
[[ 415.63693237, 415.54067993, 415.51580811, ..., 419.73718262,
420.27316284, 420.78442383],
[ 416.15905762, 416.05319214, 415.97802734, ..., 419.83679199,
420.24383545, 420.54528809],
[ 416.68670654, 416.56665039, 416.4465332 , ..., 419.88088989,
420.24533081, 420.49203491],
...,
[ 429.39028931, 429.30136108, 429.04974365, ..., 426.74682617,
427.01663208, 427.21020508],
[ 429.45605469, 429.45608521, 429.28460693, ..., 427.25942993,
427.42749023, 427.63781738],
[ 429.45608521, 429.50463867, 429.45544434, ..., 427.75088501,
428.04504395, 428.37225342]],
[[ 442.42858887, 442.42858887, 442.74734497, ..., 448.11016846,
448.50875854, 449.05450439],
[ 442.42858887, 442.42858887, 442.74734497, ..., 448.14883423,
448.53973389, 448.88171387],
[ 442.7822876 , 442.9810791 , 443.41412354, ..., 448.23269653,
448.53302002, 448.82867432],
...,
[ 458.96066284, 458.8465271 , 458.4274292 , ..., 454.22372437,
454.63470459, 454.8996582 ],
[ 459.01171875, 459.14962769, 458.95742798, ..., 454.77478027,
455.12857056, 455.40881348],
[ 458.79846191, 459.1496582 , 459.08538818, ..., 455.4397583 ,
455.66574097, 455.92721558]],
[[ 475.9329834 , 475.92907715, 476.17123413, ..., 479.24438477,
479.50915527, 479.83276367],
[ 475.83520508, 475.8828125 , 476.13574219, ..., 479.38061523,
479.68951416, 480.01708984],
[ 475.83520508, 475.93786621, 476.22741699, ..., 479.51403809,
479.84228516, 480.14630127],
...,
[ 484.12634277, 483.82785034, 483.19677734, ..., 481.3583374 ,
481.53207397, 481.65856934],
[ 484.36865234, 484.36868286, 483.96713257, ..., 481.56716919,
481.72720337, 481.87341309],
[ 484.30755615, 484.36871338, 484.48419189, ..., 481.88708496,
481.99597168, 482.13235474]]],
[[[ 302.36141968, 302.3692627 , 302.36279297, ..., 301.92944336,
302.07452393, 302.24713135],
[ 302.36062622, 302.33691406, 302.3651123 , ..., 301.93121338,
302.08810425, 302.27084351],
[ 302.31594849, 302.31634521, 302.31832886, ..., 301.93777466,
302.1060791 , 302.29238892],
...,
[ 306.62051392, 306.60662842, 306.59594727, ..., 305.58569336,
305.45565796, 305.2512207 ],
[ 306.64880371, 306.62609863, 306.60476685, ..., 304.9190979 ,
304.86309814, 304.67416382],
[ 306.68389893, 306.66311646, 306.63305664, ..., 304.17953491,
304.18920898, 304.2097168 ]],
[[ 302.30679321, 302.31530762, 302.30844116, ..., 301.87316895,
302.02050781, 302.20001221],
[ 302.30670166, 302.28887939, 302.3168335 , ..., 301.87817383,
302.03833008, 302.22497559],
[ 302.25961304, 302.26489258, 302.26864624, ..., 301.88592529,
302.05783081, 302.24719238],
...,
[ 306.46957397, 306.47186279, 306.46276855, ..., 305.44192505,
305.31311035, 305.13070679],
[ 306.4954834 , 306.48687744, 306.46640015, ..., 304.78613281,
304.73098755, 304.58480835],
[ 306.52008057, 306.49563599, 306.46636963, ..., 304.11676025,
304.12506104, 304.14324951]],
[[ 302.30245972, 302.31082153, 302.30435181, ..., 301.88034058,
302.02175903, 302.1991272 ],
[ 302.30206299, 302.2852478 , 302.31280518, ..., 301.88302612,
302.03985596, 302.22470093],
[ 302.25561523, 302.26062012, 302.26498413, ..., 301.89117432,
302.06005859, 302.24777222],
...,
[ 306.43093872, 306.43179321, 306.4225769 , ..., 305.43173218,
305.30822754, 305.13708496],
[ 306.45504761, 306.44430542, 306.4251709 , ..., 304.78765869,
304.73452759, 304.60348511],
[ 306.4758606 , 306.44238281, 306.42477417, ..., 304.14242554,
304.15075684, 304.16552734]],
...,
[[ 410.01156616, 409.73309326, 409.48455811, ..., 423.58337402,
423.55065918, 423.2640686 ],
[ 409.72961426, 409.38955688, 409.11791992, ..., 424.52703857,
424.36947632, 424.19476318],
[ 409.50982666, 409.16815186, 408.89505005, ..., 425.04751587,
424.96447754, 424.78619385],
...,
[ 421.5824585 , 422.36636353, 423.05438232, ..., 427.89840698,
428.2456665 , 428.5151062 ],
[ 421.17660522, 421.82147217, 422.51318359, ..., 428.00628662,
428.25561523, 428.31637573],
[ 420.89801025, 421.34127808, 421.75631714, ..., 427.81011963,
427.95501709, 427.88739014]],
[[ 435.74060059, 434.56958008, 433.61584473, ..., 453.05352783,
452.43450928, 451.67993164],
[ 434.80883789, 433.65899658, 432.78204346, ..., 452.93304443,
452.23364258, 451.59552002],
[ 433.9932251 , 433.01907349, 432.25137329, ..., 452.7444458 ,
452.19787598, 451.61572266],
...,
[ 446.64422607, 447.83221436, 448.81420898, ..., 454.95111084,
455.25164795, 455.38891602],
[ 446.04248047, 446.88079834, 447.94665527, ..., 455.26776123,
455.48278809, 455.78027344],
[ 445.94805908, 446.06652832, 447.08032227, ..., 455.32781982,
455.37750244, 455.3949585 ]],
[[ 475.49584961, 474.82531738, 474.33947754, ..., 480.17779541,
479.91760254, 479.67663574],
[ 474.87158203, 474.2520752 , 473.94146729, ..., 481.0098877 ,
480.76226807, 480.54223633],
[ 474.31448364, 473.88726807, 473.69561768, ..., 481.60946655,
481.4753418 , 481.31329346],
...,
[ 477.88168335, 478.12341309, 478.63806152, ..., 481.13323975,
481.34024048, 481.61346436],
[ 477.8973999 , 477.75494385, 478.29449463, ..., 481.35314941,
481.52264404, 481.82611084],
[ 477.99768066, 477.95126343, 477.95358276, ..., 481.57641602,
481.66601562, 481.74972534]]],
[[[ 302.4397583 , 302.4309082 , 302.42712402, ..., 302.51824951,
302.52093506, 302.48651123],
[ 302.42263794, 302.41079712, 302.40246582, ..., 302.51654053,
302.52191162, 302.50259399],
[ 302.45965576, 302.45401001, 302.44580078, ..., 302.51107788,
302.5184021 , 302.50265503],
...,
[ 305.31704712, 305.29177856, 305.25198364, ..., 302.6187439 ,
302.58468628, 302.55130005],
[ 305.32061768, 305.30892944, 305.27633667, ..., 302.41241455,
302.38323975, 302.35583496],
[ 305.3130188 , 305.32385254, 305.29333496, ..., 302.25698853,
302.28610229, 302.28652954]],
[[ 302.39385986, 302.38241577, 302.37820435, ..., 302.49026489,
302.49127197, 302.45349121],
[ 302.37341309, 302.36422729, 302.35614014, ..., 302.49060059,
302.49475098, 302.47006226],
[ 302.40988159, 302.40811157, 302.40112305, ..., 302.4850769 ,
302.49136353, 302.46923828],
...,
[ 305.9145813 , 305.88644409, 305.8430481 , ..., 302.99200439,
302.98226929, 302.98925781],
[ 305.89147949, 305.88580322, 305.85491943, ..., 302.86550903,
302.86029053, 302.86993408],
[ 305.86468506, 305.88165283, 305.86251831, ..., 302.82485962,
302.82562256, 302.79443359]],
[[ 302.39437866, 302.38250732, 302.38024902, ..., 302.49771118,
302.49743652, 302.45758057],
[ 302.37261963, 302.36254883, 302.3553772 , ..., 302.49789429,
302.50067139, 302.47399902],
[ 302.40911865, 302.40682983, 302.40045166, ..., 302.49252319,
302.49737549, 302.47265625],
...,
[ 306.17266846, 306.15579224, 306.12109375, ..., 303.32687378,
303.32763672, 303.33911133],
[ 306.14941406, 306.15093994, 306.12402344, ..., 303.23840332,
303.23718262, 303.24581909],
[ 306.12258911, 306.1418457 , 306.1255188 , ..., 303.17501831,
303.16830444, 303.15783691]],
...,
[[ 412.54623413, 412.72540283, 412.93225098, ..., 421.57189941,
421.48895264, 421.40093994],
[ 412.54681396, 412.70465088, 412.8706665 , ..., 421.40380859,
421.49194336, 421.42861938],
[ 412.54675293, 412.87872314, 412.77380371, ..., 421.18225098,
421.38699341, 421.50238037],
...,
[ 420.32577515, 420.89578247, 421.53497314, ..., 426.45150757,
427.01522827, 427.81347656],
[ 420.41864014, 420.88348389, 421.41107178, ..., 427.01574707,
427.65014648, 428.50311279],
[ 420.71557617, 420.95092773, 421.39929199, ..., 427.58331299,
428.28134155, 429.03033447]],
[[ 450.93603516, 451.07089233, 451.11685181, ..., 452.5244751 ,
452.88586426, 453.05279541],
[ 451.19692993, 451.49850464, 451.38427734, ..., 452.73928833,
453.22842407, 453.45440674],
[ 451.3973999 , 451.4079895 , 451.03921509, ..., 452.88153076,
453.43774414, 453.74121094],
...,
[ 460.48248291, 461.25427246, 461.83587646, ..., 452.98895264,
453.86108398, 454.79321289],
[ 460.081604 , 461.13153076, 461.84143066, ..., 453.6262207 ,
454.46130371, 455.38336182],
[ 459.57608032, 460.71090698, 461.67318726, ..., 454.48687744,
455.26672363, 456.01989746]],
[[ 482.48956299, 482.72814941, 482.57653809, ..., 481.86135864,
481.89825439, 481.79229736],
[ 482.76126099, 483.17248535, 483.05209351, ..., 481.89031982,
481.9263916 , 481.83825684],
[ 482.96343994, 483.00964355, 482.99130249, ..., 481.7177124 ,
481.79315186, 481.74682617],
...,
[ 484.69232178, 482.76898193, 481.24066162, ..., 479.92230225,
480.16900635, 480.51281738],
[ 486.1468811 , 484.42364502, 482.89614868, ..., 480.17102051,
480.36108398, 480.61108398],
[ 487.34625244, 486.13769531, 484.71481323, ..., 480.69311523,
480.81256104, 480.92437744]]]], 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: 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)
<xarray.DataArray u'temp' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 303.43734741, 303.40170288, 303.36166382, ..., 303.5894165 ,
303.50033569, 303.41937256],
[ 303.47671509, 303.44772339, 303.41287231, ..., 303.68902588,
303.59616089, 303.50714111],
[ 303.50683594, 303.48492432, 303.45584106, ..., 303.78564453,
303.6890564 , 303.59393311],
...,
[ 304.40283203, 304.27960205, 304.15759277, ..., 300.94311523,
300.81298828, 300.72006226],
[ 304.42178345, 304.30249023, 304.18255615, ..., 301.00732422,
300.88256836, 300.79241943],
[ 304.42138672, 304.32223511, 304.20983887, ..., 301.06900024,
300.95031738, 300.85995483]],
[[ 302.99398804, 302.97558594, 302.95227051, ..., 302.82717896,
302.73095703, 302.64303589],
[ 303.02511597, 303.01126099, 302.99267578, ..., 302.91256714,
302.81335449, 302.72061157],
[ 303.05203247, 303.04077148, 303.02557373, ..., 302.99740601,
302.89712524, 302.79959106],
...,
[ 303.70053101, 303.55801392, 303.4197998 , ..., 301.35845947,
301.30767822, 301.26852417],
[ 303.7527771 , 303.61523438, 303.47821045, ..., 301.4414978 ,
301.39349365, 301.35494995],
[ 303.80789185, 303.67526245, 303.54171753, ..., 301.5184021 ,
301.47375488, 301.43817139]],
[[ 302.38754272, 302.39215088, 302.39199829, ..., 301.97027588,
301.87164307, 301.78115845],
[ 302.41027832, 302.41595459, 302.4168396 , ..., 302.04403687,
301.94326782, 301.84939575],
[ 302.42987061, 302.43463135, 302.43722534, ..., 302.11837769,
302.01690674, 301.91708374],
...,
[ 302.82452393, 302.67993164, 302.53707886, ..., 300.84591675,
300.81048584, 300.78439331],
[ 302.88769531, 302.74630737, 302.6036377 , ..., 300.92553711,
300.8927002 , 300.86630249],
[ 302.95187378, 302.81637573, 302.67840576, ..., 301.00299072,
300.97113037, 300.9463501 ]],
...,
[[ 199.31161499, 199.25930786, 199.21214294, ..., 199.78529358,
199.68928528, 199.61891174],
[ 199.32078552, 199.26960754, 199.22364807, ..., 199.94764709,
199.8528595 , 199.78190613],
[ 199.33404541, 199.28465271, 199.24072266, ..., 200.11431885,
200.02116394, 199.95025635],
...,
[ 202.39686584, 202.41789246, 202.43751526, ..., 201.6434021 ,
201.65783691, 201.67790222],
[ 202.37297058, 202.39199829, 202.40951538, ..., 201.6930542 ,
201.7151947 , 201.74253845],
[ 202.34666443, 202.36499023, 202.38157654, ..., 201.74235535,
201.76774597, 201.79716492]],
[[ 204.25112915, 204.22366333, 204.20225525, ..., 205.68093872,
205.63471985, 205.5980835 ],
[ 204.30506897, 204.27935791, 204.25999451, ..., 205.83700562,
205.79272461, 205.75750732],
[ 204.36506653, 204.34109497, 204.32543945, ..., 205.99562073,
205.9535675 , 205.91949463],
...,
[ 207.24386597, 207.26605225, 207.28616333, ..., 206.68583679,
206.6736145 , 206.66311646],
[ 207.22479248, 207.24578857, 207.26469421, ..., 206.68489075,
206.67880249, 206.67831421],
[ 207.20288086, 207.22372437, 207.24237061, ..., 206.69682312,
206.69360352, 206.69540405]],
[[ 207.9606781 , 207.95835876, 207.96255493, ..., 210.19087219,
210.22798157, 210.222229 ],
[ 208.02442932, 208.02432251, 208.03056335, ..., 210.26512146,
210.30247498, 210.2960968 ],
[ 208.09617615, 208.09747314, 208.10588074, ..., 210.338974 ,
210.3760376 , 210.36932373],
...,
[ 210.93968201, 210.93600464, 210.92965698, ..., 211.05632019,
211.02757263, 211.00221252],
[ 210.98875427, 210.98661804, 210.98138428, ..., 211.00622559,
210.97271729, 210.94203186],
[ 211.03688049, 211.03652954, 211.03248596, ..., 210.96929932,
210.93614197, 210.90594482]]],
[[[ 303.06420898, 303.0496521 , 302.97860718, ..., 303.26922607,
303.22689819, 303.1918335 ],
[ 303.02450562, 302.9921875 , 302.97497559, ..., 303.23880005,
303.19778442, 303.17086792],
[ 303.01629639, 302.99209595, 302.99212646, ..., 303.21368408,
303.18179321, 303.15887451],
...,
[ 303.60623169, 303.59008789, 303.58691406, ..., 299.63720703,
299.63568115, 299.65151978],
[ 303.66400146, 303.64755249, 303.63867188, ..., 299.6711731 ,
299.67047119, 299.68908691],
[ 303.73187256, 303.71289062, 303.69842529, ..., 299.71252441,
299.71359253, 299.7277832 ]],
[[ 302.57327271, 302.55511475, 302.50720215, ..., 302.55169678,
302.50881958, 302.47250366],
[ 302.5796814 , 302.54452515, 302.51971436, ..., 302.5194397 ,
302.47836304, 302.44888306],
[ 302.58773804, 302.5524292 , 302.53866577, ..., 302.4960022 ,
302.46121216, 302.43713379],
...,
[ 302.85662842, 302.84555054, 302.83746338, ..., 300.45620728,
300.48025513, 300.51528931],
[ 302.91687012, 302.90063477, 302.8913269 , ..., 300.53598022,
300.55206299, 300.58453369],
[ 302.98492432, 302.96633911, 302.95132446, ..., 300.61566162,
300.63223267, 300.65139771]],
[[ 301.84155273, 301.82809448, 301.80218506, ..., 301.58773804,
301.543396 , 301.5067749 ],
[ 301.84744263, 301.83184814, 301.81945801, ..., 301.55465698,
301.51281738, 301.48468018],
[ 301.8531189 , 301.83853149, 301.82931519, ..., 301.52807617,
301.49298096, 301.4720459 ],
...,
[ 301.884552 , 301.86856079, 301.86294556, ..., 300.23397827,
300.24185181, 300.25683594],
[ 301.9440918 , 301.92471313, 301.915802 , ..., 300.28805542,
300.29373169, 300.31207275],
[ 302.01040649, 301.99111938, 301.9786377 , ..., 300.34875488,
300.3526001 , 300.36584473]],
...,
[[ 204.39718628, 204.30691528, 204.1934967 , ..., 201.23927307,
201.02377319, 201.1008606 ],
[ 204.33517456, 204.20805359, 204.06872559, ..., 201.24559021,
201.10903931, 201.09039307],
[ 204.27799988, 204.13652039, 203.96229553, ..., 201.46353149,
201.26445007, 201.1706543 ],
...,
[ 202.06410217, 202.09771729, 202.12364197, ..., 203.71847534,
203.67570496, 203.61517334],
[ 202.01077271, 202.06907654, 202.09985352, ..., 203.664505 ,
203.64601135, 203.5785675 ],
[ 202.05232239, 202.04849243, 202.05537415, ..., 203.5599823 ,
203.59162903, 203.546875 ]],
[[ 206.8344574 , 206.55015564, 206.26800537, ..., 205.09234619,
204.90621948, 205.01454163],
[ 206.59846497, 206.3079834 , 206.01069641, ..., 205.04771423,
204.85037231, 204.92510986],
[ 206.42895508, 206.18014526, 205.88998413, ..., 205.09356689,
204.85778809, 204.80355835],
...,
[ 207.04618835, 207.08914185, 207.17782593, ..., 208.15730286,
208.14093018, 208.095047 ],
[ 207.09205627, 207.12208557, 207.1894989 , ..., 208.11628723,
208.11651611, 208.07493591],
[ 207.17326355, 207.17658997, 207.20780945, ..., 208.03927612,
208.072052 , 208.05780029]],
[[ 209.24423218, 209.13208008, 209.02349854, ..., 208.39378357,
208.30917358, 208.26747131],
[ 209.13412476, 209.01771545, 208.8939209 , ..., 208.40710449,
208.29092407, 208.26966858],
[ 209.06329346, 208.97116089, 208.85655212, ..., 208.46101379,
208.32023621, 208.28414917],
...,
[ 210.47006226, 210.4962616 , 210.49975586, ..., 211.11410522,
211.08557129, 211.05451965],
[ 210.5562439 , 210.57788086, 210.57366943, ..., 211.08026123,
211.06124878, 211.03852844],
[ 210.66348267, 210.65715027, 210.66148376, ..., 211.02510071,
211.03556824, 211.02185059]]],
[[[ 302.76272583, 302.75238037, 302.73495483, ..., 303.13208008,
303.05978394, 303.03411865],
[ 302.76229858, 302.75250244, 302.74435425, ..., 303.12799072,
303.12313843, 303.09054565],
[ 302.76815796, 302.75741577, 302.7543335 , ..., 303.11245728,
303.14123535, 303.10668945],
...,
[ 303.46429443, 303.46133423, 303.45013428, ..., 298.81329346,
298.74026489, 298.72177124],
[ 303.48168945, 303.48086548, 303.47610474, ..., 298.72650146,
298.71392822, 298.69726562],
[ 303.44125366, 303.47061157, 303.47686768, ..., 298.71783447,
298.69732666, 298.6796875 ]],
[[ 302.09686279, 302.09060669, 302.0743103 , ..., 302.39926147,
302.33602905, 302.30557251],
[ 302.10134888, 302.0909729 , 302.084198 , ..., 302.400177 ,
302.39718628, 302.3631897 ],
[ 302.10906982, 302.09783936, 302.09686279, ..., 302.39425659,
302.41500854, 302.38146973],
...,
[ 302.68545532, 302.70379639, 302.69927979, ..., 299.04071045,
299.03607178, 299.03894043],
[ 302.69818115, 302.7086792 , 302.70904541, ..., 299.03909302,
299.05874634, 299.07299805],
[ 302.64126587, 302.68121338, 302.70111084, ..., 299.07980347,
299.13897705, 299.18136597]],
[[ 301.21853638, 301.21801758, 301.21243286, ..., 301.40289307,
301.37112427, 301.33956909],
[ 301.23175049, 301.22839355, 301.22436523, ..., 301.42828369,
301.43008423, 301.39547729],
[ 301.24490356, 301.23898315, 301.23678589, ..., 301.42785645,
301.4447937 , 301.41186523],
...,
[ 301.68850708, 301.70263672, 301.70782471, ..., 299.54315186,
299.53811646, 299.52722168],
[ 301.70498657, 301.71405029, 301.71362305, ..., 299.54827881,
299.54171753, 299.54272461],
[ 301.65792847, 301.68569946, 301.70010376, ..., 299.5994873 ,
299.59054565, 299.58197021]],
...,
[[ 203.80836487, 203.73556519, 203.67108154, ..., 203.76239014,
204.19668579, 204.46707153],
[ 203.86941528, 203.81278992, 203.75424194, ..., 203.38694763,
203.83171082, 204.2686615 ],
[ 203.98120117, 203.94517517, 203.89797974, ..., 202.99571228,
203.48847961, 203.99653625],
...,
[ 204.54595947, 204.56867981, 204.56416321, ..., 202.29519653,
202.33233643, 202.36042786],
[ 204.55158997, 204.57211304, 204.56950378, ..., 202.4727478 ,
202.52082825, 202.58764648],
[ 204.51806641, 204.56413269, 204.58677673, ..., 202.72007751,
202.77482605, 202.86938477]],
[[ 207.1522522 , 207.20472717, 207.24024963, ..., 209.38522339,
210.10679626, 210.54829407],
[ 207.12875366, 207.15249634, 207.14620972, ..., 208.81037903,
209.5279541 , 210.10690308],
[ 207.0941925 , 207.0896759 , 207.05189514, ..., 208.22912598,
208.96852112, 209.62376404],
...,
[ 209.02204895, 209.01618958, 208.98233032, ..., 205.49510193,
205.54284668, 205.56466675],
[ 208.8946228 , 208.89996338, 208.87338257, ..., 205.70680237,
205.75419617, 205.79885864],
[ 208.76541138, 208.78143311, 208.77815247, ..., 205.97406006,
206.01116943, 206.04237366]],
[[ 209.36326599, 209.43870544, 209.46414185, ..., 209.82865906,
210.04940796, 210.17767334],
[ 209.25866699, 209.30509949, 209.29766846, ..., 209.75152588,
209.97038269, 210.10212708],
[ 209.11296082, 209.13224792, 209.10943604, ..., 209.69871521,
209.92861938, 210.09550476],
...,
[ 211.2837677 , 211.22341919, 211.16880798, ..., 210.07426453,
210.0743103 , 210.04310608],
[ 211.30101013, 211.24404907, 211.18766785, ..., 210.14782715,
210.14518738, 210.11604309],
[ 211.30722046, 211.24453735, 211.2119751 , ..., 210.25942993,
210.22067261, 210.18762207]]],
...,
[[[ 301.79360962, 301.8046875 , 301.77862549, ..., 302.081604 ,
302.33456421, 302.58483887],
[ 301.79177856, 301.787323 , 301.77297974, ..., 302.18060303,
302.47436523, 302.75064087],
[ 301.81106567, 301.81173706, 301.79135132, ..., 302.26437378,
302.59527588, 302.9152832 ],
...,
[ 304.81417847, 304.82858276, 304.82806396, ..., 304.80303955,
304.90106201, 304.95227051],
[ 304.73568726, 304.75311279, 304.77148438, ..., 305.31616211,
305.34054565, 305.3604126 ],
[ 304.7326355 , 304.76113892, 304.77984619, ..., 305.26516724,
305.28097534, 305.31259155]],
[[ 301.02630615, 301.03582764, 301.00994873, ..., 301.32192993,
301.53775024, 301.70550537],
[ 301.02334595, 301.01956177, 301.00509644, ..., 301.43493652,
301.7159729 , 301.94552612],
[ 301.04193115, 301.04342651, 301.02331543, ..., 301.52902222,
301.85198975, 302.14660645],
...,
[ 303.81790161, 303.82504272, 303.837677 , ..., 303.83834839,
303.91592407, 303.96481323],
[ 303.75497437, 303.77209473, 303.79171753, ..., 304.2935791 ,
304.3140564 , 304.33276367],
[ 303.74746704, 303.77301025, 303.79516602, ..., 304.20419312,
304.23049927, 304.25836182]],
[[ 300.05630493, 300.07263184, 300.0463562 , ..., 300.36468506,
300.56838989, 300.72384644],
[ 300.05877686, 300.05581665, 300.04089355, ..., 300.47732544,
300.74945068, 300.96060181],
[ 300.07632446, 300.07876587, 300.05871582, ..., 300.56863403,
300.88806152, 301.16436768],
...,
[ 302.7805481 , 302.79049683, 302.80157471, ..., 302.81445312,
302.88269043, 302.92953491],
[ 302.72470093, 302.74337769, 302.76168823, ..., 303.23883057,
303.25994873, 303.27697754],
[ 302.71691895, 302.74365234, 302.76409912, ..., 303.15048218,
303.17147827, 303.19717407]],
...,
[[ 198.29962158, 198.25805664, 198.24505615, ..., 200.28352356,
200.50971985, 200.72183228],
[ 198.54911804, 198.50408936, 198.46716309, ..., 200.34249878,
200.52326965, 200.63922119],
[ 198.77827454, 198.74200439, 198.69020081, ..., 200.37332153,
200.53875732, 200.63737488],
...,
[ 204.92196655, 204.87716675, 204.75259399, ..., 203.67166138,
203.79336548, 203.90205383],
[ 204.9538269 , 204.95175171, 204.86804199, ..., 203.90330505,
203.9997406 , 204.11076355],
[ 204.95141602, 204.98196411, 204.95474243, ..., 204.08903503,
204.2651825 , 204.53988647]],
[[ 201.61102295, 201.64379883, 201.78567505, ..., 204.18199158,
204.36260986, 204.61988831],
[ 201.58740234, 201.59552002, 201.72889709, ..., 204.23088074,
204.40266418, 204.53926086],
[ 201.75068665, 201.8455658 , 202.03317261, ..., 204.2769928 ,
204.41122437, 204.53230286],
...,
[ 209.17895508, 209.11102295, 208.91595459, ..., 207.02023315,
207.20094299, 207.33177185],
[ 209.20509338, 209.24971008, 209.16079712, ..., 207.26823425,
207.43049622, 207.56059265],
[ 209.10519409, 209.2902832 , 209.19203186, ..., 207.64723206,
207.6424408 , 207.72024536]],
[[ 207.12268066, 207.1108551 , 207.22575378, ..., 208.57559204,
208.66525269, 208.7915802 ],
[ 207.08088684, 207.09121704, 207.21220398, ..., 208.62255859,
208.75697327, 208.89324951],
[ 207.08197021, 207.11325073, 207.24937439, ..., 208.68331909,
208.82637024, 208.95469666],
...,
[ 210.69200134, 210.56178284, 210.31752014, ..., 209.49226379,
209.56588745, 209.62580872],
[ 210.79293823, 210.79753113, 210.65792847, ..., 209.58532715,
209.65179443, 209.7172699 ],
[ 210.76557922, 210.77281189, 210.87797546, ..., 209.74693298,
209.8006134 , 209.83798218]]],
[[[ 302.0802002 , 302.08435059, 302.04464722, ..., 301.93508911,
302.09683228, 302.27603149],
[ 302.06274414, 302.03039551, 302.05099487, ..., 301.93740845,
302.10098267, 302.29202271],
[ 302.01281738, 302.00476074, 301.99868774, ..., 301.93795776,
302.11074829, 302.30505371],
...,
[ 306.4083252 , 306.3951416 , 306.38031006, ..., 305.47720337,
305.37374878, 305.21191406],
[ 306.42172241, 306.40063477, 306.37808228, ..., 304.75506592,
304.72097778, 304.57485962],
[ 306.43435669, 306.41958618, 306.38656616, ..., 303.94366455,
303.97589111, 304.04299927]],
[[ 301.31408691, 301.32092285, 301.27890015, ..., 301.16537476,
301.33312988, 301.51626587],
[ 301.29562378, 301.27243042, 301.29110718, ..., 301.17462158,
301.34066772, 301.53561401],
[ 301.24194336, 301.24102783, 301.23724365, ..., 301.17550659,
301.35107422, 301.54928589],
...,
[ 305.53799438, 305.54129028, 305.52929688, ..., 304.61575317,
304.51309204, 304.3742981 ],
[ 305.55096436, 305.5418396 , 305.52087402, ..., 303.90649414,
303.87512207, 303.77035522],
[ 305.55383301, 305.53314209, 305.50003052, ..., 303.16323853,
303.18643188, 303.25958252]],
[[ 300.34146118, 300.34799194, 300.30426025, ..., 300.20748901,
300.36505127, 300.54638672],
[ 300.32034302, 300.29794312, 300.31768799, ..., 300.21121216,
300.37283325, 300.56530762],
[ 300.27001953, 300.2677002 , 300.2635498 , ..., 300.21136475,
300.38452148, 300.57769775],
...,
[ 304.5213623 , 304.5218811 , 304.50994873, ..., 303.63104248,
303.53372192, 303.40335083],
[ 304.53140259, 304.52182007, 304.50082397, ..., 302.93487549,
302.90487671, 302.81369019],
[ 304.52868652, 304.49673462, 304.48095703, ..., 302.22424316,
302.25811768, 302.30865479]],
...,
[[ 195.58712769, 195.45863342, 195.33621216, ..., 202.11154175,
202.10678101, 201.96902466],
[ 195.45736694, 195.29031372, 195.15853882, ..., 202.5667572 ,
202.49383545, 202.39880371],
[ 195.35978699, 195.18315125, 195.04986572, ..., 202.81367493,
202.77537537, 202.67590332],
...,
[ 201.12664795, 201.51445007, 201.84228516, ..., 204.15405273,
204.3258667 , 204.42771912],
[ 200.95646667, 201.25169373, 201.58143616, ..., 204.19140625,
204.31658936, 204.36715698],
[ 200.76980591, 201.07859802, 201.23736572, ..., 204.08459473,
204.17352295, 204.12756348]],
[[ 198.53314209, 197.99165344, 197.54896545, ..., 206.45651245,
206.17184448, 205.82998657],
[ 198.1047821 , 197.57698059, 197.1759491 , ..., 206.39445496,
206.07737732, 205.80609131],
[ 197.72349548, 197.28439331, 196.93273926, ..., 206.30760193,
206.05944824, 205.82963562],
...,
[ 203.47192383, 204.05639648, 204.50389099, ..., 207.30033875,
207.4410553 , 207.43458557],
[ 203.19584656, 203.62071228, 204.10693359, ..., 207.43499756,
207.53738403, 207.66763306],
[ 203.16687012, 203.18093872, 203.76097107, ..., 207.43984985,
207.477005 , 207.48193359]],
[[ 206.91375732, 206.63256836, 206.4254303 , ..., 208.99803162,
208.8527832 , 208.74987793],
[ 206.64559937, 206.37258911, 206.23696899, ..., 209.32695007,
209.21998596, 209.12478638],
[ 206.40188599, 206.21351624, 206.12944031, ..., 209.58760071,
209.52958679, 209.45799255],
...,
[ 207.98262024, 208.06639099, 208.29043579, ..., 209.37606812,
209.4677124 , 209.60534668],
[ 207.98976135, 207.90489197, 208.1398468 , ..., 209.46789551,
209.54362488, 209.70687866],
[ 208.05947876, 207.91615295, 207.98358154, ..., 209.55010986,
209.60284424, 209.66079712]]],
[[[ 302.06610107, 302.05648804, 302.04968262, ..., 302.42883301,
302.43582153, 302.40979004],
[ 302.0383606 , 302.03088379, 302.01983643, ..., 302.41934204,
302.43530273, 302.42178345],
[ 302.06903076, 302.06716919, 302.05712891, ..., 302.4069519 ,
302.42611694, 302.4211731 ],
...,
[ 304.85983276, 304.84448242, 304.81973267, ..., 302.24359131,
302.19003296, 302.14343262],
[ 304.80715942, 304.80786133, 304.79626465, ..., 302.01229858,
301.95922852, 301.91159058],
[ 304.73962402, 304.76464844, 304.7492981 , ..., 301.84609985,
301.8470459 , 301.84741211]],
[[ 301.30688477, 301.29788208, 301.28964233, ..., 301.68789673,
301.69577026, 301.6628418 ],
[ 301.27804565, 301.27294922, 301.26065063, ..., 301.68215942,
301.69598389, 301.67834473],
[ 301.30825806, 301.30914307, 301.30050659, ..., 301.66790771,
301.68695068, 301.67251587],
...,
[ 304.73986816, 304.71929932, 304.69107056, ..., 301.90478516,
301.87451172, 301.8699646 ],
[ 304.66122437, 304.66473389, 304.65310669, ..., 301.75476074,
301.72579956, 301.71594238],
[ 304.57394409, 304.60205078, 304.60366821, ..., 301.70175171,
301.68664551, 301.65115356]],
[[ 300.33898926, 300.32669067, 300.32098389, ..., 300.72302246,
300.73245239, 300.69805908],
[ 300.30645752, 300.30096436, 300.29086304, ..., 300.71783447,
300.73214722, 300.71139526],
[ 300.33511353, 300.33770752, 300.32974243, ..., 300.70495605,
300.72195435, 300.70605469],
...,
[ 304.0177002 , 304.0100708 , 303.99069214, ..., 301.26834106,
301.25009155, 301.24282837],
[ 303.93740845, 303.95101929, 303.943573 , ..., 301.1545105 ,
301.1315918 , 301.12075806],
[ 303.84991455, 303.8812561 , 303.8888855 , ..., 301.07653809,
301.08462524, 301.05807495]],
...,
[[ 196.80265808, 196.87055969, 196.94837952, ..., 201.13368225,
201.09962463, 201.07374573],
[ 196.77729797, 196.85861206, 196.93701172, ..., 201.05934143,
201.10336304, 201.07598877],
[ 196.75753784, 196.93962097, 196.88916016, ..., 200.95169067,
201.05245972, 201.10696411],
...,
[ 200.46191406, 200.75904846, 201.06809998, ..., 203.39599609,
203.66029358, 204.06100464],
[ 200.47889709, 200.74073792, 200.99703979, ..., 203.65939331,
203.95646667, 204.36372375],
[ 200.61827087, 200.76690674, 200.97123718, ..., 203.95033264,
204.28166199, 204.5838623 ]],
[[ 205.45677185, 205.50392151, 205.52784729, ..., 206.23002625,
206.36431885, 206.50190735],
[ 205.56117249, 205.69590759, 205.64299011, ..., 206.29481506,
206.51878357, 206.69042969],
[ 205.71200562, 205.65342712, 205.48495483, ..., 206.35821533,
206.61355591, 206.80526733],
...,
[ 209.81134033, 210.13604736, 210.40388489, ..., 206.3614502 ,
206.75567627, 207.15489197],
[ 209.62062073, 210.07159424, 210.39784241, ..., 206.6476593 ,
207.02468872, 207.44393921],
[ 209.37127686, 209.86135864, 210.3097229 , ..., 207.04859924,
207.40475464, 207.74147034]],
[[ 209.95381165, 210.06924438, 209.97319031, ..., 209.68588257,
209.71055603, 209.66523743],
[ 210.0773468 , 210.25102234, 210.19830322, ..., 209.70585632,
209.7220459 , 209.67474365],
[ 210.16647339, 210.17990112, 210.17153931, ..., 209.63023376,
209.6638031 , 209.62109375],
...,
[ 210.91238403, 210.07435608, 209.4103241 , ..., 208.8324585 ,
208.93881226, 209.11312866],
[ 211.54205322, 210.79121399, 210.12762451, ..., 208.93878174,
209.02029419, 209.1282196 ],
[ 212.0574646 , 211.53424072, 210.93177795, ..., 209.12753296,
209.19508362, 209.26766968]]]], 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: 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)
<xarray.DataArray u'tv' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 307.40814209, 307.35787964, 307.3036499 , ..., 307.17358398,
307.07785034, 306.99197388],
[ 307.46530151, 307.4239502 , 307.37710571, ..., 307.27716064,
307.17727661, 307.08267212],
[ 307.51446533, 307.48275757, 307.4440918 , ..., 307.37820435,
307.27420044, 307.17276001],
...,
[ 307.9262085 , 307.80813599, 307.69152832, ..., 304.41738892,
304.28909302, 304.19702148],
[ 307.92111206, 307.80648804, 307.69161987, ..., 304.47781372,
304.3548584 , 304.26559448],
[ 307.890625 , 307.79626465, 307.6890564 , ..., 304.5352478 ,
304.41845703, 304.32913208]],
[[ 306.83444214, 306.81008911, 306.78097534, ..., 306.16372681,
306.06326294, 305.97348022],
[ 306.88000488, 306.86151123, 306.83837891, ..., 306.24310303,
306.14004517, 306.04541016],
[ 306.9223938 , 306.90789795, 306.88955688, ..., 306.32232666,
306.21868896, 306.11920166],
...,
[ 306.89242554, 306.76776123, 306.64755249, ..., 304.75741577,
304.7171936 , 304.68585205],
[ 306.91571045, 306.79525757, 306.67559814, ..., 304.83657837,
304.7986145 , 304.76751709],
[ 306.9382019 , 306.82177734, 306.70492554, ..., 304.9090271 ,
304.87393188, 304.84561157]],
[[ 306.05526733, 306.06515503, 306.07006836, ..., 305.25320435,
305.15155029, 305.06008911],
[ 306.0881958 , 306.09912109, 306.10507202, ..., 305.3210144 ,
305.21749878, 305.12258911],
[ 306.11856079, 306.12860107, 306.13626099, ..., 305.38967896,
305.2857666 , 305.18487549],
...,
[ 305.85360718, 305.73968506, 305.62744141, ..., 304.16091919,
304.13635254, 304.11871338],
[ 305.88580322, 305.77459717, 305.66223145, ..., 304.23529053,
304.21292114, 304.1947937 ],
[ 305.91726685, 305.81109619, 305.70278931, ..., 304.30764771,
304.28585815, 304.26928711]],
...,
[[ 199.31187439, 199.259552 , 199.21238708, ..., 199.78556824,
199.68955994, 199.6191864 ],
[ 199.32104492, 199.26985168, 199.22389221, ..., 199.94792175,
199.85313416, 199.78218079],
[ 199.33430481, 199.28489685, 199.2409668 , ..., 200.11460876,
200.0214386 , 199.95053101],
...,
[ 202.39727783, 202.41830444, 202.43792725, ..., 201.64355469,
201.65797424, 201.67802429],
[ 202.37338257, 202.39241028, 202.40992737, ..., 201.69319153,
201.71531677, 201.74266052],
[ 202.34707642, 202.36540222, 202.38198853, ..., 201.74249268,
201.76786804, 201.79728699]],
[[ 204.25125122, 204.2237854 , 204.20237732, ..., 205.68106079,
205.63484192, 205.59820557],
[ 204.30519104, 204.27947998, 204.26011658, ..., 205.83712769,
205.79284668, 205.75762939],
[ 204.3651886 , 204.34121704, 204.32556152, ..., 205.9957428 ,
205.95368958, 205.9196167 ],
...,
[ 207.24398804, 207.26617432, 207.2862854 , ..., 206.68595886,
206.67373657, 206.66323853],
[ 207.22491455, 207.24591064, 207.26481628, ..., 206.68501282,
206.67892456, 206.67843628],
[ 207.20300293, 207.22384644, 207.24249268, ..., 206.69694519,
206.69372559, 206.69552612]],
[[ 207.96080017, 207.95848083, 207.962677 , ..., 210.19099426,
210.22810364, 210.22235107],
[ 208.02455139, 208.02444458, 208.03068542, ..., 210.26524353,
210.30259705, 210.29621887],
[ 208.09629822, 208.09759521, 208.10600281, ..., 210.33909607,
210.37615967, 210.3694458 ],
...,
[ 210.93980408, 210.93612671, 210.92977905, ..., 211.05644226,
211.0276947 , 211.00233459],
[ 210.98887634, 210.98674011, 210.98150635, ..., 211.00634766,
210.97283936, 210.94215393],
[ 211.03700256, 211.03665161, 211.03260803, ..., 210.96942139,
210.93626404, 210.90606689]]],
[[[ 307.24920654, 307.24035645, 307.1730957 , ..., 306.93911743,
306.89016724, 306.84924316],
[ 307.21099854, 307.18875122, 307.17990112, ..., 306.90734863,
306.85955811, 306.82635498],
[ 307.203125 , 307.18673706, 307.1942749 , ..., 306.88217163,
306.84384155, 306.81491089],
...,
[ 307.18359375, 307.17718506, 307.17910767, ..., 303.10235596,
303.10406494, 303.1234436 ],
[ 307.21990967, 307.21557617, 307.21447754, ..., 303.13272095,
303.13494873, 303.15621948],
[ 307.26422119, 307.25863647, 307.25473022, ..., 303.17068481,
303.17422485, 303.1902771 ]],
[[ 306.59451294, 306.58474731, 306.54492188, ..., 306.11663818,
306.06817627, 306.02713013],
[ 306.59649658, 306.56820679, 306.55404663, ..., 306.08276367,
306.03594971, 306.00115967],
[ 306.60671997, 306.57910156, 306.57495117, ..., 306.05892944,
306.01879883, 305.98980713],
...,
[ 306.31698608, 306.31643677, 306.31329346, ..., 303.8757019 ,
303.90170288, 303.9390564 ],
[ 306.35568237, 306.35241699, 306.35083008, ..., 303.94766235,
303.96588135, 304.00036621],
[ 306.400177 , 306.39538574, 306.39105225, ..., 304.01959229,
304.03787231, 304.059021 ]],
[[ 305.72491455, 305.71633911, 305.69506836, ..., 305.09487915,
305.04595947, 305.00540161],
[ 305.73638916, 305.72131348, 305.71105957, ..., 305.05990601,
305.01327515, 304.98071289],
[ 305.74938965, 305.73568726, 305.72903442, ..., 305.03250122,
304.99319458, 304.96862793],
...,
[ 305.28240967, 305.27685547, 305.27603149, ..., 303.56066895,
303.56777954, 303.58117676],
[ 305.32077026, 305.31433105, 305.31298828, ..., 303.61019897,
303.61578369, 303.63262939],
[ 305.36398315, 305.35848999, 305.35665894, ..., 303.66546631,
303.66989136, 303.6824646 ]],
...,
[[ 204.3973999 , 204.30712891, 204.19371033, ..., 201.23956299,
201.02406311, 201.10115051],
[ 204.33538818, 204.20826721, 204.06893921, ..., 201.24588013,
201.10932922, 201.09068298],
[ 204.2782135 , 204.13673401, 203.96252441, ..., 201.46382141,
201.26473999, 201.17094421],
...,
[ 202.06452942, 202.09814453, 202.12406921, ..., 203.71859741,
203.67582703, 203.61529541],
[ 202.01119995, 202.06950378, 202.10028076, ..., 203.66462708,
203.64613342, 203.57868958],
[ 202.05273438, 202.04891968, 202.05580139, ..., 203.56010437,
203.5917511 , 203.54699707]],
[[ 206.83457947, 206.55027771, 206.26812744, ..., 205.09248352,
204.90635681, 205.01467896],
[ 206.59858704, 206.30810547, 206.01081848, ..., 205.04785156,
204.85050964, 204.92524719],
[ 206.42907715, 206.18026733, 205.8901062 , ..., 205.09370422,
204.85792542, 204.80369568],
...,
[ 207.04634094, 207.08929443, 207.17797852, ..., 208.15742493,
208.14105225, 208.09516907],
[ 207.09220886, 207.12223816, 207.18963623, ..., 208.1164093 ,
208.11663818, 208.07505798],
[ 207.17340088, 207.17672729, 207.20794678, ..., 208.03939819,
208.07217407, 208.05792236]],
[[ 209.24435425, 209.13220215, 209.02362061, ..., 208.39390564,
208.30929565, 208.26759338],
[ 209.13424683, 209.01783752, 208.89404297, ..., 208.40722656,
208.29104614, 208.26979065],
[ 209.06341553, 208.97128296, 208.85667419, ..., 208.46113586,
208.32035828, 208.28427124],
...,
[ 210.47018433, 210.49638367, 210.49987793, ..., 211.11422729,
211.08569336, 211.05464172],
[ 210.55636597, 210.57800293, 210.5737915 , ..., 211.0803833 ,
211.06137085, 211.03865051],
[ 210.66360474, 210.65727234, 210.66160583, ..., 211.02522278,
211.03569031, 211.02197266]]],
[[[ 306.97937012, 306.97198486, 306.9569397 , ..., 306.8956604 ,
306.82162476, 306.79269409],
[ 306.98471069, 306.97744751, 306.97122192, ..., 306.90264893,
306.90136719, 306.86608887],
[ 306.99523926, 306.98687744, 306.98550415, ..., 306.89382935,
306.92953491, 306.89273071],
...,
[ 307.04275513, 307.04107666, 307.03158569, ..., 302.23495483,
302.16864014, 302.14834595],
[ 307.05935669, 307.05770874, 307.05319214, ..., 302.1434021 ,
302.14550781, 302.12612915],
[ 307.01812744, 307.04580688, 307.05148315, ..., 302.12179565,
302.12200928, 302.10501099]],
[[ 306.23379517, 306.22949219, 306.21453857, ..., 306.04766846,
305.98544312, 305.95184326],
[ 306.24279785, 306.23400879, 306.22854614, ..., 306.06152344,
306.06280518, 306.02618408],
[ 306.25408936, 306.24447632, 306.24484253, ..., 306.06469727,
306.09118652, 306.05557251],
...,
[ 306.15670776, 306.17605591, 306.17242432, ..., 302.44152832,
302.44567871, 302.44732666],
[ 306.16500854, 306.17593384, 306.17694092, ..., 302.44396973,
302.47491455, 302.48690796],
[ 306.10293579, 306.14434814, 306.16540527, ..., 302.47363281,
302.55032349, 302.59436035]],
[[ 305.25787354, 305.25488281, 305.24642944, ..., 304.98202515,
304.95272827, 304.91815186],
[ 305.27011108, 305.26397705, 305.2598877 , ..., 305.02084351,
305.02752686, 304.990448 ],
[ 305.28329468, 305.27468872, 305.27371216, ..., 305.03030396,
305.05282593, 305.01800537],
...,
[ 305.10299683, 305.11810303, 305.12384033, ..., 302.81015015,
302.8107605 , 302.80307007],
[ 305.11395264, 305.12457275, 305.12493896, ..., 302.82403564,
302.82357788, 302.82406616],
[ 305.06015015, 305.09124756, 305.10748291, ..., 302.87298584,
302.87176514, 302.8631897 ]],
...,
[[ 203.80859375, 203.73579407, 203.67131042, ..., 203.76264954,
204.19694519, 204.46731567],
[ 203.86964417, 203.8130188 , 203.75447083, ..., 203.38720703,
203.83197021, 204.2689209 ],
[ 203.98143005, 203.94540405, 203.89820862, ..., 202.99597168,
203.48873901, 203.99679565],
...,
[ 204.54634094, 204.56906128, 204.56455994, ..., 202.29534912,
202.33250427, 202.36061096],
[ 204.55197144, 204.57249451, 204.56990051, ..., 202.47288513,
202.52098083, 202.58781433],
[ 204.51844788, 204.56452942, 204.58717346, ..., 202.72021484,
202.77496338, 202.86953735]],
[[ 207.15238953, 207.2048645 , 207.24038696, ..., 209.38534546,
210.10691833, 210.54841614],
[ 207.12889099, 207.15263367, 207.14634705, ..., 208.8105011 ,
209.52807617, 210.10702515],
[ 207.09432983, 207.08981323, 207.05203247, ..., 208.22926331,
208.96864319, 209.62388611],
...,
[ 209.02220154, 209.01634216, 208.98248291, ..., 205.49523926,
205.54298401, 205.56481934],
[ 208.89477539, 208.90011597, 208.87353516, ..., 205.7069397 ,
205.7543335 , 205.79899597],
[ 208.76556396, 208.78158569, 208.77830505, ..., 205.97419739,
206.01130676, 206.04251099]],
[[ 209.36338806, 209.43882751, 209.46426392, ..., 209.82878113,
210.04953003, 210.17779541],
[ 209.25878906, 209.30522156, 209.29779053, ..., 209.75164795,
209.97050476, 210.10224915],
[ 209.11308289, 209.13237 , 209.10955811, ..., 209.69883728,
209.92874146, 210.09562683],
...,
[ 211.28388977, 211.22354126, 211.16893005, ..., 210.0743866 ,
210.07443237, 210.04322815],
[ 211.3011322 , 211.24417114, 211.18778992, ..., 210.14794922,
210.14530945, 210.11616516],
[ 211.30734253, 211.24465942, 211.21209717, ..., 210.259552 ,
210.22079468, 210.18774414]]],
...,
[[[ 305.55307007, 305.57022095, 305.54574585, ..., 305.65744019,
305.86444092, 306.08984375],
[ 305.5569458 , 305.55352783, 305.53979492, ..., 305.78140259,
306.02923584, 306.26306152],
[ 305.58612061, 305.58908081, 305.56707764, ..., 305.88705444,
306.17245483, 306.44369507],
...,
[ 307.85852051, 307.88119507, 307.89163208, ..., 308.09106445,
308.1781311 , 308.22793579],
[ 307.78851318, 307.81433105, 307.84140015, ..., 308.49127197,
308.52264404, 308.5512085 ],
[ 307.78372192, 307.82183838, 307.84921265, ..., 308.44848633,
308.47494507, 308.5149231 ]],
[[ 304.70779419, 304.72247314, 304.69772339, ..., 304.79516602,
304.9715271 , 305.11911011],
[ 304.71026611, 304.70690918, 304.69229126, ..., 304.92849731,
305.16732788, 305.36047363],
[ 304.73834229, 304.74172974, 304.71911621, ..., 305.04162598,
305.32110596, 305.57199097],
...,
[ 306.78253174, 306.79864502, 306.82052612, ..., 307.04476929,
307.11593628, 307.16470337],
[ 306.72348022, 306.74926758, 306.77719116, ..., 307.402771 ,
307.43145752, 307.45965576],
[ 306.7109375 , 306.74609375, 306.77737427, ..., 307.3190918 ,
307.35925293, 307.39501953]],
[[ 303.68914795, 303.71105957, 303.68484497, ..., 303.7772522 ,
303.94485474, 304.08306885],
[ 303.69674683, 303.69393921, 303.67855835, ..., 303.90878296,
304.14169312, 304.32064819],
[ 303.72357178, 303.72769165, 303.70471191, ..., 304.01748657,
304.29614258, 304.53305054],
...,
[ 305.6986084 , 305.7175293 , 305.7371521 , ..., 305.96282959,
306.02832031, 306.0774231 ],
[ 305.64459229, 305.67214966, 305.6986084 , ..., 306.30249023,
306.33328247, 306.36114502],
[ 305.63046265, 305.66708374, 305.69683838, ..., 306.22564697,
306.25482178, 306.2906189 ]],
...,
[[ 198.30004883, 198.25846863, 198.24545288, ..., 200.28390503,
200.51010132, 200.72221375],
[ 198.54954529, 198.50450134, 198.46757507, ..., 200.34288025,
200.52365112, 200.63960266],
[ 198.77871704, 198.74243164, 198.69061279, ..., 200.373703 ,
200.53913879, 200.63777161],
...,
[ 204.92230225, 204.87750244, 204.75292969, ..., 203.67198181,
203.79370117, 203.90240479],
[ 204.9541626 , 204.9520874 , 204.86837769, ..., 203.90362549,
204.00007629, 204.1111145 ],
[ 204.95173645, 204.98228455, 204.95506287, ..., 204.08935547,
204.26551819, 204.54023743]],
[[ 201.61131287, 201.64408875, 201.78596497, ..., 204.18218994,
204.36280823, 204.62008667],
[ 201.58770752, 201.59580994, 201.72918701, ..., 204.2310791 ,
204.40286255, 204.53945923],
[ 201.75099182, 201.84587097, 202.03346252, ..., 204.27719116,
204.41142273, 204.53250122],
...,
[ 209.1791687 , 209.11123657, 208.91616821, ..., 207.02043152,
207.20114136, 207.33197021],
[ 209.20530701, 209.24992371, 209.16101074, ..., 207.26843262,
207.43069458, 207.56079102],
[ 209.10539246, 209.29048157, 209.19223022, ..., 207.64741516,
207.6426239 , 207.72044373]],
[[ 207.12283325, 207.11100769, 207.22590637, ..., 208.57572937,
208.66539001, 208.79171753],
[ 207.08103943, 207.09136963, 207.21235657, ..., 208.62269592,
208.7571106 , 208.89338684],
[ 207.0821228 , 207.11340332, 207.24952698, ..., 208.68345642,
208.82650757, 208.95481873],
...,
[ 210.69212341, 210.56190491, 210.31764221, ..., 209.49238586,
209.56600952, 209.62593079],
[ 210.7930603 , 210.7976532 , 210.65805054, ..., 209.58544922,
209.6519165 , 209.71739197],
[ 210.76570129, 210.77293396, 210.87809753, ..., 209.74705505,
209.80073547, 209.83810425]]],
[[[ 305.92324829, 305.9335022 , 305.89474487, ..., 305.66448975,
305.82785034, 305.97622681],
[ 305.89398193, 305.85974121, 305.88543701, ..., 305.67306519,
305.83779907, 306.00369263],
[ 305.83117676, 305.82696533, 305.82226562, ..., 305.67956543,
305.8536377 , 306.02713013],
...,
[ 309.31896973, 309.32165527, 309.31741333, ..., 308.48651123,
308.4045105 , 308.27416992],
[ 309.32510376, 309.32150269, 309.31256104, ..., 307.86813354,
307.85418701, 307.74050903],
[ 309.32458496, 309.32827759, 309.31277466, ..., 307.17892456,
307.23086548, 307.31652832]],
[[ 305.0821228 , 305.09442139, 305.05249023, ..., 304.78753662,
304.95733643, 305.10861206],
[ 305.04995728, 305.02481079, 305.04721069, ..., 304.80291748,
304.9692688 , 305.13787842],
[ 304.98205566, 304.98443604, 304.98141479, ..., 304.80895996,
304.98464966, 305.16079712],
...,
[ 308.36404419, 308.38446045, 308.38342285, ..., 307.55822754,
307.47549438, 307.36407471],
[ 308.37045288, 308.37994385, 308.37261963, ..., 306.95001221,
306.93804932, 306.8586731 ],
[ 308.36276245, 308.36166382, 308.34570312, ..., 306.31622314,
306.35928345, 306.45178223]],
[[ 304.06369019, 304.07531738, 304.03128052, ..., 303.7663269 ,
303.92504883, 304.07580566],
[ 304.02774048, 304.00326538, 304.02612305, ..., 303.77371216,
303.93527222, 304.10302734],
[ 303.96264648, 303.96322632, 303.95944214, ..., 303.77737427,
303.95040894, 304.12313843],
...,
[ 307.30157471, 307.31912231, 307.31811523, ..., 306.52978516,
306.4520874 , 306.34750366],
[ 307.30578613, 307.31460571, 307.30706787, ..., 305.9336853 ,
305.92318726, 305.85513306],
[ 307.29360962, 307.28109741, 307.2822876 , ..., 305.32723999,
305.3812561 , 305.45159912]],
...,
[[ 195.58757019, 195.45906067, 195.33662415, ..., 202.11193848,
202.10717773, 201.96942139],
[ 195.45782471, 195.29075623, 195.15896606, ..., 202.56715393,
202.49423218, 202.39920044],
[ 195.36026001, 195.18360901, 195.05030823, ..., 202.81407166,
202.77577209, 202.67630005],
...,
[ 201.12702942, 201.51483154, 201.84266663, ..., 204.15438843,
204.32621765, 204.42807007],
[ 200.95683289, 201.25205994, 201.58181763, ..., 204.19174194,
204.31694031, 204.36752319],
[ 200.77015686, 201.07896423, 201.23773193, ..., 204.08493042,
204.1738739 , 204.12792969]],
[[ 198.53346252, 197.99197388, 197.54928589, ..., 206.45671082,
206.17204285, 205.8302002 ],
[ 198.10510254, 197.57730103, 197.17626953, ..., 206.39465332,
206.07759094, 205.80630493],
[ 197.72383118, 197.284729 , 196.93307495, ..., 206.30780029,
206.05966187, 205.82984924],
...,
[ 203.47218323, 204.05665588, 204.50415039, ..., 207.30055237,
207.44126892, 207.43479919],
[ 203.19610596, 203.62097168, 204.10719299, ..., 207.43521118,
207.53759766, 207.66784668],
[ 203.16712952, 203.18119812, 203.76123047, ..., 207.44006348,
207.47721863, 207.48214722]],
[[ 206.91390991, 206.63272095, 206.42558289, ..., 208.99815369,
208.85290527, 208.75 ],
[ 206.64575195, 206.3727417 , 206.23712158, ..., 209.32707214,
209.22010803, 209.12490845],
[ 206.40203857, 206.21366882, 206.1295929 , ..., 209.58772278,
209.52970886, 209.45811462],
...,
[ 207.98275757, 208.06652832, 208.29057312, ..., 209.37619019,
209.46783447, 209.60546875],
[ 207.98989868, 207.9050293 , 208.13998413, ..., 209.46801758,
209.54374695, 209.70700073],
[ 208.05961609, 207.91629028, 207.98371887, ..., 209.55023193,
209.60296631, 209.66091919]]],
[[[ 305.86523438, 305.85830688, 305.84887695, ..., 306.23730469,
306.23937988, 306.2059021 ],
[ 305.85116577, 305.84347534, 305.82717896, ..., 306.23120117,
306.24291992, 306.22335815],
[ 305.87609863, 305.87075806, 305.85470581, ..., 306.22195435,
306.23773193, 306.22766113],
...,
[ 307.90133667, 307.87301636, 307.85064697, ..., 305.68438721,
305.63916016, 305.60339355],
[ 307.85009766, 307.83859253, 307.82653809, ..., 305.47006226,
305.41943359, 305.37719727],
[ 307.79238892, 307.80197144, 307.78207397, ..., 305.32000732,
305.30935669, 305.30950928]],
[[ 305.03173828, 305.02560425, 305.01266479, ..., 305.39013672,
305.39437866, 305.35479736],
[ 305.01733398, 305.01223755, 304.99298096, ..., 305.38775635,
305.39868164, 305.37561035],
[ 305.04086304, 305.03790283, 305.02178955, ..., 305.37643433,
305.3934021 , 305.37432861],
...,
[ 307.6524353 , 307.62615967, 307.60232544, ..., 305.3046875 ,
305.27996826, 305.28152466],
[ 307.58224487, 307.57397461, 307.56561279, ..., 305.162323 ,
305.13433838, 305.12701416],
[ 307.50741577, 307.52084351, 307.52191162, ..., 305.11422729,
305.09335327, 305.05322266]],
[[ 304.01669312, 304.00741577, 303.9949646 , ..., 304.35641479,
304.36410522, 304.32473755],
[ 303.99932861, 303.99377441, 303.97540283, ..., 304.35455322,
304.36764526, 304.34283447],
[ 304.02120972, 304.01940918, 304.0027771 , ..., 304.34442139,
304.36083984, 304.3414917 ],
...,
[ 306.84375 , 306.82937622, 306.8190918 , ..., 304.60296631,
304.5859375 , 304.58148193],
[ 306.7727356 , 306.77584839, 306.7734375 , ..., 304.48806763,
304.46682739, 304.45870972],
[ 306.69766235, 306.71585083, 306.72485352, ..., 304.40826416,
304.41156006, 304.3833313 ]],
...,
[[ 196.80302429, 196.87091064, 196.94871521, ..., 201.13409424,
201.10002136, 201.07414246],
[ 196.77766418, 196.85896301, 196.93734741, ..., 201.05973816,
201.10375977, 201.0763855 ],
[ 196.75791931, 196.93998718, 196.88951111, ..., 200.9520874 ,
201.05285645, 201.10736084],
...,
[ 200.4622345 , 200.7593689 , 201.06842041, ..., 203.39637756,
203.66069031, 204.06140137],
[ 200.47920227, 200.74104309, 200.99736023, ..., 203.65979004,
203.9568634 , 204.36412048],
[ 200.61857605, 200.76721191, 200.97154236, ..., 203.95072937,
204.28205872, 204.58425903]],
[[ 205.45697021, 205.50411987, 205.52804565, ..., 206.23023987,
206.36453247, 206.50212097],
[ 205.56137085, 205.69610596, 205.64318848, ..., 206.29502869,
206.51899719, 206.69064331],
[ 205.71220398, 205.65362549, 205.4851532 , ..., 206.35842896,
206.61376953, 206.8054657 ],
...,
[ 209.81155396, 210.13624573, 210.40408325, ..., 206.36167908,
206.75590515, 207.15512085],
[ 209.62083435, 210.0717926 , 210.39804077, ..., 206.64788818,
207.0249176 , 207.44416809],
[ 209.37149048, 209.86155701, 210.30992126, ..., 207.04882812,
207.40498352, 207.74168396]],
[[ 209.95393372, 210.06936646, 209.97331238, ..., 209.68600464,
209.7106781 , 209.6653595 ],
[ 210.07746887, 210.25114441, 210.19842529, ..., 209.70597839,
209.72216797, 209.67486572],
[ 210.16659546, 210.18002319, 210.17166138, ..., 209.63035583,
209.66392517, 209.62121582],
...,
[ 210.91249084, 210.07447815, 209.41044617, ..., 208.83259583,
208.93894958, 209.11326599],
[ 211.54216003, 210.7913208 , 210.12774658, ..., 208.93891907,
209.02043152, 209.12834167],
[ 212.05757141, 211.53434753, 210.93188477, ..., 209.12767029,
209.19520569, 209.26779175]]]], 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: 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)
<xarray.DataArray u'twb' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 300.36956787, 300.31692505, 300.26531982, ..., 299.22705078,
299.18814087, 299.15670776],
[ 300.43133545, 300.38858032, 300.34469604, ..., 299.26138306,
299.22052002, 299.18499756],
[ 300.4942627 , 300.4609375 , 300.42675781, ..., 299.2963562 ,
299.25341797, 299.21438599],
...,
[ 299.18145752, 299.17437744, 299.1685791 , ..., 298.3182373 ,
298.29571533, 298.27786255],
[ 299.10705566, 299.0987854 , 299.09161377, ..., 298.31872559,
298.2973938 , 298.28079224],
[ 299.00888062, 299.00549316, 299.00027466, ..., 298.31680298,
298.29730225, 298.28143311]],
[[ 299.76882935, 299.74673462, 299.72424316, ..., 298.14331055,
298.10977173, 298.0859375 ],
[ 299.81991577, 299.80288696, 299.78533936, ..., 298.14205933,
298.10906982, 298.08401489],
[ 299.87341309, 299.86141968, 299.84890747, ..., 298.14181519,
298.11026001, 298.08404541],
...,
[ 297.82543945, 297.85684204, 297.89038086, ..., 298.04498291,
298.06848145, 298.08554077],
[ 297.73724365, 297.76705933, 297.79821777, ..., 298.04919434,
298.07162476, 298.08770752],
[ 297.63711548, 297.66488647, 297.69424438, ..., 298.04992676,
298.07162476, 298.0880127 ]],
[[ 298.95373535, 298.97180176, 298.98815918, ..., 297.640625 ,
297.61029053, 297.58856201],
[ 298.99099731, 299.00942993, 299.02615356, ..., 297.63690186,
297.60708618, 297.58459473],
[ 299.0296936 , 299.04794312, 299.06533813, ..., 297.63424683,
297.60552979, 297.58120728],
...,
[ 296.93215942, 297.00811768, 297.08444214, ..., 297.50894165,
297.53765869, 297.56066895],
[ 296.83605957, 296.91290283, 296.98849487, ..., 297.50787354,
297.53601074, 297.55841064],
[ 296.73379517, 296.80895996, 296.88467407, ..., 297.50646973,
297.53353882, 297.55639648]],
...,
[[ 199.15762329, 199.10569763, 199.05888367, ..., 199.62693787,
199.5319519 , 199.46218872],
[ 199.16670227, 199.11590576, 199.07028198, ..., 199.78756714,
199.69378662, 199.62359619],
[ 199.17984009, 199.1308136 , 199.08721924, ..., 199.95246887,
199.86030579, 199.79014587],
...,
[ 202.20864868, 202.22946167, 202.24890137, ..., 201.45970154,
201.47349548, 201.49316406],
[ 202.18507385, 202.2039032 , 202.2212677 , ..., 201.50834656,
201.52978516, 201.55674744],
[ 202.15910339, 202.17724609, 202.19367981, ..., 201.55683899,
201.58158875, 201.61058044]],
[[ 203.9992981 , 203.97244263, 203.95150757, ..., 205.39588928,
205.35092163, 205.31529236],
[ 204.05204773, 204.02690125, 204.00796509, ..., 205.54769897,
205.50462341, 205.47036743],
[ 204.11071777, 204.08726501, 204.07196045, ..., 205.70198059,
205.66107178, 205.62792969],
...,
[ 206.91566467, 206.93711853, 206.95655823, ..., 206.37336731,
206.36148071, 206.3513031 ],
[ 206.89723206, 206.91752625, 206.93579102, ..., 206.37245178,
206.36653137, 206.36605835],
[ 206.8760376 , 206.89619446, 206.91421509, ..., 206.38404846,
206.38092041, 206.38267517]],
[[ 207.56079102, 207.55856323, 207.56259155, ..., 209.6927948 ,
209.72802734, 209.72247314],
[ 207.62187195, 207.62176514, 207.62774658, ..., 209.76327515,
209.79873657, 209.79260254],
[ 207.69061279, 207.69186401, 207.69992065, ..., 209.83338928,
209.86857605, 209.86210632],
...,
[ 210.40364075, 210.40014648, 210.39413452, ..., 210.51438904,
210.4871521 , 210.46315002],
[ 210.45022583, 210.44819641, 210.4432373 , ..., 210.46678162,
210.43496704, 210.40583801],
[ 210.49591064, 210.49559021, 210.491745 , ..., 210.43173218,
210.4002533 , 210.37158203]]],
[[[ 300.94894409, 300.96218872, 300.95965576, ..., 299.43148804,
299.4029541 , 299.37817383],
[ 300.94503784, 300.96810913, 300.9887085 , ..., 299.41937256,
299.39053345, 299.36660767],
[ 300.94335938, 300.96105957, 300.98251343, ..., 299.41259766,
299.38696289, 299.36431885],
...,
[ 299.20831299, 299.23587036, 299.25195312, ..., 298.0015564 ,
298.01251221, 298.02960205],
[ 299.15176392, 299.18768311, 299.21136475, ..., 297.99868774,
298.00927734, 298.02410889],
[ 299.09072876, 299.13088989, 299.16265869, ..., 297.99832153,
298.00820923, 298.01965332]],
[[ 300.24920654, 300.27050781, 300.28469849, ..., 298.83670044,
298.81069946, 298.78857422],
[ 300.23547363, 300.24819946, 300.27560425, ..., 298.82302856,
298.79672241, 298.77471924],
[ 300.24194336, 300.25735474, 300.28393555, ..., 298.81582642,
298.79205322, 298.77246094],
...,
[ 298.56546021, 298.59719849, 298.61120605, ..., 297.91775513,
297.93008423, 297.94674683],
[ 298.50769043, 298.54760742, 298.57128906, ..., 297.91009521,
297.92147827, 297.93725586],
[ 298.44433594, 298.48736572, 298.52050781, ..., 297.90234375,
297.91311646, 297.92617798]],
[[ 299.53189087, 299.54403687, 299.55230713, ..., 298.30700684,
298.28353882, 298.26394653],
[ 299.54922485, 299.54660034, 299.55004883, ..., 298.29196167,
298.26834106, 298.24975586],
[ 299.57202148, 299.57080078, 299.5765686 , ..., 298.28225708,
298.262146 , 298.2479248 ],
...,
[ 298.01174927, 298.04284668, 298.05783081, ..., 297.41009521,
297.4095459 , 297.40829468],
[ 297.95410156, 297.99328613, 298.01724243, ..., 297.40811157,
297.40975952, 297.41015625],
[ 297.89141846, 297.93450928, 297.96835327, ..., 297.40475464,
297.40859985, 297.41098022]],
...,
[[ 204.17124939, 204.08258057, 203.97122192, ..., 201.06434631,
200.85142517, 200.9276123 ],
[ 204.11036682, 203.98553467, 203.84870911, ..., 201.07066345,
200.93572998, 200.91729736],
[ 204.05427551, 203.9153595 , 203.7442627 , ..., 201.28567505,
201.08932495, 200.99659729],
...,
[ 201.8809967 , 201.91415405, 201.93972778, ..., 203.50195312,
203.46000671, 203.40066528],
[ 201.82839966, 201.88592529, 201.91629028, ..., 203.44892883,
203.43077087, 203.36462402],
[ 201.86932373, 201.86561584, 201.87246704, ..., 203.34623718,
203.37731934, 203.3334198 ]],
[[ 206.51802063, 206.24153137, 205.96707153, ..., 204.82194519,
204.64004517, 204.74555969],
[ 206.2885437 , 206.00601196, 205.71682739, ..., 204.77844238,
204.58551025, 204.65826416],
[ 206.12376404, 205.88168335, 205.59944153, ..., 204.82330322,
204.5927887 , 204.53967285],
...,
[ 206.72427368, 206.76611328, 206.85232544, ..., 207.7986908 ,
207.78286743, 207.73852539],
[ 206.76882935, 206.79811096, 206.86357117, ..., 207.75901794,
207.75924683, 207.71905518],
[ 206.84776306, 206.85105896, 206.8812561 , ..., 207.68458557,
207.7162323 , 207.70246887]],
[[ 208.79064941, 208.68312073, 208.57920837, ..., 207.97615051,
207.8951416 , 207.85543823],
[ 208.68515015, 208.5735321 , 208.45491028, ..., 207.98875427,
207.87744141, 207.85746765],
[ 208.61727905, 208.52893066, 208.41911316, ..., 208.04039001,
207.90551758, 207.87127686],
...,
[ 209.95791626, 209.98275757, 209.98608398, ..., 210.56916809,
210.54208374, 210.51255798],
[ 210.03974915, 210.06025696, 210.05625916, ..., 210.5370636 ,
210.51901245, 210.49743652],
[ 210.14157104, 210.13552856, 210.13978577, ..., 210.48457336,
210.49465942, 210.48162842]]],
[[[ 300.97613525, 300.98178101, 300.98458862, ..., 299.68322754,
299.6619873 , 299.64709473],
[ 300.99191284, 300.99661255, 300.99975586, ..., 299.71664429,
299.72817993, 299.71334839],
[ 301.00588989, 301.00991821, 301.01339722, ..., 299.73443604,
299.76382446, 299.74996948],
...,
[ 299.12719727, 299.131073 , 299.13433838, ..., 297.64865112,
297.65267944, 297.64102173],
[ 299.12896729, 299.12557983, 299.12557983, ..., 297.61553955,
297.66046143, 297.64562988],
[ 299.11935425, 299.11907959, 299.11816406, ..., 297.57147217,
297.63577271, 297.63269043]],
[[ 300.50198364, 300.506073 , 300.50598145, ..., 299.06118774,
299.05145264, 299.03521729],
[ 300.51611328, 300.51773071, 300.51947021, ..., 299.10266113,
299.11663818, 299.10177612],
[ 300.52767944, 300.52920532, 300.53240967, ..., 299.13015747,
299.15386963, 299.14108276],
...,
[ 298.50942993, 298.51757812, 298.51992798, ..., 297.52178955,
297.54837036, 297.54296875],
[ 298.49932861, 298.50292969, 298.50509644, ..., 297.53756714,
297.57806396, 297.57144165],
[ 298.47161865, 298.48458862, 298.49221802, ..., 297.51025391,
297.581604 , 297.59570312]],
[[ 299.88873291, 299.8800354 , 299.86904907, ..., 298.4859314 ,
298.48873901, 298.47232056],
[ 299.88739014, 299.87686157, 299.87481689, ..., 298.53704834,
298.55471802, 298.53955078],
[ 299.8888855 , 299.87811279, 299.88046265, ..., 298.56933594,
298.59255981, 298.58007812],
...,
[ 297.97006226, 297.97695923, 297.98071289, ..., 297.02548218,
297.04083252, 297.04797363],
[ 297.95709229, 297.9642334 , 297.96673584, ..., 297.05914307,
297.07595825, 297.07244873],
[ 297.92495728, 297.94192505, 297.95101929, ..., 297.06628418,
297.08633423, 297.07962036]],
...,
[[ 203.59301758, 203.52153015, 203.45820618, ..., 203.54853821,
203.97517395, 204.24078369],
[ 203.65309143, 203.59750366, 203.54000854, ..., 203.17979431,
203.61671448, 204.04594421],
[ 203.76304626, 203.72769165, 203.68136597, ..., 202.79545593,
203.27961731, 203.77868652],
...,
[ 204.32162476, 204.34397888, 204.33958435, ..., 202.10224915,
202.13919067, 202.16725159],
[ 204.3271637 , 204.34738159, 204.34486389, ..., 202.27700806,
202.32472229, 202.39094543],
[ 204.29423523, 204.33955383, 204.36186218, ..., 202.52055359,
202.57481384, 202.66836548]],
[[ 206.82728577, 206.87805176, 206.91242981, ..., 208.98207092,
209.67436218, 210.09790039],
[ 206.80458069, 206.82757568, 206.8215332 , ..., 208.42996216,
209.11897278, 209.67440796],
[ 206.77116394, 206.7668457 , 206.73016357, ..., 207.86820984,
208.58230591, 209.21090698],
...,
[ 208.63426208, 208.62866211, 208.59620667, ..., 205.21554565,
205.26208496, 205.28338623],
[ 208.51194763, 208.51708984, 208.49160767, ..., 205.42137146,
205.46755981, 205.51109314],
[ 208.38725281, 208.40286255, 208.39970398, ..., 205.68125916,
205.71742249, 205.74795532]],
[[ 208.90457153, 208.97686768, 209.00117493, ..., 209.34886169,
209.55839539, 209.6799469 ],
[ 208.80432129, 208.84886169, 208.8416748 , ..., 209.27577209,
209.48358154, 209.6085968 ],
[ 208.66471863, 208.6832428 , 208.66131592, ..., 209.22566223,
209.44392395, 209.60229492],
...,
[ 210.73020935, 210.67277527, 210.6209259 , ..., 209.58198547,
209.58203125, 209.55241394],
[ 210.74659729, 210.69236755, 210.63883972, ..., 209.65182495,
209.64933777, 209.62165833],
[ 210.75256348, 210.6927948 , 210.66192627, ..., 209.75805664,
209.72106934, 209.68974304]]],
...,
[[[ 299.36856079, 299.39041138, 299.38772583, ..., 298.84362793,
298.7277832 , 298.67663574],
[ 299.38522339, 299.38693237, 299.38497925, ..., 298.95135498,
298.84899902, 298.74810791],
[ 299.41876221, 299.42575073, 299.415802 , ..., 299.04299927,
298.9548645 , 298.84738159],
...,
[ 297.62579346, 297.65661621, 297.69317627, ..., 298.47650146,
298.46295166, 298.4708252 ],
[ 297.63812256, 297.66992188, 297.70300293, ..., 298.20251465,
298.23339844, 298.26895142],
[ 297.63104248, 297.67108154, 297.7041626 , ..., 298.21139526,
298.25396729, 298.29269409]],
[[ 298.85534668, 298.8744812 , 298.8704834 , ..., 298.23937988,
298.13552856, 298.0824585 ],
[ 298.87158203, 298.871521 , 298.86694336, ..., 298.33731079,
298.24282837, 298.15072632],
[ 298.90505981, 298.91113281, 298.89807129, ..., 298.42510986,
298.33917236, 298.24151611],
...,
[ 297.02554321, 297.0581665 , 297.09332275, ..., 297.8949585 ,
297.89215088, 297.90411377],
[ 297.02520752, 297.05917358, 297.09228516, ..., 297.6534729 ,
297.68862915, 297.7277832 ],
[ 297.0045166 , 297.04498291, 297.0819397 , ..., 297.64645386,
297.7046814 , 297.74169922]],
[[ 298.35229492, 298.37484741, 298.36697388, ..., 297.69024658,
297.59387207, 297.54776001],
[ 298.368927 , 298.36813354, 298.36236572, ..., 297.78411865,
297.69711304, 297.6144104 ],
[ 298.40179443, 298.40737915, 298.39257812, ..., 297.86621094,
297.78857422, 297.70050049],
...,
[ 296.48931885, 296.52328491, 296.55560303, ..., 297.33453369,
297.34207153, 297.36212158],
[ 296.48318481, 296.51898193, 296.5513916 , ..., 297.12765503,
297.16864014, 297.21231079],
[ 296.45767212, 296.50003052, 296.53729248, ..., 297.14123535,
297.17807007, 297.22238159]],
...,
[[ 198.15914917, 198.11769104, 198.10449219, ..., 200.12214661,
200.3458252 , 200.55561829],
[ 198.40647888, 198.36160278, 198.32469177, ..., 200.18049622,
200.35923767, 200.47396851],
[ 198.63372803, 198.59750366, 198.54585266, ..., 200.21098328,
200.37457275, 200.47213745],
...,
[ 204.68890381, 204.64511108, 204.52323914, ..., 203.46092224,
203.58084106, 203.6879425 ],
[ 204.71989441, 204.71789551, 204.63600159, ..., 203.68859863,
203.78369141, 203.89309692],
[ 204.71731567, 204.74725342, 204.72064209, ..., 203.87121582,
204.04460144, 204.31468201]],
[[ 201.41197205, 201.44400024, 201.5836792 , ..., 203.93370056,
204.11032104, 204.36183167],
[ 201.38899231, 201.39685059, 201.5282135 , ..., 203.98139954,
204.1493988 , 204.2830658 ],
[ 201.54998779, 201.64334106, 201.82797241, ..., 204.02644348,
204.15771484, 204.27619934],
...,
[ 208.78637695, 208.72122192, 208.53405762, ..., 206.70039368,
206.87583923, 207.00231934],
[ 208.81134033, 208.85418701, 208.76889038, ..., 206.94085693,
207.09773254, 207.22349548],
[ 208.71537781, 208.89295959, 208.79876709, ..., 207.30708313,
207.3026886 , 207.37808228]],
[[ 206.75296021, 206.7414093 , 206.85238647, ..., 208.15028381,
208.23587036, 208.35673523],
[ 206.71266174, 206.7224884 , 206.83935547, ..., 208.19512939,
208.32389832, 208.45437622],
[ 206.71376038, 206.74375916, 206.87522888, ..., 208.25335693,
208.39041138, 208.51330566],
...,
[ 210.16807556, 210.04446411, 209.81306458, ..., 209.02839661,
209.09890747, 209.15634155],
[ 210.26383972, 210.26823425, 210.13618469, ..., 209.11755371,
209.18093872, 209.24311829],
[ 210.23788452, 210.24449158, 210.34498596, ..., 209.27166748,
209.32272339, 209.3578186 ]]],
[[[ 299.66659546, 299.68649292, 299.67669678, ..., 299.31738281,
299.35702515, 299.29507446],
[ 299.62268066, 299.60891724, 299.62820435, ..., 299.33789062,
299.37484741, 299.33364868],
[ 299.57064819, 299.58013916, 299.5821228 , ..., 299.35601807,
299.39486694, 299.36801147],
...,
[ 297.47802734, 297.5296936 , 297.56207275, ..., 297.63116455,
297.68637085, 297.76589966],
[ 297.45388794, 297.50939941, 297.55099487, ..., 297.82397461,
297.88909912, 297.97549438],
[ 297.40820312, 297.46914673, 297.52160645, ..., 298.0586853 ,
298.13476562, 298.21786499]],
[[ 299.16790771, 299.18664551, 299.17346191, ..., 298.70336914,
298.74743652, 298.68035889],
[ 299.11730957, 299.10559082, 299.1199646 , ..., 298.72607422,
298.76202393, 298.71624756],
[ 299.05981445, 299.06930542, 299.06994629, ..., 298.74224854,
298.7791748 , 298.74832153],
...,
[ 296.88665771, 296.94830322, 296.98406982, ..., 297.10848999,
297.16000366, 297.23162842],
[ 296.86447144, 296.92840576, 296.97210693, ..., 297.29785156,
297.36151123, 297.43240356],
[ 296.824646 , 296.89004517, 296.94299316, ..., 297.50482178,
297.58087158, 297.67166138]],
[[ 298.67941284, 298.69699097, 298.68157959, ..., 298.15408325,
298.19302368, 298.12963867],
[ 298.62384033, 298.61172485, 298.62466431, ..., 298.16723633,
298.20117188, 298.16009521],
[ 298.56515503, 298.57290649, 298.57202148, ..., 298.17767334,
298.21380615, 298.18670654],
...,
[ 296.35656738, 296.41760254, 296.45352173, ..., 296.5953064 ,
296.64736938, 296.71621704],
[ 296.33599854, 296.39974976, 296.44299316, ..., 296.78918457,
296.85400391, 296.92044067],
[ 296.29812622, 296.36068726, 296.4180603 , ..., 296.98693848,
297.06854248, 297.15405273]],
...,
[[ 195.4672699 , 195.33920288, 195.21710205, ..., 201.92723083,
201.92254639, 201.78681946],
[ 195.33856201, 195.17227173, 195.04086304, ..., 202.37588501,
202.30403137, 202.2104187 ],
[ 195.24179077, 195.06608582, 194.93319702, ..., 202.61920166,
202.58148193, 202.48352051],
...,
[ 200.9556427 , 201.33825684, 201.66146851, ..., 203.93534851,
204.10449219, 204.20492554],
[ 200.78710938, 201.07904053, 201.40412903, ..., 203.97216797,
204.0954895 , 204.14544678],
[ 200.60243225, 200.907547 , 201.06463623, ..., 203.86730957,
203.95500183, 203.91023254]],
[[ 198.37446594, 197.83822632, 197.39982605, ..., 206.15235901,
205.8755188 , 205.5430603 ],
[ 197.95040894, 197.42765808, 197.03044128, ..., 206.09213257,
205.78375244, 205.51985168],
[ 197.57302856, 197.13804626, 196.7895813 , ..., 206.00765991,
205.76631165, 205.54272461],
...,
[ 203.24023438, 203.81228638, 204.24978638, ..., 206.97235107,
207.1084137 , 207.10189819],
[ 202.96903992, 203.38600159, 203.86160278, ..., 207.1026001 ,
207.20161438, 207.32759094],
[ 202.94046021, 202.95401001, 203.52311707, ..., 207.10740662,
207.14332581, 207.14814758]],
[[ 206.55104065, 206.2796936 , 206.07977295, ..., 208.55508423,
208.41558838, 208.31703186],
[ 206.29223633, 206.02861023, 205.89764404, ..., 208.86982727,
208.7673645 , 208.67617798],
[ 206.05696106, 205.87506104, 205.79376221, ..., 209.11953735,
209.06394958, 208.99536133],
...,
[ 207.58232117, 207.66226196, 207.87686157, ..., 208.91693115,
209.00474548, 209.13673401],
[ 207.58917236, 207.50753784, 207.73258972, ..., 209.00488281,
209.07745361, 209.23342896],
[ 207.65632629, 207.51725769, 207.58276367, ..., 209.08351135,
209.1341095 , 209.18948364]]],
[[[ 299.50894165, 299.51550293, 299.50527954, ..., 299.65313721,
299.6394043 , 299.61166382],
[ 299.54580688, 299.54425049, 299.52481079, ..., 299.66098022,
299.65213013, 299.63095093],
[ 299.53244019, 299.52148438, 299.49993896, ..., 299.66757202,
299.66223145, 299.64645386],
...,
[ 297.55786133, 297.51147461, 297.51644897, ..., 298.37213135,
298.38619995, 298.41107178],
[ 297.54336548, 297.50326538, 297.50219727, ..., 298.37719727,
298.37075806, 298.37606812],
[ 297.55404663, 297.50827026, 297.49145508, ..., 298.39517212,
298.35211182, 298.35140991]],
[[ 299.01339722, 299.0211792 , 299.00378418, ..., 299.05874634,
299.04962158, 299.02246094],
[ 299.05291748, 299.05252075, 299.02697754, ..., 299.06741333,
299.06228638, 299.04244995],
[ 299.03652954, 299.02468872, 298.99853516, ..., 299.07266235,
299.07174683, 299.05511475],
...,
[ 296.98233032, 296.95846558, 296.9697876 , ..., 298.06045532,
298.06997681, 298.08813477],
[ 296.98736572, 296.9473877 , 296.95907593, ..., 298.05136108,
298.04516602, 298.04891968],
[ 297.00408936, 296.95956421, 296.96072388, ..., 298.05499268,
298.0300293 , 298.00616455]],
[[ 298.5199585 , 298.5272522 , 298.50366211, ..., 298.49395752,
298.49157715, 298.46862793],
[ 298.56106567, 298.5604248 , 298.53109741, ..., 298.50314331,
298.50375366, 298.48681641],
[ 298.5435791 , 298.53063965, 298.50064087, ..., 298.50857544,
298.51190186, 298.49847412],
...,
[ 296.37179565, 296.34719849, 296.37759399, ..., 297.56115723,
297.55862427, 297.56387329],
[ 296.37890625, 296.3460083 , 296.36508179, ..., 297.52938843,
297.52700806, 297.53115845],
[ 296.3951416 , 296.35665894, 296.36669922, ..., 297.5043335 ,
297.49185181, 297.47808838]],
...,
[[ 196.67260742, 196.73973083, 196.81672668, ..., 200.96315002,
200.92944336, 200.90382385],
[ 196.64767456, 196.72801208, 196.80549622, ..., 200.88960266,
200.93309021, 200.90600586],
[ 196.6282959 , 196.80856323, 196.75814819, ..., 200.78317261,
200.88273621, 200.93659973],
...,
[ 200.29730225, 200.59101868, 200.89657593, ..., 203.19184875,
203.45181274, 203.84573364],
[ 200.31387329, 200.57266235, 200.82608032, ..., 203.45075989,
203.74293518, 204.14332581],
[ 200.4513855 , 200.5982666 , 200.80036926, ..., 203.73667908,
204.06246948, 204.35949707]],
[[ 205.17987061, 205.22567749, 205.24887085, ..., 205.93235779,
206.06309509, 206.19659424],
[ 205.28152466, 205.41247559, 205.36090088, ..., 205.9954834 ,
206.21328735, 206.37985229],
[ 205.42808533, 205.37117004, 205.20718384, ..., 206.05711365,
206.30543518, 206.49156189],
...,
[ 209.39329529, 209.70501709, 209.96202087, ..., 206.06095886,
206.44444275, 206.83169556],
[ 209.21025085, 209.64312744, 209.95625305, ..., 206.33937073,
206.70613098, 207.11154175],
[ 208.97094727, 209.44100952, 209.87149048, ..., 206.72952271,
207.0738678 , 207.39935303]],
[[ 209.46705627, 209.57684326, 209.48522949, ..., 209.21264648,
209.23620605, 209.19319153],
[ 209.58441162, 209.74923706, 209.69920349, ..., 209.23173523,
209.24710083, 209.20204163],
[ 209.66903687, 209.68171692, 209.67379761, ..., 209.15994263,
209.19181824, 209.15089417],
...,
[ 210.37690735, 209.58146667, 208.94960022, ..., 208.39596558,
208.49784851, 208.6651001 ],
[ 210.97238159, 210.26182556, 209.63197327, ..., 208.49781799,
208.57589722, 208.67927551],
[ 211.45619202, 210.96496582, 210.39538574, ..., 208.67829895,
208.7431488 , 208.81291199]]]], 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: 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)
<xarray.DataArray u'updraft_helicity' (Time: 9, south_north: 96, west_east: 96)>
array([[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 1.86952646e-03, 3.28400848e-03, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 2.54334125e-04, 4.99285408e-04, ...,
-8.45257528e-05, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 9.63311255e-01, 1.06611538e+00, ...,
-4.97825742e-02, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 6.80949748e-01, 7.38765180e-01, ...,
-3.37684564e-02, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
-3.76019254e-02, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
-1.00356914e-01, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],
...,
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, -5.08318655e-03, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 7.05354214e-01, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 1.12678394e-01, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, -6.11236691e-01, -7.32488930e-02, ...,
-3.23281908e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],
[[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
...,
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
[ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]], 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: 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)
<xarray.DataArray u'ua' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 5.57110310e+00, 5.45100880e+00, 5.32669830e+00, ...,
8.96481514e-01, 8.35512221e-01, 7.63919592e-01],
[ 5.57079983e+00, 5.47562218e+00, 5.37727833e+00, ...,
8.00660372e-01, 7.28504181e-01, 6.47763133e-01],
[ 5.56049538e+00, 5.49059439e+00, 5.42076254e+00, ...,
6.96611285e-01, 6.12392068e-01, 5.21795034e-01],
...,
[ -8.36647797e+00, -8.53802967e+00, -8.70156097e+00, ...,
-2.44479513e+00, -2.18261385e+00, -1.98379612e+00],
[ -8.11189651e+00, -8.28458500e+00, -8.44973373e+00, ...,
-2.46024990e+00, -2.21581697e+00, -2.02759457e+00],
[ -7.82521009e+00, -7.99498653e+00, -8.15786171e+00, ...,
-2.47085762e+00, -2.24512434e+00, -2.06775427e+00]],
[[ 6.32823563e+00, 6.26767540e+00, 6.20571709e+00, ...,
9.16110635e-01, 8.39711428e-01, 7.55932808e-01],
[ 6.29560804e+00, 6.25583839e+00, 6.21342945e+00, ...,
8.30943942e-01, 7.44977593e-01, 6.53097987e-01],
[ 6.25252628e+00, 6.23135090e+00, 6.20602655e+00, ...,
7.38127947e-01, 6.41907454e-01, 5.41336894e-01],
...,
[ -9.18011284e+00, -9.32972908e+00, -9.47104645e+00, ...,
-4.11314583e+00, -3.93591738e+00, -3.80093002e+00],
[ -8.94219303e+00, -9.09276962e+00, -9.23542404e+00, ...,
-4.12965488e+00, -3.96828461e+00, -3.84415579e+00],
[ -8.67688370e+00, -8.82471085e+00, -8.96516800e+00, ...,
-4.13943148e+00, -3.99500537e+00, -3.88208961e+00]],
[[ 7.36251354e+00, 7.38853931e+00, 7.41175938e+00, ...,
1.02454495e+00, 9.36414480e-01, 8.40716958e-01],
[ 7.28572750e+00, 7.32164383e+00, 7.35564470e+00, ...,
9.53225732e-01, 8.55248034e-01, 7.50968337e-01],
[ 7.19530010e+00, 7.24068069e+00, 7.28530788e+00, ...,
8.74076426e-01, 7.65575767e-01, 6.52131140e-01],
...,
[ -9.80811119e+00, -9.92670536e+00, -1.00370140e+01, ...,
-5.66890001e+00, -5.54890823e+00, -5.44946861e+00],
[ -9.58416557e+00, -9.70502663e+00, -9.81788063e+00, ...,
-5.65816879e+00, -5.54904175e+00, -5.45660830e+00],
[ -9.33408356e+00, -9.45399475e+00, -9.56635475e+00, ...,
-5.65098715e+00, -5.55287647e+00, -5.46653748e+00]],
...,
[[ -1.66809120e+01, -1.65752411e+01, -1.64642677e+01, ...,
-1.60016823e+01, -1.59684315e+01, -1.59101906e+01],
[ -1.64163094e+01, -1.63019638e+01, -1.61825714e+01, ...,
-1.59803944e+01, -1.59598808e+01, -1.59141178e+01],
[ -1.61348801e+01, -1.60118275e+01, -1.58840466e+01, ...,
-1.59528942e+01, -1.59399586e+01, -1.59065475e+01],
...,
[ -4.89073849e+00, -5.01818180e+00, -5.14307499e+00, ...,
-6.10790300e+00, -6.07347107e+00, -6.04759121e+00],
[ -4.83766174e+00, -4.96406937e+00, -5.08781433e+00, ...,
-5.98060703e+00, -5.95010233e+00, -5.92909193e+00],
[ -4.78015995e+00, -4.90538883e+00, -5.02792978e+00, ...,
-5.86179924e+00, -5.83504200e+00, -5.81855059e+00]],
[[ -1.33464527e+01, -1.32280378e+01, -1.31049824e+01, ...,
-1.74015369e+01, -1.74733219e+01, -1.75306015e+01],
[ -1.31049681e+01, -1.29769058e+01, -1.28443680e+01, ...,
-1.73682709e+01, -1.74442501e+01, -1.75071297e+01],
[ -1.28511772e+01, -1.27139206e+01, -1.25723896e+01, ...,
-1.73323479e+01, -1.74121017e+01, -1.74803238e+01],
...,
[ -6.50721550e+00, -6.65926838e+00, -6.80692959e+00, ...,
-1.03824768e+01, -1.03648987e+01, -1.03478012e+01],
[ -6.47328377e+00, -6.62641144e+00, -6.77524185e+00, ...,
-1.02270489e+01, -1.02101746e+01, -1.01944838e+01],
[ -6.43262291e+00, -6.58623028e+00, -6.73569870e+00, ...,
-1.00770016e+01, -1.00609932e+01, -1.00467052e+01]],
[[ -1.37767696e+01, -1.36147051e+01, -1.34477158e+01, ...,
-1.58003740e+01, -1.59578037e+01, -1.61176262e+01],
[ -1.36274614e+01, -1.34588909e+01, -1.32856789e+01, ...,
-1.57084026e+01, -1.58654785e+01, -1.60262718e+01],
[ -1.34728546e+01, -1.32985725e+01, -1.31199360e+01, ...,
-1.56174583e+01, -1.57736301e+01, -1.59348974e+01],
...,
[ -7.95047283e+00, -8.02222729e+00, -8.09005928e+00, ...,
-1.07092094e+01, -1.07500515e+01, -1.07833796e+01],
[ -7.87236977e+00, -7.94750023e+00, -8.01895905e+00, ...,
-1.06204605e+01, -1.06581717e+01, -1.06885796e+01],
[ -7.79049540e+00, -7.86841488e+00, -7.94291878e+00, ...,
-1.05341454e+01, -1.05686703e+01, -1.05961552e+01]]],
[[[ 5.15933800e+00, 5.25348234e+00, 5.32708597e+00, ...,
-3.52102470e+00, -3.50975895e+00, -3.46617389e+00],
[ 5.18603802e+00, 5.34427357e+00, 5.37229347e+00, ...,
-3.59608221e+00, -3.64244795e+00, -3.58488798e+00],
[ 5.19591045e+00, 5.38133812e+00, 5.37308216e+00, ...,
-3.67522526e+00, -3.74819422e+00, -3.69906211e+00],
...,
[ -1.06302509e+01, -1.05616360e+01, -1.06035433e+01, ...,
-4.24943733e+00, -4.24630451e+00, -4.17960215e+00],
[ -1.05139923e+01, -1.04408693e+01, -1.04715376e+01, ...,
-4.17164421e+00, -4.13348961e+00, -4.05807590e+00],
[ -1.04727669e+01, -1.04226217e+01, -1.03844757e+01, ...,
-4.09340572e+00, -3.99804521e+00, -3.91470528e+00]],
[[ 5.89843607e+00, 6.03193045e+00, 6.16991043e+00, ...,
-3.66593838e+00, -3.66756248e+00, -3.64096832e+00],
[ 5.97959757e+00, 6.18296623e+00, 6.22785378e+00, ...,
-3.75565720e+00, -3.80315757e+00, -3.75791669e+00],
[ 5.97718525e+00, 6.20647621e+00, 6.20159674e+00, ...,
-3.85205650e+00, -3.92520523e+00, -3.87735844e+00],
...,
[ -1.14731522e+01, -1.14006147e+01, -1.14357643e+01, ...,
-6.25333500e+00, -6.11295605e+00, -5.91529751e+00],
[ -1.13416309e+01, -1.12641897e+01, -1.12861481e+01, ...,
-6.10530376e+00, -5.95815849e+00, -5.75778103e+00],
[ -1.12815533e+01, -1.12313814e+01, -1.11904945e+01, ...,
-5.95178986e+00, -5.76860332e+00, -5.57264423e+00]],
[[ 6.24637032e+00, 6.41101408e+00, 6.56668186e+00, ...,
-3.65192366e+00, -3.66496539e+00, -3.65525246e+00],
[ 6.29311752e+00, 6.52199745e+00, 6.61547899e+00, ...,
-3.74477196e+00, -3.80586052e+00, -3.77589655e+00],
[ 6.22959042e+00, 6.46540499e+00, 6.53214693e+00, ...,
-3.84829021e+00, -3.93966079e+00, -3.89891577e+00],
...,
[ -1.17509022e+01, -1.16779871e+01, -1.17272205e+01, ...,
-7.16095352e+00, -6.90356731e+00, -6.64628124e+00],
[ -1.16156368e+01, -1.15373878e+01, -1.15677052e+01, ...,
-6.96057320e+00, -6.70793247e+00, -6.45303392e+00],
[ -1.15511379e+01, -1.15046091e+01, -1.14680672e+01, ...,
-6.76424503e+00, -6.51777840e+00, -6.26053476e+00]],
...,
[[ -8.74995041e+00, -8.50344086e+00, -8.26547623e+00, ...,
-1.97809849e+01, -2.01334076e+01, -2.04506817e+01],
[ -8.66934013e+00, -8.45770073e+00, -8.22927856e+00, ...,
-1.92244949e+01, -1.97601357e+01, -2.02404175e+01],
[ -8.53066635e+00, -8.35728645e+00, -8.16419029e+00, ...,
-1.88596344e+01, -1.94327698e+01, -1.99969406e+01],
...,
[ -5.39282846e+00, -5.56091118e+00, -5.81672764e+00, ...,
-1.17205868e+01, -1.16924763e+01, -1.16670780e+01],
[ -5.41713238e+00, -5.54639387e+00, -5.72800159e+00, ...,
-1.15086794e+01, -1.14796066e+01, -1.14581528e+01],
[ -5.41117954e+00, -5.53325653e+00, -5.66476727e+00, ...,
-1.13279018e+01, -1.13007050e+01, -1.12463150e+01]],
[[ -9.09062386e+00, -8.88309288e+00, -8.68593025e+00, ...,
-2.22246628e+01, -2.24564667e+01, -2.25272293e+01],
[ -8.67168617e+00, -8.48080444e+00, -8.30157852e+00, ...,
-2.20221748e+01, -2.25088692e+01, -2.26320419e+01],
[ -8.25924492e+00, -8.13634109e+00, -7.97256279e+00, ...,
-2.19425812e+01, -2.23970566e+01, -2.25248985e+01],
...,
[ -8.63331223e+00, -8.81589317e+00, -8.99563026e+00, ...,
-1.19313812e+01, -1.20006752e+01, -1.20249958e+01],
[ -8.53111744e+00, -8.68566513e+00, -8.88031006e+00, ...,
-1.18472347e+01, -1.18899193e+01, -1.19103603e+01],
[ -8.48772907e+00, -8.59394264e+00, -8.67855072e+00, ...,
-1.18100777e+01, -1.17896404e+01, -1.17523441e+01]],
[[ -1.32331753e+01, -1.30549307e+01, -1.29253960e+01, ...,
-2.21124649e+01, -2.23548183e+01, -2.23387871e+01],
[ -1.25221539e+01, -1.23472176e+01, -1.22402554e+01, ...,
-2.17960205e+01, -2.20686646e+01, -2.22284355e+01],
[ -1.18872910e+01, -1.18214169e+01, -1.17690516e+01, ...,
-2.17539101e+01, -2.20110893e+01, -2.22201538e+01],
...,
[ -7.76076794e+00, -7.91837406e+00, -8.02023125e+00, ...,
-8.97893143e+00, -9.21014786e+00, -9.45758629e+00],
[ -7.66240215e+00, -7.77170134e+00, -7.87877941e+00, ...,
-9.17880630e+00, -9.39066982e+00, -9.61004257e+00],
[ -7.60436869e+00, -7.55109024e+00, -7.54829884e+00, ...,
-9.42207718e+00, -9.58273029e+00, -9.68650055e+00]]],
[[[ 6.64608574e+00, 6.74942589e+00, 6.87659931e+00, ...,
-4.64008522e+00, -4.86627293e+00, -5.02882195e+00],
[ 6.52969933e+00, 6.69052124e+00, 6.87629175e+00, ...,
-4.55551195e+00, -4.78857660e+00, -5.02653408e+00],
[ 6.45938587e+00, 6.64744329e+00, 6.85937881e+00, ...,
-4.38172817e+00, -4.68197203e+00, -4.99319363e+00],
...,
[ -8.45624161e+00, -8.58956909e+00, -8.73453712e+00, ...,
-5.99476242e+00, -5.78995228e+00, -5.62855482e+00],
[ -8.30935383e+00, -8.50364208e+00, -8.69777870e+00, ...,
-5.65376091e+00, -5.59997129e+00, -5.55719948e+00],
[ -8.01037502e+00, -8.31223488e+00, -8.60524273e+00, ...,
-5.46807957e+00, -5.45215416e+00, -5.39942265e+00]],
[[ 6.85282564e+00, 6.97819853e+00, 7.12903881e+00, ...,
-4.92255974e+00, -5.16211319e+00, -5.32167625e+00],
[ 6.75546551e+00, 6.89629841e+00, 7.06829739e+00, ...,
-4.84959984e+00, -5.09993696e+00, -5.34521198e+00],
[ 6.69129992e+00, 6.84223366e+00, 7.02453709e+00, ...,
-4.71401882e+00, -5.02208614e+00, -5.32371902e+00],
...,
[ -9.01284599e+00, -9.18662453e+00, -9.37758350e+00, ...,
-9.13721275e+00, -8.79082108e+00, -8.44509506e+00],
[ -8.84760284e+00, -9.05070019e+00, -9.26770496e+00, ...,
-8.86719513e+00, -8.53472519e+00, -8.23292732e+00],
[ -8.59637070e+00, -8.83872032e+00, -9.09297276e+00, ...,
-8.59803295e+00, -8.34948730e+00, -8.07808495e+00]],
[[ 6.85904884e+00, 7.02409172e+00, 7.20602989e+00, ...,
-4.94601870e+00, -5.18511391e+00, -5.34468460e+00],
[ 6.77848148e+00, 6.93653488e+00, 7.11857939e+00, ...,
-4.88182592e+00, -5.14159393e+00, -5.39613438e+00],
[ 6.71449280e+00, 6.87422037e+00, 7.05983019e+00, ...,
-4.78940201e+00, -5.09181499e+00, -5.38516140e+00],
...,
[ -9.20265579e+00, -9.38047504e+00, -9.58049488e+00, ...,
-1.09999237e+01, -1.04688396e+01, -9.93691921e+00],
[ -9.03956985e+00, -9.23242664e+00, -9.44592667e+00, ...,
-1.05266457e+01, -1.00034657e+01, -9.49503136e+00],
[ -8.82447815e+00, -9.03276253e+00, -9.26015854e+00, ...,
-1.00290203e+01, -9.57483292e+00, -9.11880970e+00]],
...,
[[ -9.62713432e+00, -9.45528030e+00, -9.33037758e+00, ...,
-2.05125694e+01, -2.04896755e+01, -2.03870201e+01],
[ -9.43233681e+00, -9.29256058e+00, -9.20529270e+00, ...,
-2.03336411e+01, -2.03729572e+01, -2.02582455e+01],
[ -9.22581482e+00, -9.14605427e+00, -9.12841892e+00, ...,
-2.01838245e+01, -2.02157516e+01, -2.00973873e+01],
...,
[ -1.18813848e+01, -1.18115082e+01, -1.16605625e+01, ...,
-7.75288916e+00, -7.92413521e+00, -8.08522034e+00],
[ -1.17363701e+01, -1.17396336e+01, -1.16680737e+01, ...,
-8.02685165e+00, -8.15813065e+00, -8.29135895e+00],
[ -1.15317135e+01, -1.16197395e+01, -1.16546001e+01, ...,
-8.26509571e+00, -8.36708641e+00, -8.46880722e+00]],
[[ -1.29726267e+01, -1.26733913e+01, -1.23894672e+01, ...,
-1.50635452e+01, -1.46434422e+01, -1.42491322e+01],
[ -1.26563272e+01, -1.23220825e+01, -1.20093927e+01, ...,
-1.57637091e+01, -1.51860809e+01, -1.45602417e+01],
[ -1.23337469e+01, -1.20003643e+01, -1.16984825e+01, ...,
-1.63781433e+01, -1.56929607e+01, -1.49218750e+01],
...,
[ -1.55244179e+01, -1.54682102e+01, -1.52876549e+01, ...,
-8.94131279e+00, -9.08042908e+00, -9.19686127e+00],
[ -1.52925520e+01, -1.52925529e+01, -1.52029047e+01, ...,
-8.90060425e+00, -9.01619053e+00, -9.09602928e+00],
[ -1.50219126e+01, -1.50986223e+01, -1.51115494e+01, ...,
-8.78069496e+00, -8.87150383e+00, -8.92575455e+00]],
[[ -1.85750732e+01, -1.84280758e+01, -1.82588367e+01, ...,
-1.51728096e+01, -1.42411737e+01, -1.33629007e+01],
[ -1.82393150e+01, -1.80439415e+01, -1.78283691e+01, ...,
-1.60303040e+01, -1.48587160e+01, -1.37393188e+01],
[ -1.78566437e+01, -1.76361656e+01, -1.74159374e+01, ...,
-1.65703564e+01, -1.53757591e+01, -1.42047110e+01],
...,
[ -1.61445751e+01, -1.60203285e+01, -1.56808052e+01, ...,
-9.16918468e+00, -9.28398705e+00, -9.39070320e+00],
[ -1.60509720e+01, -1.60034904e+01, -1.57573948e+01, ...,
-8.85879135e+00, -9.00526619e+00, -9.11003494e+00],
[ -1.59203100e+01, -1.59605560e+01, -1.58409920e+01, ...,
-8.48484802e+00, -8.64202595e+00, -8.76127625e+00]]],
...,
[[[ 7.29605055e+00, 7.58561468e+00, 7.91976595e+00, ...,
1.75028729e+00, 5.78028917e-01, -6.77133441e-01],
[ 7.29605055e+00, 7.57731628e+00, 7.88493061e+00, ...,
1.70127678e+00, 7.76429713e-01, -2.80733466e-01],
[ 7.49481297e+00, 7.69730091e+00, 7.92681503e+00, ...,
1.63013721e+00, 9.75286782e-01, 1.84863329e-01],
...,
[ -5.05770540e+00, -5.11227322e+00, -5.15230131e+00, ...,
-7.69562721e+00, -7.40640736e+00, -7.25033665e+00],
[ -5.00393772e+00, -5.06174946e+00, -5.10322666e+00, ...,
-6.75138664e+00, -6.44153500e+00, -6.22502613e+00],
[ -4.93504906e+00, -4.99647665e+00, -5.04161119e+00, ...,
-6.14005089e+00, -5.72134113e+00, -5.42103958e+00]],
[[ 7.66365814e+00, 7.96128750e+00, 8.30407429e+00, ...,
1.61700940e+00, 5.73540151e-01, -4.77957726e-01],
[ 7.66365814e+00, 7.95181131e+00, 8.27372265e+00, ...,
1.60398054e+00, 7.52695501e-01, -1.95199549e-01],
[ 7.86624146e+00, 8.08196545e+00, 8.31847382e+00, ...,
1.55980802e+00, 9.40934539e-01, 2.18276739e-01],
...,
[ -6.04137182e+00, -6.11107731e+00, -6.15526199e+00, ...,
-9.40513992e+00, -9.02616119e+00, -8.66230583e+00],
[ -5.91711092e+00, -6.00928068e+00, -6.08293819e+00, ...,
-8.45597649e+00, -8.06699657e+00, -7.74319649e+00],
[ -5.79139614e+00, -5.89619064e+00, -5.98935413e+00, ...,
-7.76873159e+00, -7.31377220e+00, -6.97043896e+00]],
[[ 7.73794270e+00, 8.02630234e+00, 8.36093807e+00, ...,
1.39703989e+00, 5.71354091e-01, -2.12805897e-01],
[ 7.73794270e+00, 8.01961517e+00, 8.33972549e+00, ...,
1.40032125e+00, 7.08168685e-01, -3.26211825e-02],
[ 7.92073822e+00, 8.14986038e+00, 8.39873505e+00, ...,
1.37981987e+00, 8.74520659e-01, 3.09502065e-01],
...,
[ -6.42975616e+00, -6.50484562e+00, -6.55043411e+00, ...,
-1.00093946e+01, -9.59351158e+00, -9.15555191e+00],
[ -6.28159904e+00, -6.39065790e+00, -6.47670269e+00, ...,
-9.09002972e+00, -8.66657257e+00, -8.28781319e+00],
[ -6.13031340e+00, -6.25946188e+00, -6.37371588e+00, ...,
-8.36939240e+00, -7.89787865e+00, -7.52815962e+00]],
...,
[[ -5.33816719e+00, -5.47223616e+00, -5.68709612e+00, ...,
-1.37056332e+01, -1.38101883e+01, -1.39388065e+01],
[ -5.29329109e+00, -5.46496391e+00, -5.69082260e+00, ...,
-1.37479830e+01, -1.39083366e+01, -1.40149012e+01],
[ -5.32993698e+00, -5.58055019e+00, -5.85238171e+00, ...,
-1.36992702e+01, -1.38724365e+01, -1.39824419e+01],
...,
[ -2.86068535e+00, -3.38414073e+00, -4.21248245e+00, ...,
-4.24095631e+00, -4.43542957e+00, -4.51366091e+00],
[ -2.67790723e+00, -3.04011345e+00, -3.69992924e+00, ...,
-4.26558495e+00, -4.38346815e+00, -4.36804008e+00],
[ -2.70424795e+00, -2.89958858e+00, -3.35120869e+00, ...,
-4.31878996e+00, -4.31762981e+00, -4.22080326e+00]],
[[ -1.19495878e+01, -1.18769512e+01, -1.18259840e+01, ...,
-1.68843403e+01, -1.67340965e+01, -1.65256824e+01],
[ -1.20071430e+01, -1.19003019e+01, -1.17895012e+01, ...,
-1.69747849e+01, -1.68793373e+01, -1.66708679e+01],
[ -1.20877638e+01, -1.20295277e+01, -1.19682865e+01, ...,
-1.69916859e+01, -1.68958511e+01, -1.67231903e+01],
...,
[ -5.53035545e+00, -5.58819294e+00, -5.79514837e+00, ...,
-5.34078884e+00, -5.50492382e+00, -5.62453461e+00],
[ -5.53035545e+00, -5.53035545e+00, -5.61864758e+00, ...,
-5.21304417e+00, -5.36935806e+00, -5.41786957e+00],
[ -5.70819950e+00, -5.58756447e+00, -5.60945797e+00, ...,
-5.18884659e+00, -5.23177242e+00, -5.20204687e+00]],
[[ -1.94316368e+01, -1.92581329e+01, -1.91308346e+01, ...,
-2.08423328e+01, -2.05348549e+01, -2.00850182e+01],
[ -1.89805374e+01, -1.88466225e+01, -1.87735710e+01, ...,
-2.11496735e+01, -2.08402462e+01, -2.03169441e+01],
[ -1.85619545e+01, -1.84726372e+01, -1.84566689e+01, ...,
-2.12829533e+01, -2.09080257e+01, -2.03361835e+01],
...,
[ -1.23777714e+01, -1.17742882e+01, -1.08612232e+01, ...,
-9.32476616e+00, -9.27626038e+00, -9.16917706e+00],
[ -1.25007381e+01, -1.21763344e+01, -1.15121984e+01, ...,
-8.90956497e+00, -8.91032791e+00, -8.76936340e+00],
[ -1.23343744e+01, -1.22081013e+01, -1.18070469e+01, ...,
-8.65854836e+00, -8.60651398e+00, -8.41831589e+00]]],
[[[ 7.38115406e+00, 7.54369402e+00, 7.68495941e+00, ...,
-5.73753655e-01, 5.56805730e-03, 6.71110988e-01],
[ 7.31860590e+00, 7.47561693e+00, 7.64462185e+00, ...,
-4.58201051e-01, 4.65402305e-02, 7.02164531e-01],
[ 7.27336359e+00, 7.45394611e+00, 7.65823650e+00, ...,
-3.02418351e-01, 1.32162809e-01, 7.17727244e-01],
...,
[ -3.91225672e+00, -4.26283932e+00, -4.61353016e+00, ...,
-7.00851917e+00, -6.60563946e+00, -6.14450741e+00],
[ -3.73860455e+00, -4.11095047e+00, -4.50109100e+00, ...,
-6.77511215e+00, -6.32528400e+00, -5.82110167e+00],
[ -3.56932020e+00, -3.92882347e+00, -4.36958218e+00, ...,
-6.71589231e+00, -6.27008057e+00, -5.77002335e+00]],
[[ 7.69198799e+00, 7.90138245e+00, 8.08728981e+00, ...,
-3.79247308e-01, 8.43484551e-02, 6.20248735e-01],
[ 7.61505079e+00, 7.81880188e+00, 8.05519867e+00, ...,
-3.10774952e-01, 9.83610600e-02, 6.39747381e-01],
[ 7.58745241e+00, 7.80954599e+00, 8.06711769e+00, ...,
-1.98449284e-01, 1.67449608e-01, 6.74676359e-01],
...,
[ -4.80594826e+00, -5.13371992e+00, -5.48903084e+00, ...,
-8.60619354e+00, -8.11886406e+00, -7.55021334e+00],
[ -4.67466784e+00, -4.98513460e+00, -5.34800339e+00, ...,
-8.20866299e+00, -7.68259573e+00, -7.10179281e+00],
[ -4.66595888e+00, -4.90411854e+00, -5.21221018e+00, ...,
-7.96329212e+00, -7.49460649e+00, -7.02072239e+00]],
[[ 7.71491814e+00, 7.95815468e+00, 8.18098068e+00, ...,
-2.01095149e-01, 1.34735122e-01, 5.49216986e-01],
[ 7.65381527e+00, 7.89027977e+00, 8.14975357e+00, ...,
-1.62547261e-01, 1.45288765e-01, 5.60035110e-01],
[ 7.62822533e+00, 7.87547493e+00, 8.15640831e+00, ...,
-8.45551342e-02, 2.01624811e-01, 5.95157981e-01],
...,
[ -5.18993568e+00, -5.49443913e+00, -5.83667278e+00, ...,
-9.14518929e+00, -8.61685753e+00, -8.02914810e+00],
[ -5.06902456e+00, -5.34221745e+00, -5.68146610e+00, ...,
-8.62377548e+00, -8.07570267e+00, -7.50021935e+00],
[ -5.07559109e+00, -5.28533173e+00, -5.54429436e+00, ...,
-8.28483772e+00, -7.81988573e+00, -7.35389900e+00]],
...,
[[ -7.18559074e+00, -6.42323589e+00, -5.68475819e+00, ...,
-1.53561859e+01, -1.51063404e+01, -1.48890705e+01],
[ -6.93149662e+00, -6.15578747e+00, -5.35011053e+00, ...,
-1.51071987e+01, -1.48685446e+01, -1.47062016e+01],
[ -6.54012108e+00, -5.74193716e+00, -5.01261330e+00, ...,
-1.47127094e+01, -1.44145060e+01, -1.44417553e+01],
...,
[ -6.68630314e+00, -6.51604271e+00, -6.34429264e+00, ...,
-4.15239191e+00, -4.27133179e+00, -4.52937984e+00],
[ -6.69326591e+00, -6.52966833e+00, -6.41106606e+00, ...,
-4.14853764e+00, -4.33772755e+00, -4.54951000e+00],
[ -6.68356133e+00, -6.71576548e+00, -6.53829861e+00, ...,
-4.13646698e+00, -4.34983206e+00, -4.45012093e+00]],
[[ -1.51350756e+01, -1.50359983e+01, -1.49720221e+01, ...,
-1.61036949e+01, -1.61553726e+01, -1.62502060e+01],
[ -1.45638313e+01, -1.44482384e+01, -1.44131556e+01, ...,
-1.59441376e+01, -1.59969759e+01, -1.61380692e+01],
[ -1.41344318e+01, -1.39903584e+01, -1.38219147e+01, ...,
-1.59174585e+01, -1.62386742e+01, -1.62181778e+01],
...,
[ -5.75578308e+00, -6.00171089e+00, -6.49311495e+00, ...,
-5.49812889e+00, -5.00575638e+00, -5.04933071e+00],
[ -5.34362411e+00, -5.54843903e+00, -6.00002956e+00, ...,
-5.53052139e+00, -5.53563786e+00, -5.63207531e+00],
[ -5.17110348e+00, -5.31566143e+00, -5.48238754e+00, ...,
-5.65181637e+00, -5.76678181e+00, -5.85295677e+00]],
[[ -2.35151443e+01, -2.37121658e+01, -2.39148540e+01, ...,
-1.70885124e+01, -1.72856255e+01, -1.74935532e+01],
[ -2.29729843e+01, -2.32574558e+01, -2.36799316e+01, ...,
-1.69011879e+01, -1.70153465e+01, -1.72718468e+01],
[ -2.25225487e+01, -2.29605217e+01, -2.35257664e+01, ...,
-1.66771431e+01, -1.68102036e+01, -1.70328445e+01],
...,
[ -6.17526960e+00, -6.83366394e+00, -7.97564316e+00, ...,
-7.07655764e+00, -6.78396130e+00, -6.83417654e+00],
[ -5.92399883e+00, -6.43682957e+00, -7.33823299e+00, ...,
-6.92871571e+00, -6.77729654e+00, -7.00306988e+00],
[ -6.02900314e+00, -6.28679609e+00, -6.70364380e+00, ...,
-7.33104801e+00, -7.44936848e+00, -7.62660789e+00]]],
[[[ 5.87589550e+00, 6.13071728e+00, 6.40292645e+00, ...,
-8.90024781e-01, -1.14951825e+00, -1.54504561e+00],
[ 5.94678211e+00, 6.10761738e+00, 6.39011145e+00, ...,
-9.29870248e-01, -1.11457670e+00, -1.48921609e+00],
[ 6.13071585e+00, 6.27581215e+00, 6.52817059e+00, ...,
-1.00823689e+00, -1.15007198e+00, -1.49197578e+00],
...,
[ -2.13538003e+00, -2.02066708e+00, -1.93991089e+00, ...,
-6.47821903e+00, -6.34409618e+00, -6.38095093e+00],
[ -2.06080580e+00, -2.05188966e+00, -2.03840542e+00, ...,
-6.52290535e+00, -6.33842516e+00, -6.27618122e+00],
[ -2.00101638e+00, -2.09711790e+00, -2.15289927e+00, ...,
-6.73514748e+00, -6.54763651e+00, -6.39230204e+00]],
[[ 6.11100578e+00, 6.39634037e+00, 6.70077848e+00, ...,
-9.53925788e-01, -1.17026985e+00, -1.50347781e+00],
[ 6.18085289e+00, 6.36346006e+00, 6.68127728e+00, ...,
-1.01150429e+00, -1.15131593e+00, -1.45569205e+00],
[ 6.37870216e+00, 6.54388428e+00, 6.83492899e+00, ...,
-1.09116197e+00, -1.17825544e+00, -1.44839334e+00],
...,
[ -3.76413870e+00, -3.70922709e+00, -3.62811327e+00, ...,
-9.70637321e+00, -9.49391460e+00, -9.37413311e+00],
[ -3.70563078e+00, -3.76880455e+00, -3.77165866e+00, ...,
-9.83772850e+00, -9.55254364e+00, -9.35396004e+00],
[ -3.62122798e+00, -3.78570938e+00, -3.89602995e+00, ...,
-1.00493145e+01, -9.77783966e+00, -9.51970482e+00]],
[[ 6.14063644e+00, 6.43598557e+00, 6.75696659e+00, ...,
-9.51166272e-01, -1.11827970e+00, -1.39942467e+00],
[ 6.18528366e+00, 6.37550831e+00, 6.72981071e+00, ...,
-1.02687168e+00, -1.10776043e+00, -1.34412265e+00],
[ 6.39244175e+00, 6.56324482e+00, 6.89019489e+00, ...,
-1.11172891e+00, -1.13850069e+00, -1.33135343e+00],
...,
[ -5.11421871e+00, -5.10363770e+00, -5.00899887e+00, ...,
-1.21876354e+01, -1.18088665e+01, -1.16404057e+01],
[ -5.08182430e+00, -5.18158913e+00, -5.16189384e+00, ...,
-1.23627567e+01, -1.20044556e+01, -1.17278938e+01],
[ -4.99439144e+00, -5.18724155e+00, -5.28796387e+00, ...,
-1.24677906e+01, -1.21766529e+01, -1.18967628e+01]],
...,
[[ -8.83512306e+00, -8.41325760e+00, -8.05104542e+00, ...,
-1.72317791e+01, -1.72358971e+01, -1.72528839e+01],
[ -8.37215710e+00, -7.94151783e+00, -7.66913986e+00, ...,
-1.72827377e+01, -1.72353897e+01, -1.72462978e+01],
[ -8.12130737e+00, -7.77483940e+00, -7.53433323e+00, ...,
-1.74510555e+01, -1.73445816e+01, -1.73626442e+01],
...,
[ 2.64607012e-01, 4.77569699e-01, 4.15192068e-01, ...,
-6.41615677e+00, -6.34000778e+00, -6.11429119e+00],
[ 1.03763707e-01, 4.42927927e-01, 4.93576676e-01, ...,
-6.28558397e+00, -6.15723038e+00, -5.96529865e+00],
[ -2.24465281e-01, 1.24481648e-01, 3.82447541e-01, ...,
-6.18740940e+00, -5.98040867e+00, -5.73000097e+00]],
[[ -1.70786457e+01, -1.71802521e+01, -1.73233719e+01, ...,
-1.74526882e+01, -1.75134735e+01, -1.75876389e+01],
[ -1.67455597e+01, -1.69013596e+01, -1.71262550e+01, ...,
-1.74037933e+01, -1.75843811e+01, -1.75150795e+01],
[ -1.60850391e+01, -1.62900753e+01, -1.69510517e+01, ...,
-1.73117332e+01, -1.73106689e+01, -1.71561279e+01],
...,
[ -5.53319073e+00, -6.20706749e+00, -7.25808907e+00, ...,
-6.12241364e+00, -5.83653212e+00, -5.42010403e+00],
[ -5.25221682e+00, -5.78246593e+00, -6.55264378e+00, ...,
-5.84244061e+00, -5.53706360e+00, -5.09199238e+00],
[ -5.10727119e+00, -5.43938112e+00, -5.95754766e+00, ...,
-5.33769178e+00, -5.00072670e+00, -4.66039610e+00]],
[[ -2.10979881e+01, -2.15358944e+01, -2.18899059e+01, ...,
-1.69805832e+01, -1.72388229e+01, -1.75799065e+01],
[ -2.15795288e+01, -2.20772705e+01, -2.23887939e+01, ...,
-1.68931389e+01, -1.67864304e+01, -1.69174004e+01],
[ -2.18051567e+01, -2.21905384e+01, -2.24551735e+01, ...,
-1.68236065e+01, -1.64811363e+01, -1.64008102e+01],
...,
[ -1.22021170e+01, -1.17407503e+01, -1.09807501e+01, ...,
-5.10737991e+00, -4.79196978e+00, -4.05232573e+00],
[ -1.25057936e+01, -1.20565386e+01, -1.13046761e+01, ...,
-4.64681816e+00, -4.10861778e+00, -3.42059898e+00],
[ -1.28089085e+01, -1.24070787e+01, -1.19521446e+01, ...,
-4.02659035e+00, -3.40893555e+00, -2.75635052e+00]]]], 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: 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)>
array([[[[ -3.64269257e+00, -3.41889215e+00, -3.19216013e+00, ...,
9.53820610e+00, 9.39290524e+00, 9.24475861e+00],
[ -3.80051374e+00, -3.59925199e+00, -3.39510345e+00, ...,
9.82399750e+00, 9.68291473e+00, 9.53087521e+00],
[ -3.96190023e+00, -3.78391027e+00, -3.60331821e+00, ...,
1.01128559e+01, 9.97693157e+00, 9.82147789e+00],
...,
[ -3.32462096e+00, -3.32233357e+00, -3.32545257e+00, ...,
3.48640978e-01, 3.30351710e-01, 3.36235464e-01],
[ -3.02216005e+00, -3.01584792e+00, -3.01894855e+00, ...,
3.48640978e-01, 3.42349887e-01, 3.60774875e-01],
[ -2.74336624e+00, -2.73260593e+00, -2.73446655e+00, ...,
3.45495462e-01, 3.42349887e-01, 3.67432445e-01]],
[[ -4.36020374e+00, -4.14089060e+00, -3.91745806e+00, ...,
9.96243572e+00, 9.79170418e+00, 9.62912655e+00],
[ -4.51946163e+00, -4.32301617e+00, -4.12265491e+00, ...,
1.02479553e+01, 1.00881634e+01, 9.92611313e+00],
[ -4.68175793e+00, -4.50891733e+00, -4.33261013e+00, ...,
1.05415325e+01, 1.03941498e+01, 1.02335844e+01],
...,
[ -3.73961186e+00, -3.71506596e+00, -3.69409370e+00, ...,
8.00047338e-01, 8.01856160e-01, 8.53042245e-01],
[ -3.43147850e+00, -3.40227318e+00, -3.37719178e+00, ...,
7.94455409e-01, 8.03665102e-01, 8.72363448e-01],
[ -3.14904165e+00, -3.11495876e+00, -3.08544350e+00, ...,
7.70319283e-01, 8.03665161e-01, 8.73278975e-01]],
[[ -5.34025383e+00, -5.12708044e+00, -4.90818119e+00, ...,
1.04998360e+01, 1.03142014e+01, 1.01378651e+01],
[ -5.50146770e+00, -5.31161213e+00, -5.11645126e+00, ...,
1.07509193e+01, 1.05712547e+01, 1.03932991e+01],
[ -5.66501236e+00, -5.49921799e+00, -5.32878876e+00, ...,
1.10081673e+01, 1.08360062e+01, 1.06572857e+01],
...,
[ -4.11319780e+00, -4.05995512e+00, -4.01040411e+00, ...,
1.29126859e+00, 1.33718741e+00, 1.40048552e+00],
[ -3.80866814e+00, -3.75055933e+00, -3.69672370e+00, ...,
1.27214503e+00, 1.33259726e+00, 1.40048552e+00],
[ -3.52972698e+00, -3.46711397e+00, -3.40924358e+00, ...,
1.23353124e+00, 1.30989063e+00, 1.39422536e+00]],
...,
[[ -7.13199973e-02, -1.34437859e-01, -1.93486780e-01, ...,
-2.26836801e-01, -3.55280876e-01, -4.79374170e-01],
[ 1.45242572e-01, 9.38946903e-02, 4.59586233e-02, ...,
-9.97448936e-02, -2.30330586e-01, -3.56661707e-01],
[ 3.67349625e-01, 3.28632712e-01, 2.92676181e-01, ...,
1.71050467e-02, -1.16048388e-01, -2.44884163e-01],
...,
[ -4.17741328e-01, -4.88491714e-01, -5.58421969e-01, ...,
-1.58352470e+00, -1.57131529e+00, -1.57174397e+00],
[ -3.88822228e-01, -4.56930399e-01, -5.24378121e-01, ...,
-1.55074978e+00, -1.53906846e+00, -1.53935575e+00],
[ -3.68216515e-01, -4.34170067e-01, -4.99532461e-01, ...,
-1.53390336e+00, -1.52322769e+00, -1.52308631e+00]],
[[ 2.98139095e+00, 2.98439407e+00, 2.99499059e+00, ...,
4.57650232e+00, 4.52761984e+00, 4.48680973e+00],
[ 3.06025314e+00, 3.07042313e+00, 3.08620048e+00, ...,
4.59776878e+00, 4.54304218e+00, 4.49389553e+00],
[ 3.13780308e+00, 3.15583658e+00, 3.17717528e+00, ...,
4.60984325e+00, 4.54877996e+00, 4.49389553e+00],
...,
[ -2.58018732e+00, -2.61288118e+00, -2.64534307e+00, ...,
-2.17544413e+00, -2.10680747e+00, -2.04446483e+00],
[ -2.51642203e+00, -2.54716110e+00, -2.57771206e+00, ...,
-2.13124824e+00, -2.06431341e+00, -2.00416517e+00],
[ -2.46006298e+00, -2.48951864e+00, -2.51875973e+00, ...,
-2.09779167e+00, -2.03321362e+00, -1.97583246e+00]],
[[ 1.26005149e+00, 1.25903440e+00, 1.26864600e+00, ...,
3.46199703e+00, 3.46063423e+00, 3.47194099e+00],
[ 1.24999666e+00, 1.24806857e+00, 1.25394571e+00, ...,
3.40506792e+00, 3.40198255e+00, 3.41029406e+00],
[ 1.24177861e+00, 1.23926520e+00, 1.24122596e+00, ...,
3.33973575e+00, 3.33532166e+00, 3.34079099e+00],
...,
[ -1.24286070e-01, -7.19989315e-02, -2.21890137e-02, ...,
-2.18671608e+00, -2.18713379e+00, -2.18124723e+00],
[ -9.60811973e-02, -4.09039818e-02, 1.19236931e-02, ...,
-2.13786793e+00, -2.13843918e+00, -2.13391614e+00],
[ -7.85427466e-02, -2.12109592e-02, 3.39517370e-02, ...,
-2.08811712e+00, -2.08871365e+00, -2.08567810e+00]]],
[[[ -3.39691329e+00, -3.07672167e+00, -2.70469165e+00, ...,
1.02648630e+01, 1.00671368e+01, 9.89967537e+00],
[ -3.42843628e+00, -3.09400535e+00, -2.80470276e+00, ...,
1.04981747e+01, 1.03695545e+01, 1.02911777e+01],
[ -3.45396495e+00, -3.20013285e+00, -2.99279785e+00, ...,
1.06943760e+01, 1.06285267e+01, 1.06263952e+01],
...,
[ -3.34156179e+00, -3.46995878e+00, -3.59899282e+00, ...,
1.06662758e-01, 1.32378265e-01, 1.60369247e-01],
[ -3.07904148e+00, -3.26839471e+00, -3.40051460e+00, ...,
8.85393023e-02, 1.33882120e-01, 1.83331415e-01],
[ -2.81290555e+00, -3.01544714e+00, -3.16612530e+00, ...,
9.80768725e-02, 1.54113382e-01, 2.17837721e-01]],
[[ -4.32189369e+00, -3.93622351e+00, -3.59371185e+00, ...,
1.11563635e+01, 1.09559116e+01, 1.07566366e+01],
[ -4.44815874e+00, -4.05880404e+00, -3.76947641e+00, ...,
1.12922287e+01, 1.11211300e+01, 1.09618568e+01],
[ -4.56875467e+00, -4.29432774e+00, -4.04948044e+00, ...,
1.14041653e+01, 1.12596455e+01, 1.11436844e+01],
...,
[ -3.56817436e+00, -3.70877552e+00, -3.84615970e+00, ...,
1.98826838e+00, 2.12577915e+00, 2.26417685e+00],
[ -3.29409027e+00, -3.49939489e+00, -3.64066792e+00, ...,
2.05256224e+00, 2.18782949e+00, 2.34587526e+00],
[ -3.01684523e+00, -3.23163891e+00, -3.39037728e+00, ...,
2.12531471e+00, 2.26488543e+00, 2.42743063e+00]],
[[ -5.33625937e+00, -4.98615932e+00, -4.66438150e+00, ...,
1.14792500e+01, 1.12842398e+01, 1.10670700e+01],
[ -5.50214195e+00, -5.16575909e+00, -4.88061285e+00, ...,
1.15521193e+01, 1.13621235e+01, 1.11576500e+01],
[ -5.66407585e+00, -5.42142296e+00, -5.19722176e+00, ...,
1.16072254e+01, 1.14207611e+01, 1.12463188e+01],
...,
[ -3.65494204e+00, -3.79833841e+00, -3.93551445e+00, ...,
3.79937363e+00, 3.91845536e+00, 4.03295040e+00],
[ -3.38541722e+00, -3.59787869e+00, -3.73768187e+00, ...,
3.82411718e+00, 3.95355225e+00, 4.06927681e+00],
[ -3.11352158e+00, -3.33436394e+00, -3.49193287e+00, ...,
3.83760309e+00, 3.97499132e+00, 4.10005951e+00]],
...,
[[ 2.02010059e+00, 1.95495892e+00, 1.86204040e+00, ...,
-4.49352264e-01, -3.08228731e-01, -2.41559207e-01],
[ 1.73618436e+00, 1.57731366e+00, 1.41531610e+00, ...,
-4.51678395e-01, -2.64592171e-01, -1.32548809e-01],
[ 1.41402793e+00, 1.21915197e+00, 1.04073739e+00, ...,
-4.42361236e-01, -2.85834163e-01, -2.86998376e-02],
...,
[ -4.82929516e+00, -4.84387541e+00, -4.86305237e+00, ...,
-4.45959568e+00, -4.37653875e+00, -4.29990339e+00],
[ -4.66752338e+00, -4.68222046e+00, -4.72025108e+00, ...,
-4.38370323e+00, -4.37128687e+00, -4.24958515e+00],
[ -4.46952629e+00, -4.53819752e+00, -4.60716152e+00, ...,
-4.33739185e+00, -4.31945610e+00, -4.17331219e+00]],
[[ -9.38912481e-02, 2.13639989e-01, 4.91160244e-01, ...,
3.58835459e+00, 3.62113523e+00, 3.67817497e+00],
[ 9.66015831e-02, 3.59300196e-01, 5.70871115e-01, ...,
3.37272263e+00, 3.45873070e+00, 3.58902550e+00],
[ 2.46781945e-01, 4.81966943e-01, 6.74456418e-01, ...,
3.23096251e+00, 3.34880638e+00, 3.48865843e+00],
...,
[ -3.11516285e+00, -3.08671641e+00, -2.95179939e+00, ...,
-8.27248752e-01, -8.84649754e-01, -9.37778831e-01],
[ -3.11072898e+00, -3.06940889e+00, -2.94382000e+00, ...,
-8.47029388e-01, -9.61231232e-01, -9.84745562e-01],
[ -3.07291722e+00, -3.07090116e+00, -2.98276424e+00, ...,
-9.37526584e-01, -1.03350234e+00, -1.02193809e+00]],
[[ -3.31035376e+00, -2.86501074e+00, -2.50518799e+00, ...,
-1.55112100e+00, -1.50105643e+00, -1.52562451e+00],
[ -2.77731133e+00, -2.39057016e+00, -2.15687180e+00, ...,
-1.67748547e+00, -1.63270473e+00, -1.56220460e+00],
[ -2.26976538e+00, -1.96126437e+00, -1.77031326e+00, ...,
-1.77211118e+00, -1.70723748e+00, -1.59692204e+00],
...,
[ -2.07678556e+00, -1.96033251e+00, -1.75785923e+00, ...,
1.34966111e+00, 1.13190150e+00, 1.02271807e+00],
[ -2.22677565e+00, -2.12569118e+00, -1.93227255e+00, ...,
1.25484276e+00, 9.73359823e-01, 8.04669499e-01],
[ -2.34429741e+00, -2.32024193e+00, -2.20908475e+00, ...,
1.06071889e+00, 7.91076660e-01, 6.52677059e-01]]],
[[[ -1.83349466e+00, -1.70713782e+00, -1.53606749e+00, ...,
1.39420357e+01, 1.37736664e+01, 1.36570835e+01],
[ -2.10571265e+00, -1.95961249e+00, -1.78433895e+00, ...,
1.36146832e+01, 1.35124569e+01, 1.35057726e+01],
[ -2.33894968e+00, -2.17512226e+00, -2.00494552e+00, ...,
1.33258324e+01, 1.33471994e+01, 1.34179173e+01],
...,
[ -5.57035828e+00, -5.71635532e+00, -5.85290575e+00, ...,
-2.90174127e-01, -1.25601441e-01, 8.31958205e-02],
[ -5.45146275e+00, -5.57007599e+00, -5.67072773e+00, ...,
-3.66948932e-01, -1.53322503e-01, 4.19880226e-02],
[ -5.34943485e+00, -5.43644047e+00, -5.50558949e+00, ...,
-2.24062413e-01, -1.70263276e-02, 1.43166870e-01]],
[[ -2.04909658e+00, -1.92459464e+00, -1.76402354e+00, ...,
1.49929647e+01, 1.48924570e+01, 1.47700958e+01],
[ -2.33521080e+00, -2.19273376e+00, -2.02529049e+00, ...,
1.47137699e+01, 1.46594791e+01, 1.46101818e+01],
[ -2.58613825e+00, -2.42755699e+00, -2.26045227e+00, ...,
1.45038700e+01, 1.44987068e+01, 1.45163221e+01],
...,
[ -5.90657616e+00, -6.06421471e+00, -6.21456432e+00, ...,
1.19016027e+00, 1.48355842e+00, 1.78703666e+00],
[ -5.72610235e+00, -5.86426258e+00, -5.99707747e+00, ...,
1.19211876e+00, 1.42126024e+00, 1.68926287e+00],
[ -5.57367611e+00, -5.69118881e+00, -5.80480671e+00, ...,
1.43698525e+00, 1.64800739e+00, 1.88543510e+00]],
[[ -2.40134025e+00, -2.33436537e+00, -2.25603127e+00, ...,
1.53211679e+01, 1.52479534e+01, 1.51139164e+01],
[ -2.75010586e+00, -2.66012096e+00, -2.54642439e+00, ...,
1.50660334e+01, 1.50416470e+01, 1.49580803e+01],
[ -3.06197929e+00, -2.94835949e+00, -2.80502391e+00, ...,
1.49230537e+01, 1.49053555e+01, 1.48801651e+01],
...,
[ -6.01325464e+00, -6.17188454e+00, -6.32183838e+00, ...,
4.14995289e+00, 4.49607372e+00, 4.75243664e+00],
[ -5.84493446e+00, -5.98357677e+00, -6.11290264e+00, ...,
4.20156574e+00, 4.73878479e+00, 5.13327599e+00],
[ -5.68444872e+00, -5.80794907e+00, -5.92063046e+00, ...,
4.44619703e+00, 4.95069027e+00, 5.31694126e+00]],
...,
[[ -1.28329659e+00, -1.19837916e+00, -1.11869907e+00, ...,
-1.60422134e+00, -1.29247057e+00, -1.08146501e+00],
[ -1.28329659e+00, -1.19837916e+00, -1.11869907e+00, ...,
-1.88237238e+00, -1.49585772e+00, -1.17985594e+00],
[ -1.30762529e+00, -1.22278881e+00, -1.18294883e+00, ...,
-2.21754599e+00, -1.76887774e+00, -1.33580601e+00],
...,
[ 1.49930453e+00, 1.55479407e+00, 1.52168524e+00, ...,
7.93569982e-01, 5.17353535e-01, 2.87691712e-01],
[ 1.41444445e+00, 1.54613781e+00, 1.53332257e+00, ...,
5.59241712e-01, 3.28279257e-01, 1.09119415e-01],
[ 1.22062469e+00, 1.43950164e+00, 1.53332257e+00, ...,
3.77177060e-01, 1.71598434e-01, -4.78325449e-02]],
[[ -7.33443642e+00, -7.11284494e+00, -6.85771799e+00, ...,
-1.29463673e+00, -1.63420439e+00, -1.63921392e+00],
[ -7.31770611e+00, -7.08517456e+00, -6.86122608e+00, ...,
-9.53383923e-01, -1.31994057e+00, -1.44934082e+00],
[ -7.28264999e+00, -7.05335665e+00, -6.86249256e+00, ...,
-6.76707506e-01, -1.05540180e+00, -1.29972303e+00],
...,
[ 4.57730341e+00, 4.69642735e+00, 4.71847820e+00, ...,
-6.58509970e-01, -7.43569314e-01, -7.58827925e-01],
[ 4.66334629e+00, 4.83392143e+00, 4.90594244e+00, ...,
-7.44339466e-01, -7.88929403e-01, -6.35472476e-01],
[ 4.72048855e+00, 4.93783092e+00, 5.06931591e+00, ...,
-6.83791518e-01, -7.00173736e-01, -5.32706678e-01]],
[[ -8.46078491e+00, -8.26562881e+00, -8.04179573e+00, ...,
-6.18343639e+00, -6.75148726e+00, -7.06342602e+00],
[ -8.61626911e+00, -8.39641190e+00, -8.17455101e+00, ...,
-5.73920250e+00, -6.33188200e+00, -6.87126637e+00],
[ -8.72023964e+00, -8.50257397e+00, -8.30919838e+00, ...,
-5.32143116e+00, -5.88978100e+00, -6.34137201e+00],
...,
[ 1.29145229e+00, 1.34757841e+00, 1.33596277e+00, ...,
-3.63272190e+00, -3.42142487e+00, -3.17219925e+00],
[ 1.48400342e+00, 1.57756448e+00, 1.54658985e+00, ...,
-3.54561520e+00, -3.29227257e+00, -3.03240156e+00],
[ 1.69984770e+00, 1.84939194e+00, 1.83045220e+00, ...,
-3.27920389e+00, -2.98430514e+00, -2.71022630e+00]]],
...,
[[[ -3.73422909e+00, -3.56167221e+00, -3.41738892e+00, ...,
1.15298462e+01, 1.04514713e+01, 1.01066628e+01],
[ -3.72865868e+00, -3.47395658e+00, -3.27151799e+00, ...,
1.24118547e+01, 1.15077496e+01, 1.11905785e+01],
[ -3.73620677e+00, -3.42204618e+00, -3.16738272e+00, ...,
1.30885983e+01, 1.23624353e+01, 1.18540726e+01],
...,
[ -6.81285191e+00, -6.73759270e+00, -6.73442459e+00, ...,
3.37562037e+00, 3.24532557e+00, 3.04105806e+00],
[ -6.64712906e+00, -6.55852938e+00, -6.51434088e+00, ...,
2.74683714e+00, 2.54001284e+00, 2.39249992e+00],
[ -6.52159119e+00, -6.44581747e+00, -6.36462307e+00, ...,
1.78959727e+00, 1.61135817e+00, 1.62778842e+00]],
[[ -3.97067308e+00, -3.78191805e+00, -3.62103653e+00, ...,
1.27277832e+01, 1.18339195e+01, 1.18974829e+01],
[ -3.98942280e+00, -3.73561621e+00, -3.51926684e+00, ...,
1.34113579e+01, 1.25871925e+01, 1.25212793e+01],
[ -4.02985859e+00, -3.72806454e+00, -3.46386337e+00, ...,
1.40290070e+01, 1.33312435e+01, 1.29931793e+01],
...,
[ -7.96240377e+00, -7.86346722e+00, -7.84312534e+00, ...,
3.97912741e+00, 3.80502701e+00, 3.56619430e+00],
[ -7.74411917e+00, -7.64699078e+00, -7.59189224e+00, ...,
3.57934594e+00, 3.26504636e+00, 3.10645962e+00],
[ -7.55822420e+00, -7.48416901e+00, -7.40256596e+00, ...,
2.75029087e+00, 2.48884583e+00, 2.48235512e+00]],
[[ -4.03451395e+00, -3.86618614e+00, -3.66314983e+00, ...,
1.31372671e+01, 1.23443050e+01, 1.24248343e+01],
[ -4.08021641e+00, -3.86618614e+00, -3.60626316e+00, ...,
1.37344065e+01, 1.29844990e+01, 1.29782867e+01],
[ -4.15091896e+00, -3.87175846e+00, -3.60017395e+00, ...,
1.43172827e+01, 1.36772919e+01, 1.34072304e+01],
...,
[ -8.29420757e+00, -8.19544029e+00, -8.17420387e+00, ...,
4.14501143e+00, 3.96711922e+00, 3.72698450e+00],
[ -8.07669544e+00, -7.97204876e+00, -7.91234493e+00, ...,
3.92279935e+00, 3.64282036e+00, 3.46458173e+00],
[ -7.88881207e+00, -7.79892921e+00, -7.70817375e+00, ...,
3.24774003e+00, 3.02541876e+00, 2.98109579e+00]],
...,
[[ 1.73780513e+00, 2.19140339e+00, 2.58255339e+00, ...,
1.27094758e+00, 1.17305470e+00, 1.20304012e+00],
[ 1.73780513e+00, 2.10507226e+00, 2.39712858e+00, ...,
1.27619457e+00, 1.16288686e+00, 1.22411156e+00],
[ 1.66671348e+00, 1.92223454e+00, 2.12616730e+00, ...,
1.09311509e+00, 1.08729362e+00, 1.15384436e+00],
...,
[ 4.48032796e-01, 8.43114793e-01, 1.35286760e+00, ...,
1.05985534e+00, 8.60437751e-01, 7.31322527e-01],
[ 2.96378434e-01, 5.30777097e-01, 9.67897177e-01, ...,
8.43495727e-01, 9.33668733e-01, 8.95409226e-01],
[ 2.38872901e-01, 3.03581536e-01, 6.27141714e-01, ...,
9.94466245e-01, 1.16306996e+00, 1.17462325e+00]],
[[ -1.04321814e+00, -1.13872457e+00, -1.29158390e+00, ...,
2.14052701e+00, 2.16622472e+00, 2.10329866e+00],
[ -1.03873563e+00, -1.13872457e+00, -1.29158390e+00, ...,
1.99566340e+00, 2.05500937e+00, 2.03935909e+00],
[ -1.03873563e+00, -1.15498269e+00, -1.32651925e+00, ...,
2.04644156e+00, 1.92167926e+00, 1.79549170e+00],
...,
[ 2.27166367e+00, 2.19425249e+00, 2.21647716e+00, ...,
2.80375957e+00, 2.82876778e+00, 2.83943558e+00],
[ 2.57187414e+00, 2.41112661e+00, 2.35828209e+00, ...,
2.55466223e+00, 2.86218905e+00, 3.09369564e+00],
[ 2.91774607e+00, 2.68193960e+00, 2.54806995e+00, ...,
2.79909039e+00, 3.17078018e+00, 3.45153379e+00]],
[[ -2.88207674e+00, -2.55721545e+00, -2.25927019e+00, ...,
4.58891773e+00, 4.31613922e+00, 4.18711710e+00],
[ -2.65288687e+00, -2.32063580e+00, -2.00750184e+00, ...,
4.68300819e+00, 4.52186823e+00, 4.48989773e+00],
[ -2.45081854e+00, -2.14521217e+00, -1.82637239e+00, ...,
4.89786291e+00, 4.75678539e+00, 4.62357330e+00],
...,
[ 2.76950431e+00, 2.82437515e+00, 2.46033525e+00, ...,
8.76838863e-01, 1.15364099e+00, 1.39463258e+00],
[ 2.60724854e+00, 2.74781513e+00, 2.46033525e+00, ...,
1.02959263e+00, 1.29407513e+00, 1.66122794e+00],
[ 2.36413217e+00, 2.57017231e+00, 2.45247173e+00, ...,
1.46844780e+00, 1.77236974e+00, 2.15402508e+00]]],
[[[ -3.73594761e+00, -3.50304008e+00, -3.67106342e+00, ...,
1.41726513e+01, 1.43135424e+01, 1.38801517e+01],
[ -4.09725380e+00, -3.81561756e+00, -3.94116664e+00, ...,
1.43186493e+01, 1.45275230e+01, 1.41364441e+01],
[ -4.42113972e+00, -4.27396250e+00, -4.13090420e+00, ...,
1.46252956e+01, 1.47050009e+01, 1.43285465e+01],
...,
[ -7.20472670e+00, -7.29400349e+00, -7.38131237e+00, ...,
3.47828656e-01, 1.65219441e-01, -2.40492493e-01],
[ -6.93264341e+00, -7.14615059e+00, -7.24794102e+00, ...,
-1.13697819e-01, -1.34754360e-01, -4.39818561e-01],
[ -6.66070747e+00, -6.91331291e+00, -7.08619547e+00, ...,
-2.51857221e-01, -2.41838425e-01, -4.40469503e-01]],
[[ -3.97784710e+00, -3.73397636e+00, -3.93254375e+00, ...,
1.52499104e+01, 1.54094095e+01, 1.48552284e+01],
[ -4.36575890e+00, -4.07374001e+00, -4.22941971e+00, ...,
1.54187450e+01, 1.56561203e+01, 1.51587362e+01],
[ -4.71501446e+00, -4.55995131e+00, -4.40883970e+00, ...,
1.57556257e+01, 1.58528128e+01, 1.54190788e+01],
...,
[ -8.41838837e+00, -8.55792522e+00, -8.67431068e+00, ...,
1.15139818e+00, 1.03190470e+00, 8.31336379e-01],
[ -8.20073032e+00, -8.38279533e+00, -8.49158859e+00, ...,
3.32538992e-01, 3.17922354e-01, -1.16478205e-02],
[ -7.99806070e+00, -8.19828033e+00, -8.33390808e+00, ...,
-2.91323125e-01, -2.51790524e-01, -5.72450638e-01]],
[[ -4.04526138e+00, -3.78440523e+00, -3.97974300e+00, ...,
1.55826740e+01, 1.57249794e+01, 1.51414843e+01],
[ -4.43983459e+00, -4.13714600e+00, -4.29661179e+00, ...,
1.57641850e+01, 1.59782104e+01, 1.54555922e+01],
[ -4.79713154e+00, -4.64366436e+00, -4.49571133e+00, ...,
1.60927620e+01, 1.61859169e+01, 1.57390690e+01],
...,
[ -8.87353134e+00, -9.02690887e+00, -9.14475822e+00, ...,
1.82087183e+00, 1.80469859e+00, 1.78567433e+00],
[ -8.65921497e+00, -8.81290245e+00, -8.95257378e+00, ...,
7.62377501e-01, 7.28231013e-01, 6.03323460e-01],
[ -8.46440125e+00, -8.63087082e+00, -8.78449821e+00, ...,
-1.20899573e-01, -2.24864155e-01, -4.26584661e-01]],
...,
[[ -8.45693207e+00, -7.93043518e+00, -7.26698875e+00, ...,
1.75908279e+00, 1.86125624e+00, 1.85889721e+00],
[ -8.32106781e+00, -7.76331234e+00, -7.05880260e+00, ...,
1.83002365e+00, 1.90566242e+00, 1.88993406e+00],
[ -7.97856951e+00, -7.39960241e+00, -6.65840721e+00, ...,
1.92109692e+00, 1.92716479e+00, 1.87957013e+00],
...,
[ 4.71078682e+00, 4.62414360e+00, 4.58372402e+00, ...,
-3.54835153e-01, -5.29606760e-01, -6.53966546e-01],
[ 4.47055387e+00, 4.52089977e+00, 4.63560009e+00, ...,
-4.98013735e-01, -6.62831604e-01, -7.68797278e-01],
[ 4.09772873e+00, 4.35771179e+00, 4.59780836e+00, ...,
-7.32545733e-01, -8.22697759e-01, -8.69039416e-01]],
[[ -6.42413616e+00, -6.49594021e+00, -6.49489880e+00, ...,
5.58424234e-01, 4.91987348e-01, 5.25824547e-01],
[ -6.38032484e+00, -6.39396000e+00, -6.32810783e+00, ...,
6.89442039e-01, 5.71624517e-01, 5.98993719e-01],
[ -6.20379829e+00, -6.10640144e+00, -5.96844769e+00, ...,
6.57237113e-01, 6.78999066e-01, 6.68635368e-01],
...,
[ 2.52677560e+00, 2.45969963e+00, 2.41497612e+00, ...,
3.30936503e+00, 3.26477385e+00, 3.13292956e+00],
[ 2.52444410e+00, 2.50602508e+00, 2.29603934e+00, ...,
3.43432665e+00, 3.29281235e+00, 2.95141244e+00],
[ 2.48156929e+00, 2.54215574e+00, 2.37457013e+00, ...,
3.36430597e+00, 3.12525606e+00, 2.69656277e+00]],
[[ 1.87188268e+00, 1.92960453e+00, 1.83982468e+00, ...,
9.25728202e-01, 8.46050620e-01, 1.02219939e+00],
[ 2.48711061e+00, 2.50367999e+00, 2.29219055e+00, ...,
8.03253293e-01, 7.36071110e-01, 9.80711222e-01],
[ 2.95994115e+00, 2.85415173e+00, 2.54637671e+00, ...,
4.86222267e-01, 6.95815027e-01, 9.46642160e-01],
...,
[ -3.10164404e+00, -2.63789296e+00, -2.24287653e+00, ...,
6.09690952e+00, 6.20351315e+00, 6.08120728e+00],
[ -3.16335821e+00, -2.55257320e+00, -2.81568050e+00, ...,
6.40517426e+00, 6.18066454e+00, 5.70030975e+00],
[ -3.13543844e+00, -2.79039025e+00, -3.15768003e+00, ...,
6.43262386e+00, 5.89473248e+00, 5.19659710e+00]]],
[[[ -3.50750446e+00, -3.44075346e+00, -3.46759009e+00, ...,
1.47713890e+01, 1.47273769e+01, 1.47316494e+01],
[ -3.51451540e+00, -3.42648220e+00, -3.35757923e+00, ...,
1.48222713e+01, 1.47783079e+01, 1.48305731e+01],
[ -3.53575659e+00, -3.43943644e+00, -3.31646490e+00, ...,
1.49052982e+01, 1.48897915e+01, 1.49198074e+01],
...,
[ -5.45849228e+00, -5.52409077e+00, -5.66277599e+00, ...,
-1.57688379e+00, -1.51262355e+00, -1.39672768e+00],
[ -5.16496181e+00, -5.21985149e+00, -5.32568550e+00, ...,
-1.46319008e+00, -1.64403272e+00, -2.01580477e+00],
[ -4.89243984e+00, -4.92989922e+00, -5.03513718e+00, ...,
-1.68941307e+00, -2.01199627e+00, -2.54890323e+00]],
[[ -3.69943452e+00, -3.63869548e+00, -3.64270878e+00, ...,
1.59962626e+01, 1.59472618e+01, 1.59274635e+01],
[ -3.76565552e+00, -3.64393616e+00, -3.58757019e+00, ...,
1.60673485e+01, 1.60222797e+01, 1.60559044e+01],
[ -3.84633684e+00, -3.70489264e+00, -3.60301065e+00, ...,
1.61657410e+01, 1.61488457e+01, 1.61677399e+01],
...,
[ -8.01007080e+00, -8.22672844e+00, -8.52285290e+00, ...,
-1.93737304e+00, -1.88010979e+00, -1.79948640e+00],
[ -7.73034954e+00, -7.87918997e+00, -8.16211891e+00, ...,
-2.11607838e+00, -2.28971672e+00, -2.49608088e+00],
[ -7.49456263e+00, -7.56149197e+00, -7.78282022e+00, ...,
-2.44862199e+00, -2.75244474e+00, -3.09732962e+00]],
[[ -3.76517296e+00, -3.70143843e+00, -3.70695591e+00, ...,
1.63923168e+01, 1.63645420e+01, 1.63242378e+01],
[ -3.87168980e+00, -3.75132322e+00, -3.70263624e+00, ...,
1.64885559e+01, 1.64551468e+01, 1.64695854e+01],
[ -3.99197960e+00, -3.85480452e+00, -3.74751663e+00, ...,
1.66009407e+01, 1.65875168e+01, 1.65899773e+01],
...,
[ -9.51207733e+00, -9.77521324e+00, -1.01638403e+01, ...,
-2.02934432e+00, -2.02456951e+00, -1.98549008e+00],
[ -9.24216270e+00, -9.38251495e+00, -9.77246475e+00, ...,
-2.10193253e+00, -2.49082375e+00, -2.51459169e+00],
[ -9.03394222e+00, -9.07206535e+00, -9.37853050e+00, ...,
-2.37823510e+00, -2.83549023e+00, -2.94729185e+00]],
...,
[[ 5.00873685e-01, 8.16751242e-01, 8.80195498e-01, ...,
1.01939464e+00, 8.54551196e-01, 7.80392528e-01],
[ 1.00851917e+00, 1.25213504e+00, 1.18703055e+00, ...,
1.01555789e+00, 7.89382756e-01, 6.27575636e-01],
[ 1.29353237e+00, 1.36428571e+00, 1.35407090e+00, ...,
9.39319670e-01, 7.21557081e-01, 4.55743194e-01],
...,
[ -2.14654875e+00, -2.50013041e+00, -2.62583971e+00, ...,
-1.63848329e+00, -1.64077044e+00, -1.60918188e+00],
[ -1.83789921e+00, -2.17441869e+00, -2.58805847e+00, ...,
-1.71689475e+00, -1.68172336e+00, -1.51550317e+00],
[ -1.47026539e+00, -1.87063956e+00, -2.39304495e+00, ...,
-1.65813839e+00, -1.60408700e+00, -1.46400416e+00]],
[[ -3.47286224e+00, -3.15985298e+00, -2.79871821e+00, ...,
-2.94004679e+00, -3.00096297e+00, -2.94233465e+00],
[ -3.08974123e+00, -2.78885221e+00, -2.49293041e+00, ...,
-2.89323282e+00, -2.97111106e+00, -2.89813137e+00],
[ -2.71363282e+00, -2.55549860e+00, -2.44342470e+00, ...,
-2.70603848e+00, -2.81884575e+00, -2.79884434e+00],
...,
[ -8.12417805e-01, -8.07554841e-01, -5.59995055e-01, ...,
6.75031841e-02, 3.36264044e-01, 7.48248756e-01],
[ -9.84394670e-01, -9.71950948e-01, -6.77120149e-01, ...,
1.92440644e-01, 5.18912435e-01, 1.07115340e+00],
[ -1.07788575e+00, -1.11254215e+00, -8.92307281e-01, ...,
4.44304466e-01, 7.77575135e-01, 1.33228254e+00]],
[[ -2.79232836e+00, -3.14936018e+00, -3.44167757e+00, ...,
-3.45367074e+00, -3.25630903e+00, -2.92529821e+00],
[ -3.45243359e+00, -3.76353979e+00, -3.75694871e+00, ...,
-3.50223970e+00, -3.33762074e+00, -3.04849815e+00],
[ -3.89695740e+00, -3.95739555e+00, -3.60543776e+00, ...,
-3.43813562e+00, -3.35425425e+00, -3.20281172e+00],
...,
[ 7.40283203e+00, 7.20414543e+00, 6.52207088e+00, ...,
1.84865189e+00, 2.11516190e+00, 2.55798650e+00],
[ 7.41339970e+00, 7.54813957e+00, 6.89162397e+00, ...,
2.34649587e+00, 2.63700438e+00, 3.08305454e+00],
[ 7.47407818e+00, 7.66611195e+00, 7.25173664e+00, ...,
2.94288540e+00, 3.25393677e+00, 3.61156750e+00]]]], 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: 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)
<xarray.DataArray u'wa' (Time: 9, bottom_top: 29, south_north: 96, west_east: 96)>
array([[[[ 2.01924668e-05, 5.18621928e-05, 8.15110543e-05, ...,
-1.94090444e-06, -3.00899410e-06, 4.75028628e-07],
[ 8.69255746e-06, 2.35220996e-05, 4.11796682e-05, ...,
-2.17970546e-06, -2.92282493e-06, 8.38052802e-06],
[ 8.42118880e-07, 3.32492232e-06, 6.51135633e-06, ...,
2.63031825e-06, 9.18877959e-07, 2.38699577e-05],
...,
[ -4.35106415e-07, -6.84169947e-07, -1.24262471e-07, ...,
-1.62915967e-04, -1.23588194e-04, -4.77000467e-05],
[ -1.51199367e-06, -8.28284783e-07, -5.89247634e-07, ...,
-1.68858416e-04, -1.03462946e-04, -3.43965730e-05],
[ 3.92155101e-07, 2.60341494e-06, 1.23754944e-06, ...,
-1.68239683e-04, -7.72523344e-05, -1.84494220e-05]],
[[ 1.98497219e-05, 5.09818856e-05, 8.01274873e-05, ...,
-1.90795959e-06, -2.95791961e-06, 4.66965560e-07],
[ 8.54501013e-06, 2.31228369e-05, 4.04806924e-05, ...,
-2.14270722e-06, -2.87321336e-06, 8.23827759e-06],
[ 8.27824806e-07, 3.26848522e-06, 6.40083317e-06, ...,
2.58567161e-06, 9.03281034e-07, 2.34647905e-05],
...,
[ -4.27720948e-07, -6.72556894e-07, -1.22153253e-07, ...,
-1.60150637e-04, -1.21490426e-04, -4.68903891e-05],
[ -1.48632921e-06, -8.14225587e-07, -5.79245750e-07, ...,
-1.65992213e-04, -1.01706770e-04, -3.38127247e-05],
[ 3.85498680e-07, 2.55922464e-06, 1.21654330e-06, ...,
-1.65384001e-04, -7.59410614e-05, -1.81362630e-05]],
[[ 1.93906872e-05, 4.98029040e-05, 7.82744974e-05, ...,
-1.86383704e-06, -2.88951605e-06, 4.56166731e-07],
[ 8.34740058e-06, 2.25881085e-05, 3.95445531e-05, ...,
-2.09315613e-06, -2.80676841e-06, 8.04776391e-06],
[ 8.08680966e-07, 3.19289984e-06, 6.25281018e-06, ...,
2.52587643e-06, 8.82392101e-07, 2.29221550e-05],
...,
[ -4.17829654e-07, -6.57003739e-07, -1.19328405e-07, ...,
-1.56447073e-04, -1.18680895e-04, -4.58060240e-05],
[ -1.45195713e-06, -7.95396204e-07, -5.65850371e-07, ...,
-1.62153563e-04, -9.93547510e-05, -3.30307885e-05],
[ 3.76583813e-07, 2.50004132e-06, 1.18841012e-06, ...,
-1.61559408e-04, -7.41848926e-05, -1.77168513e-05]],
...,
[[ 1.50253179e-08, 3.85909154e-08, 6.06527806e-08, ...,
-1.44423651e-09, -2.23900720e-09, 3.53471197e-10],
[ 6.46817488e-09, 1.75029111e-08, 3.06419992e-08, ...,
-1.62192970e-09, -2.17488871e-09, 6.23599261e-09],
[ 6.26624863e-10, 2.47409115e-09, 4.84513230e-09, ...,
1.95723304e-09, 6.83741619e-10, 1.77617530e-08],
...,
[ -3.23764821e-10, -5.09094322e-10, -9.24643348e-11, ...,
-1.21226577e-07, -9.19625904e-08, -3.54938443e-08],
[ -1.12508203e-09, -6.16330875e-10, -4.38462100e-10, ...,
-1.25648384e-07, -7.69872912e-08, -2.55946588e-08],
[ 2.91804580e-10, 1.93721417e-09, 9.20866716e-10, ...,
-1.25187995e-07, -5.74838523e-08, -1.37283074e-08]],
[[ 4.95530461e-09, 1.27271687e-08, 2.00031067e-08, ...,
-4.76304884e-10, -7.38417882e-10, 1.16573737e-10],
[ 2.13318452e-09, 5.77240789e-09, 1.01056381e-08, ...,
-5.34907563e-10, -7.17271742e-10, 2.05661177e-09],
[ 2.06658995e-10, 8.15947865e-10, 1.59791025e-09, ...,
6.45489606e-10, 2.25495955e-10, 5.85777293e-09],
...,
[ -1.06776671e-10, -1.67897779e-10, -3.04944611e-11, ...,
-3.99801650e-08, -3.03289909e-08, -1.17057635e-08],
[ -3.71048692e-10, -2.03264058e-10, -1.44603496e-10, ...,
-4.14384616e-08, -2.53901788e-08, -8.44104164e-09],
[ 9.62362690e-11, 6.38887443e-10, 3.03699094e-10, ...,
-4.12866257e-08, -1.89580014e-08, -4.52755433e-09]],
[[ 8.64568583e-10, 2.22055174e-09, 3.49000895e-09, ...,
-8.31025179e-11, -1.28834249e-10, 2.03390100e-11],
[ 3.72183867e-10, 1.00713127e-09, 1.76316450e-09, ...,
-9.33271169e-11, -1.25144797e-10, 3.58823943e-10],
[ 3.60564842e-11, 1.42361151e-10, 2.78792767e-10, ...,
1.12620725e-10, 3.93430358e-11, 1.02202535e-09],
...,
[ -1.86296846e-11, -2.92936855e-11, -5.32047063e-12, ...,
-6.97547353e-09, -5.29160005e-09, -2.04234385e-09],
[ -6.47381038e-11, -3.54641629e-11, -2.52294539e-11, ...,
-7.22990734e-09, -4.42990933e-09, -1.47273693e-09],
[ 1.67906643e-11, 1.11468813e-10, 5.29873923e-11, ...,
-7.20341520e-09, -3.30766614e-09, -7.89937615e-10]]],
[[[ -2.10103433e-04, -3.04714486e-05, 3.78664816e-04, ...,
-5.25474199e-04, -7.81593670e-04, -8.27993150e-04],
[ -6.47175300e-04, 4.79709008e-04, 5.06341632e-04, ...,
-2.57366832e-04, -6.35145290e-04, -8.58483545e-04],
[ -7.41044234e-04, 3.37473117e-04, 2.00962997e-04, ...,
-4.24077116e-05, 3.61056191e-05, -4.95880551e-04],
...,
[ -1.03278633e-03, -4.39794501e-04, -4.94504406e-04, ...,
-5.89536503e-04, -3.96516116e-04, -8.43153684e-04],
[ -1.07652019e-03, -3.92968912e-04, -6.25657965e-04, ...,
-5.96927595e-04, -1.72341795e-04, -7.37297931e-04],
[ -1.08051719e-03, -1.06662896e-03, -9.83612379e-04, ...,
-7.36911141e-04, -6.14450313e-04, -6.61443220e-04]],
[[ -1.06832595e-03, -6.85722858e-04, 4.89202386e-04, ...,
-1.56649854e-03, -2.42586993e-03, -2.56362138e-03],
[ -2.11908901e-03, 1.92381442e-03, 1.92110543e-03, ...,
-7.54610752e-04, -1.62127102e-03, -2.67391186e-03],
[ -2.34089606e-03, 1.45873101e-03, 1.06589950e-03, ...,
-2.57087115e-04, 3.68036679e-04, -1.64426130e-03],
...,
[ -3.83620290e-03, -1.49863528e-03, -2.10132170e-03, ...,
-2.68200645e-03, -2.20544590e-03, -3.92310508e-03],
[ -4.00873460e-03, -1.46098202e-03, -2.29038252e-03, ...,
-2.39275838e-03, -1.84285396e-03, -3.77547508e-03],
[ -4.00485983e-03, -4.00183676e-03, -3.63818230e-03, ...,
-3.46209412e-03, -3.43707344e-03, -3.61670461e-03]],
[[ -2.13580648e-03, -1.42300967e-03, 2.75683968e-04, ...,
-2.19062995e-03, -3.72986053e-03, -3.98379378e-03],
[ -3.65938898e-03, 4.62890416e-03, 4.47985064e-03, ...,
-8.51826626e-04, -1.45828561e-03, -4.09363722e-03],
[ -3.99773475e-03, 3.42061347e-03, 2.98655801e-03, ...,
-4.57880786e-04, 1.27048558e-03, -2.64426460e-03],
...,
[ -7.87447952e-03, -2.78648781e-03, -4.29307437e-03, ...,
-6.33080071e-03, -5.73801203e-03, -8.27434193e-03],
[ -8.23160075e-03, -2.79195933e-03, -4.54442063e-03, ...,
-5.54120354e-03, -5.01329452e-03, -8.08316469e-03],
[ -8.17872863e-03, -8.12984072e-03, -7.31558818e-03, ...,
-7.42166769e-03, -7.46966247e-03, -7.90671445e-03]],
...,
[[ 8.70355517e-02, 8.26602578e-02, 7.14876130e-02, ...,
-1.20596550e-01, -8.35089311e-02, -4.77405898e-02],
[ 8.71845186e-02, 1.97693612e-02, 1.73657425e-02, ...,
-1.16356425e-01, -7.47485459e-02, -6.20434061e-02],
[ 8.28412473e-02, 1.10229300e-02, 3.74812707e-02, ...,
-1.12658367e-01, -5.56005314e-02, -7.20736384e-02],
...,
[ -3.40403952e-02, -2.32280456e-02, -2.14596000e-02, ...,
-2.30078883e-02, -3.77885625e-02, -3.65780643e-03],
[ -2.05681361e-02, -2.41526328e-02, -2.97013484e-02, ...,
-1.88913308e-02, -4.02063727e-02, 7.85258878e-03],
[ -5.68371825e-03, -2.83954069e-02, -4.22370508e-02, ...,
3.61166894e-04, 1.05951400e-02, 2.17084717e-02]],
[[ 7.73129463e-02, 7.41781741e-02, 6.67592138e-02, ...,
-8.61935019e-02, -5.71907721e-02, -2.85912454e-02],
[ 7.96628147e-02, 1.98691301e-02, 1.73048452e-02, ...,
-7.00303391e-02, -2.77967341e-02, -3.76402326e-02],
[ 8.12271684e-02, 1.30244344e-02, 3.38959731e-02, ...,
-6.64314479e-02, -1.36067113e-02, -4.10751179e-02],
...,
[ -2.66983565e-02, -1.56611521e-02, -1.35291293e-02, ...,
-2.57226583e-02, -3.69691998e-02, -2.75836303e-03],
[ -1.98727995e-02, -1.96552202e-02, -2.19804868e-02, ...,
-2.03097239e-02, -3.23526822e-02, 6.83110394e-03],
[ -9.91664641e-03, -3.00426669e-02, -4.36752141e-02, ...,
1.24699960e-03, 9.03686881e-03, 1.62530188e-02]],
[[ 3.27413045e-02, 3.40344533e-02, 3.17932069e-02, ...,
-4.23669182e-02, -3.54005657e-02, -2.60554515e-02],
[ 3.81405540e-02, -1.12315612e-02, -1.18670380e-02, ...,
-1.51943900e-02, 6.23508170e-03, -2.89973859e-02],
[ 4.31001820e-02, -9.90148634e-03, -9.11988318e-04, ...,
-1.15428017e-02, 1.39961718e-02, -2.64285393e-02],
...,
[ -8.97726510e-03, 2.98457150e-03, 1.15966378e-02, ...,
-1.19974613e-02, -1.18309287e-02, 1.95386056e-02],
[ -1.19828507e-02, -1.38762593e-03, 3.25144408e-03, ...,
-6.17581978e-03, -4.14033001e-03, 2.48607863e-02],
[ -1.19618271e-02, -2.04761773e-02, -2.65686195e-02, ...,
1.99940260e-02, 2.57510189e-02, 2.64903121e-02]]],
[[[ 7.41272932e-04, 6.38303056e-04, 5.65233582e-04, ...,
2.33042892e-03, 1.50507176e-03, 8.36370571e-04],
[ 4.81076393e-04, 3.39191087e-04, 3.40898783e-04, ...,
2.82428972e-03, 1.57504401e-03, 1.08375528e-03],
[ 2.96114595e-04, 1.98651294e-04, 1.98681460e-04, ...,
3.05397995e-03, 1.89579884e-03, 1.39497663e-03],
...,
[ 8.37581683e-06, -1.14316426e-04, -2.68805976e-04, ...,
-3.67749901e-03, -3.12446035e-03, -2.28991546e-03],
[ 1.88354243e-04, 5.52302045e-05, -1.14317365e-04, ...,
-2.80330144e-03, -1.97734777e-03, -9.09776078e-04],
[ 3.98933073e-04, 2.84157839e-04, 1.15047995e-04, ...,
-3.28843808e-03, -2.71695713e-03, -2.18375935e-03]],
[[ 2.28000525e-03, 1.92035735e-03, 1.61977019e-03, ...,
7.25825597e-03, 4.98778513e-03, 2.89145485e-03],
[ 1.52759708e-03, 1.05438544e-03, 9.45158536e-04, ...,
7.96167739e-03, 4.81632398e-03, 3.78580717e-03],
[ 9.74159455e-04, 6.15792465e-04, 6.15792640e-04, ...,
7.56563013e-03, 5.66103123e-03, 4.91726119e-03],
...,
[ -6.88118962e-05, -4.34030313e-04, -9.32695635e-04, ...,
-8.63290392e-03, -7.92292040e-03, -6.73928345e-03],
[ 5.00351132e-04, 1.12120622e-04, -4.25825245e-04, ...,
-6.67020399e-03, -5.05176745e-03, -3.00705433e-03],
[ 1.15525187e-03, 8.32382357e-04, 3.10111936e-04, ...,
-8.58981162e-03, -7.47613143e-03, -6.46560825e-03]],
[[ 3.26320343e-03, 2.52734963e-03, 1.75245991e-03, ...,
1.37664843e-02, 9.71717481e-03, 5.81702869e-03],
[ 2.04552757e-03, 1.11533806e-03, 5.46095194e-04, ...,
1.40053462e-02, 9.19766631e-03, 7.45191984e-03],
[ 1.02472794e-03, 1.80858842e-04, -1.28727464e-04, ...,
1.32149253e-02, 1.06503749e-02, 9.74920951e-03],
...,
[ -2.51234334e-04, -8.55735387e-04, -1.73775794e-03, ...,
-1.59928314e-02, -1.55952908e-02, -1.35901310e-02],
[ 6.51327311e-04, 5.73705729e-05, -8.46904295e-04, ...,
-1.27144959e-02, -1.19571052e-02, -9.25850123e-03],
[ 1.58298411e-03, 1.15186861e-03, 3.33282369e-04, ...,
-1.64849795e-02, -1.48468018e-02, -1.29989944e-02]],
...,
[[ 3.08305901e-02, 3.70714515e-02, 2.92712729e-02, ...,
1.44334495e-01, 1.25013009e-01, 1.06822371e-01],
[ 4.13161106e-02, 4.14027199e-02, 2.93750726e-02, ...,
1.57757074e-01, 1.47038043e-01, 1.22011662e-01],
[ 4.54817414e-02, 3.72418687e-02, 2.20255479e-02, ...,
1.59529939e-01, 1.68634683e-01, 1.66549802e-01],
...,
[ 7.91342463e-03, 3.35016437e-02, 5.26301712e-02, ...,
-4.53754254e-02, -3.70660163e-02, -1.99839585e-02],
[ -8.74398742e-04, 2.68881936e-02, 4.95062247e-02, ...,
-3.74694504e-02, -1.85955893e-02, 3.27454414e-03],
[ -2.43761055e-02, 3.25646531e-03, 2.92383470e-02, ...,
-7.68911466e-03, 1.84111763e-04, 6.26699766e-03]],
[[ 1.56385805e-02, 2.03389078e-02, 2.03086790e-02, ...,
1.36399329e-01, 1.14235327e-01, 9.30953026e-02],
[ 2.65339017e-02, 2.78295353e-02, 2.32750475e-02, ...,
1.53114483e-01, 1.35994419e-01, 1.15340978e-01],
[ 3.51446979e-02, 3.08256671e-02, 2.40334924e-02, ...,
1.52998686e-01, 1.48323253e-01, 1.40152574e-01],
...,
[ 4.14583180e-03, 1.91097688e-02, 2.99463999e-02, ...,
-5.17430902e-03, -2.53515784e-03, 4.67621814e-03],
[ 5.04308147e-03, 2.02921703e-02, 3.17408741e-02, ...,
-1.02313561e-02, 2.96292035e-03, 1.23082288e-02],
[ -4.97693149e-03, 9.87267029e-03, 2.36892086e-02, ...,
1.08589903e-02, 1.29106492e-02, 1.67616811e-02]],
[[ 5.51602291e-03, 7.61413993e-03, 8.65122583e-03, ...,
3.63096036e-02, 3.23160067e-02, 2.37863846e-02],
[ 9.36488528e-03, 1.09844832e-02, 1.23487385e-02, ...,
5.07641807e-02, 3.57268862e-02, 3.53758857e-02],
[ 1.43410396e-02, 1.55776385e-02, 1.59188956e-02, ...,
5.16802669e-02, 3.92551497e-02, 4.41892706e-02],
...,
[ -3.75768007e-03, -3.33788060e-03, -5.11924317e-03, ...,
1.70659237e-02, 1.57630891e-02, 1.32709434e-02],
[ -1.19211338e-03, -1.79938460e-03, -3.32476757e-03, ...,
3.88225238e-03, 7.44103920e-03, 7.27669057e-03],
[ 5.82495471e-04, -5.04566822e-04, -1.87440123e-03, ...,
1.48600414e-02, 1.48366224e-02, 1.31415855e-02]]],
...,
[[[ -1.15786598e-03, -1.50764035e-03, -1.84073078e-03, ...,
-3.44196707e-03, -5.69279306e-03, -9.38087981e-03],
[ -1.15786598e-03, -1.50764035e-03, -1.84073066e-03, ...,
-5.68771362e-03, -7.17131980e-03, -1.40125286e-02],
[ -9.77419550e-04, -1.10167416e-03, -1.39987748e-03, ...,
-3.46491020e-03, -5.44772856e-03, -1.27898483e-02],
...,
[ -3.89329973e-04, -6.13566255e-04, -1.11162267e-03, ...,
2.47705635e-03, 2.24944693e-03, 1.74496672e-03],
[ -4.63480159e-04, -5.22962073e-04, -9.56691103e-04, ...,
4.04729275e-03, 3.92771699e-03, 3.03087104e-03],
[ -5.13778941e-04, -4.89220838e-04, -8.29370867e-04, ...,
4.00367891e-03, 3.90034844e-03, 3.40055185e-03]],
[[ -3.92121170e-03, -5.10761142e-03, -6.26401557e-03, ...,
-6.00761734e-03, -6.89264666e-03, -1.12068765e-02],
[ -3.92121170e-03, -5.10761142e-03, -6.26401557e-03, ...,
-8.32414534e-03, -4.62703267e-03, -1.61004383e-02],
[ -3.34083033e-03, -3.78531078e-03, -4.80948947e-03, ...,
-5.89767098e-03, -4.36289841e-03, -1.54310409e-02],
...,
[ 1.57599454e-04, -4.67949809e-04, -1.88567466e-03, ...,
1.93212449e-03, 3.02506145e-03, 1.99068431e-03],
[ 4.95515240e-04, 4.71110339e-04, -7.12382200e-04, ...,
7.45833246e-03, 8.39710701e-03, 6.09196536e-03],
[ 9.55232419e-04, 1.24839449e-03, 3.59446509e-04, ...,
8.21932871e-03, 8.48934613e-03, 7.62829790e-03]],
[[ -7.63417874e-03, -9.87202860e-03, -1.20958909e-02, ...,
-6.14706147e-03, -5.78567712e-03, -1.16670206e-02],
[ -7.63417874e-03, -9.87202860e-03, -1.20958909e-02, ...,
-1.11149335e-02, -1.83182897e-03, -1.74876302e-02],
[ -6.59020012e-03, -7.48011470e-03, -9.43049043e-03, ...,
-9.29921493e-03, -4.02066251e-03, -1.79586429e-02],
...,
[ 9.73902643e-04, -2.82310881e-04, -2.89496966e-03, ...,
-1.99118070e-03, 1.40087702e-03, -2.76622071e-04],
[ 1.98866636e-03, 1.91369199e-03, -2.44664465e-04, ...,
9.41329449e-03, 1.16752451e-02, 7.29217101e-03],
[ 3.19545856e-03, 3.78065789e-03, 2.18271045e-03, ...,
1.21577261e-02, 1.25235403e-02, 1.05736647e-02]],
...,
[[ 5.54910004e-02, 5.26821017e-02, 3.91486436e-02, ...,
3.01437285e-02, 4.75011319e-02, 6.28259704e-02],
[ 3.85660306e-02, 3.14735323e-02, 1.83074810e-02, ...,
2.55817156e-02, 3.58360559e-02, 4.36681136e-02],
[ 2.00827532e-02, 9.88219120e-03, -1.25983544e-03, ...,
3.59086767e-02, 3.84256989e-02, 3.98627557e-02],
...,
[ -3.33887897e-03, 1.89400651e-03, 1.03899557e-02, ...,
-1.06100896e-02, -2.28465255e-02, 7.00143911e-03],
[ -4.69207950e-03, -4.87384386e-04, 9.91070736e-03, ...,
-2.67139226e-02, 2.42657512e-02, 5.39615005e-02],
[ -4.33367817e-03, -2.91929021e-03, 5.64518478e-03, ...,
3.68547849e-02, 3.33434157e-02, 5.21477237e-02]],
[[ 4.82438654e-02, 5.41449487e-02, 5.11970967e-02, ...,
2.78736241e-02, 4.72093448e-02, 6.37493283e-02],
[ 4.33122367e-02, 4.56760377e-02, 4.16549742e-02, ...,
3.27983722e-02, 4.61629964e-02, 5.33947498e-02],
[ 3.76792923e-02, 3.52807119e-02, 2.93373689e-02, ...,
4.33902889e-02, 4.94515747e-02, 5.05739786e-02],
...,
[ 1.45578030e-02, 3.94903310e-02, 5.68451695e-02, ...,
1.08649926e-02, 2.40517035e-03, 1.58031918e-02],
[ -3.11145955e-03, 2.25146729e-02, 4.59807068e-02, ...,
3.05765960e-03, 1.85339041e-02, 3.40037905e-02],
[ -1.93506591e-02, 2.10729614e-03, 2.71387994e-02, ...,
3.95816378e-02, 3.12305074e-02, 3.45471874e-02]],
[[ 2.02724412e-02, 2.70814933e-02, 3.08058448e-02, ...,
3.82791040e-03, 1.32091027e-02, 2.26120725e-02],
[ 2.59569120e-02, 3.28101628e-02, 3.55728827e-02, ...,
1.05456877e-02, 1.95687711e-02, 2.34507583e-02],
[ 2.67170630e-02, 3.09859961e-02, 3.22830826e-02, ...,
1.64023470e-02, 2.32359488e-02, 2.17670947e-02],
...,
[ 1.61911594e-03, 1.50598194e-02, 2.53630765e-02, ...,
1.12961456e-02, 1.82736274e-02, 1.50017831e-02],
[ -8.61729868e-03, 4.89572110e-03, 1.79636627e-02, ...,
2.25596428e-02, 8.33905395e-03, 8.71303864e-03],
[ -1.80541165e-02, -6.56117359e-03, 7.12049007e-03, ...,
9.75754671e-03, 7.48692174e-03, 3.20448354e-03]]],
[[[ 5.76681865e-04, 6.50784292e-04, 6.32887066e-04, ...,
-1.56510260e-03, -2.64479150e-03, -3.34194582e-03],
[ 5.71012672e-04, 1.30402786e-03, -3.07315437e-04, ...,
-1.51689793e-03, -3.09729273e-03, -2.75486521e-03],
[ 4.20594617e-04, 5.44237788e-04, 1.55325746e-04, ...,
-1.18831068e-03, -2.74131121e-03, -2.17287242e-03],
...,
[ -1.82600715e-03, -5.30107529e-04, -1.19610480e-03, ...,
1.59050256e-03, 1.68151152e-03, 1.50196522e-03],
[ -2.28729006e-03, -3.59271362e-04, -1.46729313e-03, ...,
-2.55110674e-04, 1.61079442e-04, -1.50893029e-05],
[ -2.18924461e-03, -1.33107929e-03, -1.39474520e-03, ...,
-7.13059970e-04, -1.33556518e-04, -4.25717502e-04]],
[[ 1.93659752e-03, 2.37713219e-03, 2.11098278e-03, ...,
-5.20704221e-03, -8.64555500e-03, -1.00019313e-02],
[ 1.91470189e-03, 4.79162298e-03, -1.25407882e-03, ...,
-5.13104117e-03, -9.97686014e-03, -8.58139154e-03],
[ 1.31344784e-03, 1.70991349e-03, 3.30534705e-04, ...,
-4.33325954e-03, -9.30673163e-03, -7.48327747e-03],
...,
[ -2.47075432e-03, 1.60980714e-03, -9.10775270e-04, ...,
4.92291292e-03, 4.33983235e-03, 4.58397344e-03],
[ -3.15293809e-03, 2.39911932e-03, -1.09308888e-03, ...,
9.00462852e-04, 1.08922352e-04, 8.63487949e-05],
[ -4.21486748e-03, -1.78115058e-03, -1.87885831e-03, ...,
-2.47015129e-03, -2.95284018e-03, -2.82478053e-03]],
[[ 3.57413804e-03, 4.26416798e-03, 3.91353481e-03, ...,
-9.59896483e-03, -1.59948505e-02, -1.78258047e-02],
[ 3.56230466e-03, 9.61731188e-03, -2.49129022e-03, ...,
-9.62669030e-03, -1.82615407e-02, -1.58526562e-02],
[ 2.23937910e-03, 2.68536573e-03, 4.03377984e-04, ...,
-8.53581075e-03, -1.71549357e-02, -1.43451989e-02],
...,
[ -3.25722923e-03, 4.33577085e-03, -4.66914760e-04, ...,
1.03533054e-02, 9.05240979e-03, 9.06913728e-03],
[ -4.18912526e-03, 5.54471789e-03, -6.39255974e-04, ...,
6.98912656e-03, 4.92731249e-03, 2.97782477e-03],
[ -5.87887969e-03, -1.49648229e-03, -1.71600259e-03, ...,
-2.21140264e-03, -3.95177538e-03, -3.18437582e-03]],
...,
[[ 6.35006577e-02, 7.04518110e-02, 7.49946609e-02, ...,
-4.05706977e-03, 5.62326703e-03, 7.67539395e-03],
[ 7.74547830e-02, 6.86350763e-02, 5.22782169e-02, ...,
-1.50028942e-03, -1.14925401e-02, 5.82442107e-03],
[ 8.78768116e-02, 6.83043003e-02, 6.14346936e-02, ...,
-2.58875601e-02, -3.01904716e-02, -3.94358579e-03],
...,
[ -7.76066631e-02, -1.27567202e-01, -1.84455216e-01, ...,
6.24883808e-02, 4.39315066e-02, -4.69484180e-02],
[ -5.29673025e-02, -6.77566752e-02, -1.55888826e-01, ...,
5.14522828e-02, -3.40570547e-02, -7.81006515e-02],
[ -3.27101909e-02, -5.61919436e-02, -8.91150087e-02, ...,
-3.11078280e-02, -7.21289515e-02, -7.85081238e-02]],
[[ 2.77833380e-02, 3.14642340e-02, 3.61313857e-02, ...,
-1.77888963e-02, -5.05091064e-03, -7.78172689e-04],
[ 3.15150507e-02, 1.83192212e-02, 4.76243580e-03, ...,
-2.10508350e-02, -1.60156880e-02, 2.17397697e-03],
[ 2.94725653e-02, 5.63689694e-03, -2.64053140e-03, ...,
-2.71484274e-02, -2.55815089e-02, -1.17226003e-03],
...,
[ -6.07645474e-02, -1.15869537e-01, -1.68341398e-01, ...,
6.35129511e-02, 2.51070112e-02, -3.06838416e-02],
[ -2.82976851e-02, -6.09781221e-02, -1.30580127e-01, ...,
5.38890064e-02, -1.67302527e-02, -6.11864403e-02],
[ 1.05580641e-03, -3.42954658e-02, -7.23455101e-02, ...,
-4.06749453e-03, -4.74906117e-02, -6.02626801e-02]],
[[ 2.22650589e-03, 4.74062143e-03, 1.05010010e-02, ...,
-7.33514829e-03, 2.78755627e-03, 9.33125522e-03],
[ 2.73983879e-03, -6.62634615e-03, -1.34121608e-02, ...,
-8.93395860e-03, -5.99734439e-03, 1.43568534e-02],
[ 1.46210892e-03, -1.66964158e-02, -1.93360522e-02, ...,
-7.85179436e-03, -6.73698448e-03, 1.50687965e-02],
...,
[ -1.45524563e-02, -3.89072374e-02, -6.10882752e-02, ...,
1.68699566e-02, -1.24260616e-02, -5.29867643e-03],
[ -1.31733017e-03, -1.84958391e-02, -3.45759243e-02, ...,
1.65274478e-02, -3.87933757e-03, -1.75649635e-02],
[ 1.23788901e-02, -5.79919759e-03, -2.27424279e-02, ...,
1.35479728e-02, -1.00653004e-02, -1.99426971e-02]]],
[[[ -2.48566910e-04, -5.30250662e-04, -8.59189546e-04, ...,
1.48781139e-04, 7.55106274e-04, 7.65587611e-04],
[ -2.46760115e-04, -8.44790717e-04, -1.24023773e-03, ...,
-3.78718942e-05, 8.50310200e-04, 7.98183959e-04],
[ 6.15457202e-06, -2.42169684e-04, -4.89819271e-04, ...,
-2.62188347e-04, 6.02165470e-04, 7.55191373e-04],
...,
[ -5.00059407e-03, -5.26294997e-03, -5.53426985e-03, ...,
-1.86729990e-03, -1.76878180e-03, -5.36899315e-04],
[ -4.98309452e-03, -4.95824311e-03, -5.75227663e-03, ...,
-2.56576668e-03, -2.42898520e-03, -3.99088778e-04],
[ -3.99992149e-03, -4.32868116e-03, -4.46264539e-03, ...,
-2.80964281e-03, -2.30501546e-03, -1.30049686e-03]],
[[ -9.36149561e-04, -1.57776754e-03, -2.67755194e-03, ...,
4.28985280e-04, 2.33488856e-03, 2.35259184e-03],
[ -6.09574665e-04, -3.33429407e-03, -4.34228731e-03, ...,
-1.38077739e-04, 2.37369817e-03, 2.42316397e-03],
[ 2.14060623e-04, -7.97615852e-04, -1.83058181e-03, ...,
-9.77040268e-04, 1.52563979e-03, 2.28748331e-03],
...,
[ -9.27928556e-03, -1.11709069e-02, -1.19969528e-02, ...,
-1.36397302e-03, -1.74733275e-03, 1.27937098e-03],
[ -8.75599310e-03, -9.74525046e-03, -1.21668782e-02, ...,
-4.23078239e-03, -2.54756864e-03, 1.30489958e-03],
[ -7.60438200e-03, -9.16044507e-03, -9.76330508e-03, ...,
-4.69581177e-03, -3.87593545e-03, -2.17418908e-03]],
[[ -2.26396415e-03, -2.66401749e-03, -4.88378154e-03, ...,
4.86205361e-04, 3.83479428e-03, 3.88000114e-03],
[ -7.74062122e-04, -6.78832084e-03, -8.18203390e-03, ...,
-7.44898280e-04, 3.43337958e-03, 3.85429268e-03],
[ 7.78077636e-04, -1.44576817e-03, -3.55923548e-03, ...,
-2.29169312e-03, 1.65634695e-03, 3.39734415e-03],
...,
[ -1.31985825e-02, -1.77779794e-02, -1.91033501e-02, ...,
-2.14830833e-03, -1.89356506e-03, 3.33502609e-03],
[ -1.12405401e-02, -1.49323540e-02, -1.85300745e-02, ...,
-5.50905475e-03, -8.90932279e-05, 3.02489381e-03],
[ -8.27347860e-03, -1.20075140e-02, -1.35675408e-02, ...,
-7.44595146e-03, -5.83160669e-03, -3.11148772e-03]],
...,
[[ -2.16799956e-02, -1.33455135e-02, -3.83761618e-03, ...,
-1.46165015e-02, -3.38375382e-02, -5.83169684e-02],
[ -2.51831040e-02, -2.98917238e-02, -6.30406756e-03, ...,
1.87270399e-02, -4.63250838e-03, -3.73719744e-02],
[ -2.00142562e-02, -5.60625158e-02, -2.40554903e-02, ...,
5.96183389e-02, 4.35959026e-02, -6.78769965e-03],
...,
[ 5.54092054e-04, 1.14962989e-02, 1.99642405e-02, ...,
8.01191851e-02, 9.62533206e-02, 1.35329634e-01],
[ 7.84605183e-03, 2.37096474e-02, 3.69055569e-02, ...,
1.25309616e-01, 1.10490337e-01, 1.43780440e-01],
[ 1.93121880e-02, 1.20506808e-02, 4.05277126e-03, ...,
1.55407339e-01, 1.47067398e-01, 1.27150238e-01]],
[[ -6.25952035e-02, -4.53216955e-02, -3.49597521e-02, ...,
-1.74709894e-02, -2.79436186e-02, -4.63408604e-02],
[ -6.18779659e-02, -4.74824570e-02, -1.58368833e-02, ...,
1.87565573e-02, -3.14308354e-03, -3.07968222e-02],
[ -4.25651744e-02, -4.54327390e-02, -2.09746752e-02, ...,
4.35187966e-02, 3.92912477e-02, -8.79822858e-03],
...,
[ -1.17462216e-04, 3.35353166e-02, 5.59330806e-02, ...,
7.39839301e-02, 7.14992210e-02, 1.10801816e-01],
[ -3.06062913e-03, 3.38989832e-02, 5.63058294e-02, ...,
1.08849935e-01, 9.70006883e-02, 1.13914743e-01],
[ 9.91231995e-04, 3.49729275e-03, 1.18075972e-02, ...,
1.28282860e-01, 1.21433869e-01, 9.98247489e-02]],
[[ -3.11492793e-02, -2.07052566e-02, -1.81503072e-02, ...,
-1.39326658e-02, -1.40123190e-02, -1.58600025e-02],
[ -3.14816162e-02, -2.13986896e-02, -7.46374251e-03, ...,
1.24154668e-02, -2.26486591e-05, -1.11150583e-02],
[ -2.14582402e-02, -1.19923539e-02, -1.10308453e-02, ...,
1.20254159e-02, 1.98433604e-02, -6.02401653e-03],
...,
[ -1.12803616e-02, 2.30403803e-02, 3.53082307e-02, ...,
1.96042024e-02, 1.30334329e-02, 3.91534418e-02],
[ -1.38394143e-02, 2.24466119e-02, 3.24508622e-02, ...,
3.27084996e-02, 3.17177325e-02, 3.88085470e-02],
[ -1.43829463e-02, -1.06803561e-02, -9.81745310e-04, ...,
5.42700589e-02, 4.49590646e-02, 3.15525606e-02]]]], 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: 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)
<xarray.DataArray u'uvmet10' (u_v: 2, Time: 9, south_north: 96, west_east: 96)>
array([[[[ 5.44842768e+00, 5.32657337e+00, 5.19090414e+00, ...,
9.74800169e-01, 9.38300729e-01, 8.92079711e-01],
[ 5.42335033e+00, 5.32657337e+00, 5.21790028e+00, ...,
8.97422194e-01, 8.44173729e-01, 7.83434868e-01],
[ 5.39103889e+00, 5.31907272e+00, 5.23762465e+00, ...,
8.13240111e-01, 7.41986513e-01, 6.65677428e-01],
...,
[ -7.38177395e+00, -7.57967758e+00, -7.77310562e+00, ...,
-2.11620760e+00, -1.69266295e+00, -1.32833636e+00],
[ -7.11486149e+00, -7.31249237e+00, -7.50643826e+00, ...,
-2.07396603e+00, -1.67598069e+00, -1.33399570e+00],
[ -6.81922340e+00, -7.01256371e+00, -7.20293331e+00, ...,
-2.02622008e+00, -1.65795946e+00, -1.34205627e+00]],
[[ 4.73238230e+00, 4.82119703e+00, 4.90765429e+00, ...,
-3.24727893e+00, -3.23995042e+00, -3.20160532e+00],
[ 4.78799677e+00, 4.94517374e+00, 4.95554113e+00, ...,
-3.32565308e+00, -3.36115766e+00, -3.30507874e+00],
[ 4.80739117e+00, 4.98520803e+00, 4.95013428e+00, ...,
-3.39801478e+00, -3.45160675e+00, -3.40367293e+00],
...,
[ -9.82123756e+00, -9.75841427e+00, -9.77762794e+00, ...,
-2.48925829e+00, -2.50620580e+00, -2.45644021e+00],
[ -9.71394539e+00, -9.64334679e+00, -9.65370083e+00, ...,
-2.41186190e+00, -2.39479637e+00, -2.34042692e+00],
[ -9.66703606e+00, -9.62245083e+00, -9.58755398e+00, ...,
-2.33918667e+00, -2.27046752e+00, -2.21685815e+00]],
[[ 6.10773039e+00, 6.22282600e+00, 6.35762358e+00, ...,
-4.24965525e+00, -4.44835377e+00, -4.57906961e+00],
[ 6.04928589e+00, 6.16890287e+00, 6.29957533e+00, ...,
-4.18448257e+00, -4.37975121e+00, -4.56163263e+00],
[ 6.00298882e+00, 6.12597036e+00, 6.25380087e+00, ...,
-4.03038549e+00, -4.28521442e+00, -4.54437685e+00],
...,
[ -7.76654720e+00, -7.86267614e+00, -7.95775843e+00, ...,
-4.15911007e+00, -3.95391440e+00, -3.78844476e+00],
[ -7.70256186e+00, -7.82767344e+00, -7.93866634e+00, ...,
-3.85379291e+00, -3.78259206e+00, -3.73458147e+00],
[ -7.53953409e+00, -7.71790504e+00, -7.86991835e+00, ...,
-3.67935753e+00, -3.65187669e+00, -3.61648250e+00]],
...,
[[ 6.82755899e+00, 7.07593966e+00, 7.34860802e+00, ...,
1.61116958e+00, 5.33641934e-01, -6.26187325e-01],
[ 6.82755899e+00, 7.07593966e+00, 7.34860802e+00, ...,
1.56423247e+00, 7.15958297e-01, -1.82917893e-01],
[ 6.94197702e+00, 7.17936897e+00, 7.42402077e+00, ...,
1.49483335e+00, 8.98734510e-01, 2.62883574e-01],
...,
[ -4.18920517e+00, -4.25662136e+00, -4.29624033e+00, ...,
-6.04421854e+00, -5.85178804e+00, -5.61132669e+00],
[ -4.15453529e+00, -4.22158480e+00, -4.27265549e+00, ...,
-5.36441374e+00, -5.12931395e+00, -4.92692709e+00],
[ -4.09555578e+00, -4.16696548e+00, -4.22957182e+00, ...,
-4.90713739e+00, -4.58681917e+00, -4.34325600e+00]],
[[ 6.88561964e+00, 7.03378439e+00, 7.15649700e+00, ...,
-5.37899792e-01, -1.55311928e-03, 6.14939690e-01],
[ 6.81711197e+00, 6.95665026e+00, 7.11320543e+00, ...,
-4.29377884e-01, 3.59192155e-02, 6.44787550e-01],
[ 6.78208780e+00, 6.94335270e+00, 7.12714720e+00, ...,
-2.90889680e-01, 1.09663025e-01, 6.55049920e-01],
...,
[ -3.25466466e+00, -3.53454995e+00, -3.82233429e+00, ...,
-5.47125673e+00, -5.16124487e+00, -4.81929302e+00],
[ -3.12211323e+00, -3.41763282e+00, -3.73191118e+00, ...,
-5.30434752e+00, -4.95837545e+00, -4.57962132e+00],
[ -2.99253297e+00, -3.28114820e+00, -3.63603067e+00, ...,
-5.25615978e+00, -4.92666817e+00, -4.54636955e+00]],
[[ 5.51954126e+00, 5.75874090e+00, 6.01111841e+00, ...,
-8.08141172e-01, -1.05173659e+00, -1.41521287e+00],
[ 5.58519173e+00, 5.74268055e+00, 6.00887966e+00, ...,
-8.37396443e-01, -1.00429952e+00, -1.35256124e+00],
[ 5.76725006e+00, 5.91219854e+00, 6.14079905e+00, ...,
-9.06158626e-01, -1.02613509e+00, -1.34542966e+00],
...,
[ -1.34485447e+00, -1.27368951e+00, -1.22132218e+00, ...,
-4.37363386e+00, -4.27938318e+00, -4.30419683e+00],
[ -1.27311766e+00, -1.26799357e+00, -1.26634645e+00, ...,
-4.38918304e+00, -4.24336147e+00, -4.19922209e+00],
[ -1.22541118e+00, -1.28381968e+00, -1.32453823e+00, ...,
-4.57214880e+00, -4.42320347e+00, -4.31364393e+00]]],
[[[ -3.12575674e+00, -2.87244558e+00, -2.61624336e+00, ...,
8.97211647e+00, 8.84425831e+00, 8.71323490e+00],
[ -3.27083254e+00, -3.03844213e+00, -2.80332994e+00, ...,
9.21832371e+00, 9.08703613e+00, 8.94779396e+00],
[ -3.42380333e+00, -3.21364045e+00, -3.00101519e+00, ...,
9.48805141e+00, 9.35390759e+00, 9.20633125e+00],
...,
[ -3.49510884e+00, -3.51680660e+00, -3.54133034e+00, ...,
1.23823002e-01, 5.56390546e-02, 7.81657547e-03],
[ -3.16010499e+00, -3.17682743e+00, -3.19729638e+00, ...,
1.37326255e-01, 8.35999399e-02, 4.81338985e-02],
[ -2.85200334e+00, -2.86352539e+00, -2.87985754e+00, ...,
1.37326255e-01, 9.93320793e-02, 7.73488507e-02]],
[[ -3.14493442e+00, -2.84019327e+00, -2.50256348e+00, ...,
9.40586472e+00, 9.23254967e+00, 9.10322571e+00],
[ -3.17789316e+00, -2.86413717e+00, -2.59593344e+00, ...,
9.59806061e+00, 9.48305798e+00, 9.45014286e+00],
[ -3.20060444e+00, -2.97355247e+00, -2.78169322e+00, ...,
9.78393459e+00, 9.71913624e+00, 9.74675655e+00],
...,
[ -3.06078601e+00, -3.14908028e+00, -3.26869774e+00, ...,
7.62840807e-02, 9.25871283e-02, 9.94453430e-02],
[ -2.81840801e+00, -2.94077706e+00, -3.06026530e+00, ...,
6.37291446e-02, 8.82612616e-02, 1.11652009e-01],
[ -2.57223344e+00, -2.72390556e+00, -2.86063552e+00, ...,
6.48494214e-02, 9.46592912e-02, 1.30304337e-01]],
[[ -1.64876604e+00, -1.51948166e+00, -1.37604940e+00, ...,
1.26561489e+01, 1.25446167e+01, 1.24405079e+01],
[ -1.90830922e+00, -1.77075434e+00, -1.61560178e+00, ...,
1.23720541e+01, 1.23252573e+01, 1.23148918e+01],
[ -2.13894892e+00, -1.99349260e+00, -1.83156800e+00, ...,
1.21557741e+01, 1.21758375e+01, 1.22293329e+01],
...,
[ -5.16580105e+00, -5.31649351e+00, -5.46015644e+00, ...,
-1.90268114e-01, -7.30289593e-02, 6.89911842e-02],
[ -5.05951786e+00, -5.18773460e+00, -5.30613422e+00, ...,
-2.46734232e-01, -9.34921056e-02, 3.87215540e-02],
[ -4.98007965e+00, -5.08026791e+00, -5.16955280e+00, ...,
-1.55588552e-01, -1.00158826e-02, 9.81744826e-02]],
...,
[[ -3.48983383e+00, -3.31413651e+00, -3.16549397e+00, ...,
1.06358795e+01, 9.68630028e+00, 9.38345242e+00],
[ -3.50597954e+00, -3.27736759e+00, -3.08662844e+00, ...,
1.14100552e+01, 1.06147280e+01, 1.03440113e+01],
[ -3.53085327e+00, -3.27736759e+00, -3.08662844e+00, ...,
1.19906073e+01, 1.13477917e+01, 1.08946486e+01],
...,
[ -5.78437567e+00, -5.73372698e+00, -5.72094154e+00, ...,
2.63009095e+00, 2.53400707e+00, 2.38294363e+00],
[ -5.69760847e+00, -5.63460875e+00, -5.58544493e+00, ...,
2.16696453e+00, 1.99139476e+00, 1.89267480e+00],
[ -5.63056087e+00, -5.57080269e+00, -5.49680424e+00, ...,
1.42448509e+00, 1.27382755e+00, 1.30305815e+00]],
[[ -3.48567557e+00, -3.27095413e+00, -3.43102455e+00, ...,
1.29505281e+01, 1.30691357e+01, 1.26829290e+01],
[ -3.82556272e+00, -3.56458187e+00, -3.67675805e+00, ...,
1.30818672e+01, 1.32602654e+01, 1.29063463e+01],
[ -4.13067579e+00, -3.98851609e+00, -3.84837341e+00, ...,
1.33533697e+01, 1.34146614e+01, 1.30744419e+01],
...,
[ -6.01600933e+00, -6.09431362e+00, -6.16496086e+00, ...,
3.16210568e-01, 1.71958134e-01, -1.73927546e-01],
[ -5.79274845e+00, -5.98326731e+00, -6.06228209e+00, ...,
-1.00142106e-01, -8.68098736e-02, -3.36804092e-01],
[ -5.56898212e+00, -5.78606176e+00, -5.92113543e+00, ...,
-2.21601307e-01, -1.79922402e-01, -3.35866004e-01]],
[[ -3.30867362e+00, -3.23680305e+00, -3.26447129e+00, ...,
1.34184170e+01, 1.33944931e+01, 1.34171276e+01],
[ -3.31716728e+00, -3.21610332e+00, -3.15474081e+00, ...,
1.34499693e+01, 1.34291010e+01, 1.34975224e+01],
[ -3.33393478e+00, -3.22963786e+00, -3.11012459e+00, ...,
1.35383701e+01, 1.35308781e+01, 1.35698051e+01],
...,
[ -3.42148519e+00, -3.45602441e+00, -3.55704546e+00, ...,
-1.07807875e+00, -1.03109562e+00, -9.49430227e-01],
[ -3.19904041e+00, -3.22781754e+00, -3.30383134e+00, ...,
-9.66118455e-01, -1.10820150e+00, -1.34677768e+00],
[ -3.00472856e+00, -3.02299309e+00, -3.09630179e+00, ...,
-1.11920798e+00, -1.35929394e+00, -1.71208560e+00]]]], dtype=float32)
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)>
array([[[[[ 5.57110310e+00, 5.45100880e+00, 5.32669830e+00, ...,
8.96481514e-01, 8.35512221e-01, 7.63919592e-01],
[ 5.57079983e+00, 5.47562218e+00, 5.37727833e+00, ...,
8.00660372e-01, 7.28504181e-01, 6.47763133e-01],
[ 5.56049538e+00, 5.49059439e+00, 5.42076254e+00, ...,
6.96611285e-01, 6.12392068e-01, 5.21795034e-01],
...,
[ -8.36647797e+00, -8.53802967e+00, -8.70156097e+00, ...,
-2.44479513e+00, -2.18261385e+00, -1.98379612e+00],
[ -8.11189651e+00, -8.28458500e+00, -8.44973373e+00, ...,
-2.46024990e+00, -2.21581697e+00, -2.02759457e+00],
[ -7.82521009e+00, -7.99498653e+00, -8.15786171e+00, ...,
-2.47085762e+00, -2.24512434e+00, -2.06775427e+00]],
[[ 6.32823563e+00, 6.26767540e+00, 6.20571709e+00, ...,
9.16110635e-01, 8.39711428e-01, 7.55932808e-01],
[ 6.29560804e+00, 6.25583839e+00, 6.21342945e+00, ...,
8.30943942e-01, 7.44977593e-01, 6.53097987e-01],
[ 6.25252628e+00, 6.23135090e+00, 6.20602655e+00, ...,
7.38127947e-01, 6.41907454e-01, 5.41336894e-01],
...,
[ -9.18011284e+00, -9.32972908e+00, -9.47104645e+00, ...,
-4.11314583e+00, -3.93591738e+00, -3.80093002e+00],
[ -8.94219303e+00, -9.09276962e+00, -9.23542404e+00, ...,
-4.12965488e+00, -3.96828461e+00, -3.84415579e+00],
[ -8.67688370e+00, -8.82471085e+00, -8.96516800e+00, ...,
-4.13943148e+00, -3.99500537e+00, -3.88208961e+00]],
[[ 7.36251354e+00, 7.38853931e+00, 7.41175938e+00, ...,
1.02454495e+00, 9.36414480e-01, 8.40716958e-01],
[ 7.28572750e+00, 7.32164383e+00, 7.35564470e+00, ...,
9.53225732e-01, 8.55248034e-01, 7.50968337e-01],
[ 7.19530010e+00, 7.24068069e+00, 7.28530788e+00, ...,
8.74076426e-01, 7.65575767e-01, 6.52131140e-01],
...,
[ -9.80811119e+00, -9.92670536e+00, -1.00370140e+01, ...,
-5.66890001e+00, -5.54890823e+00, -5.44946861e+00],
[ -9.58416557e+00, -9.70502663e+00, -9.81788063e+00, ...,
-5.65816879e+00, -5.54904175e+00, -5.45660830e+00],
[ -9.33408356e+00, -9.45399475e+00, -9.56635475e+00, ...,
-5.65098715e+00, -5.55287647e+00, -5.46653748e+00]],
...,
[[ -1.66809120e+01, -1.65752411e+01, -1.64642677e+01, ...,
-1.60016823e+01, -1.59684315e+01, -1.59101906e+01],
[ -1.64163094e+01, -1.63019638e+01, -1.61825714e+01, ...,
-1.59803944e+01, -1.59598808e+01, -1.59141178e+01],
[ -1.61348801e+01, -1.60118275e+01, -1.58840466e+01, ...,
-1.59528942e+01, -1.59399586e+01, -1.59065475e+01],
...,
[ -4.89073849e+00, -5.01818180e+00, -5.14307499e+00, ...,
-6.10790300e+00, -6.07347107e+00, -6.04759121e+00],
[ -4.83766174e+00, -4.96406937e+00, -5.08781433e+00, ...,
-5.98060703e+00, -5.95010233e+00, -5.92909193e+00],
[ -4.78015995e+00, -4.90538883e+00, -5.02792978e+00, ...,
-5.86179924e+00, -5.83504200e+00, -5.81855059e+00]],
[[ -1.33464527e+01, -1.32280378e+01, -1.31049824e+01, ...,
-1.74015369e+01, -1.74733219e+01, -1.75306015e+01],
[ -1.31049681e+01, -1.29769058e+01, -1.28443680e+01, ...,
-1.73682709e+01, -1.74442501e+01, -1.75071297e+01],
[ -1.28511772e+01, -1.27139206e+01, -1.25723896e+01, ...,
-1.73323479e+01, -1.74121017e+01, -1.74803238e+01],
...,
[ -6.50721550e+00, -6.65926838e+00, -6.80692959e+00, ...,
-1.03824768e+01, -1.03648987e+01, -1.03478012e+01],
[ -6.47328377e+00, -6.62641144e+00, -6.77524185e+00, ...,
-1.02270489e+01, -1.02101746e+01, -1.01944838e+01],
[ -6.43262291e+00, -6.58623028e+00, -6.73569870e+00, ...,
-1.00770016e+01, -1.00609932e+01, -1.00467052e+01]],
[[ -1.37767696e+01, -1.36147051e+01, -1.34477158e+01, ...,
-1.58003740e+01, -1.59578037e+01, -1.61176262e+01],
[ -1.36274614e+01, -1.34588909e+01, -1.32856789e+01, ...,
-1.57084026e+01, -1.58654785e+01, -1.60262718e+01],
[ -1.34728546e+01, -1.32985725e+01, -1.31199360e+01, ...,
-1.56174583e+01, -1.57736301e+01, -1.59348974e+01],
...,
[ -7.95047283e+00, -8.02222729e+00, -8.09005928e+00, ...,
-1.07092094e+01, -1.07500515e+01, -1.07833796e+01],
[ -7.87236977e+00, -7.94750023e+00, -8.01895905e+00, ...,
-1.06204605e+01, -1.06581717e+01, -1.06885796e+01],
[ -7.79049540e+00, -7.86841488e+00, -7.94291878e+00, ...,
-1.05341454e+01, -1.05686703e+01, -1.05961552e+01]]],
[[[ 5.15933800e+00, 5.25348234e+00, 5.32708597e+00, ...,
-3.52102470e+00, -3.50975895e+00, -3.46617389e+00],
[ 5.18603802e+00, 5.34427357e+00, 5.37229347e+00, ...,
-3.59608221e+00, -3.64244795e+00, -3.58488798e+00],
[ 5.19591045e+00, 5.38133812e+00, 5.37308216e+00, ...,
-3.67522526e+00, -3.74819422e+00, -3.69906211e+00],
...,
[ -1.06302509e+01, -1.05616360e+01, -1.06035433e+01, ...,
-4.24943733e+00, -4.24630451e+00, -4.17960215e+00],
[ -1.05139923e+01, -1.04408693e+01, -1.04715376e+01, ...,
-4.17164421e+00, -4.13348961e+00, -4.05807590e+00],
[ -1.04727669e+01, -1.04226217e+01, -1.03844757e+01, ...,
-4.09340572e+00, -3.99804521e+00, -3.91470528e+00]],
[[ 5.89843607e+00, 6.03193045e+00, 6.16991043e+00, ...,
-3.66593838e+00, -3.66756248e+00, -3.64096832e+00],
[ 5.97959757e+00, 6.18296623e+00, 6.22785378e+00, ...,
-3.75565720e+00, -3.80315757e+00, -3.75791669e+00],
[ 5.97718525e+00, 6.20647621e+00, 6.20159674e+00, ...,
-3.85205650e+00, -3.92520523e+00, -3.87735844e+00],
...,
[ -1.14731522e+01, -1.14006147e+01, -1.14357643e+01, ...,
-6.25333500e+00, -6.11295605e+00, -5.91529751e+00],
[ -1.13416309e+01, -1.12641897e+01, -1.12861481e+01, ...,
-6.10530376e+00, -5.95815849e+00, -5.75778103e+00],
[ -1.12815533e+01, -1.12313814e+01, -1.11904945e+01, ...,
-5.95178986e+00, -5.76860332e+00, -5.57264423e+00]],
[[ 6.24637032e+00, 6.41101408e+00, 6.56668186e+00, ...,
-3.65192366e+00, -3.66496539e+00, -3.65525246e+00],
[ 6.29311752e+00, 6.52199745e+00, 6.61547899e+00, ...,
-3.74477196e+00, -3.80586052e+00, -3.77589655e+00],
[ 6.22959042e+00, 6.46540499e+00, 6.53214693e+00, ...,
-3.84829021e+00, -3.93966079e+00, -3.89891577e+00],
...,
[ -1.17509022e+01, -1.16779871e+01, -1.17272205e+01, ...,
-7.16095352e+00, -6.90356731e+00, -6.64628124e+00],
[ -1.16156368e+01, -1.15373878e+01, -1.15677052e+01, ...,
-6.96057320e+00, -6.70793247e+00, -6.45303392e+00],
[ -1.15511379e+01, -1.15046091e+01, -1.14680672e+01, ...,
-6.76424503e+00, -6.51777840e+00, -6.26053476e+00]],
...,
[[ -8.74995041e+00, -8.50344086e+00, -8.26547623e+00, ...,
-1.97809849e+01, -2.01334076e+01, -2.04506817e+01],
[ -8.66934013e+00, -8.45770073e+00, -8.22927856e+00, ...,
-1.92244949e+01, -1.97601357e+01, -2.02404175e+01],
[ -8.53066635e+00, -8.35728645e+00, -8.16419029e+00, ...,
-1.88596344e+01, -1.94327698e+01, -1.99969406e+01],
...,
[ -5.39282846e+00, -5.56091118e+00, -5.81672764e+00, ...,
-1.17205868e+01, -1.16924763e+01, -1.16670780e+01],
[ -5.41713238e+00, -5.54639387e+00, -5.72800159e+00, ...,
-1.15086794e+01, -1.14796066e+01, -1.14581528e+01],
[ -5.41117954e+00, -5.53325653e+00, -5.66476727e+00, ...,
-1.13279018e+01, -1.13007050e+01, -1.12463150e+01]],
[[ -9.09062386e+00, -8.88309288e+00, -8.68593025e+00, ...,
-2.22246628e+01, -2.24564667e+01, -2.25272293e+01],
[ -8.67168617e+00, -8.48080444e+00, -8.30157852e+00, ...,
-2.20221748e+01, -2.25088692e+01, -2.26320419e+01],
[ -8.25924492e+00, -8.13634109e+00, -7.97256279e+00, ...,
-2.19425812e+01, -2.23970566e+01, -2.25248985e+01],
...,
[ -8.63331223e+00, -8.81589317e+00, -8.99563026e+00, ...,
-1.19313812e+01, -1.20006752e+01, -1.20249958e+01],
[ -8.53111744e+00, -8.68566513e+00, -8.88031006e+00, ...,
-1.18472347e+01, -1.18899193e+01, -1.19103603e+01],
[ -8.48772907e+00, -8.59394264e+00, -8.67855072e+00, ...,
-1.18100777e+01, -1.17896404e+01, -1.17523441e+01]],
[[ -1.32331753e+01, -1.30549307e+01, -1.29253960e+01, ...,
-2.21124649e+01, -2.23548183e+01, -2.23387871e+01],
[ -1.25221539e+01, -1.23472176e+01, -1.22402554e+01, ...,
-2.17960205e+01, -2.20686646e+01, -2.22284355e+01],
[ -1.18872910e+01, -1.18214169e+01, -1.17690516e+01, ...,
-2.17539101e+01, -2.20110893e+01, -2.22201538e+01],
...,
[ -7.76076794e+00, -7.91837406e+00, -8.02023125e+00, ...,
-8.97893143e+00, -9.21014786e+00, -9.45758629e+00],
[ -7.66240215e+00, -7.77170134e+00, -7.87877941e+00, ...,
-9.17880630e+00, -9.39066982e+00, -9.61004257e+00],
[ -7.60436869e+00, -7.55109024e+00, -7.54829884e+00, ...,
-9.42207718e+00, -9.58273029e+00, -9.68650055e+00]]],
[[[ 6.64608574e+00, 6.74942589e+00, 6.87659931e+00, ...,
-4.64008522e+00, -4.86627293e+00, -5.02882195e+00],
[ 6.52969933e+00, 6.69052124e+00, 6.87629175e+00, ...,
-4.55551195e+00, -4.78857660e+00, -5.02653408e+00],
[ 6.45938587e+00, 6.64744329e+00, 6.85937881e+00, ...,
-4.38172817e+00, -4.68197203e+00, -4.99319363e+00],
...,
[ -8.45624161e+00, -8.58956909e+00, -8.73453712e+00, ...,
-5.99476242e+00, -5.78995228e+00, -5.62855482e+00],
[ -8.30935383e+00, -8.50364208e+00, -8.69777870e+00, ...,
-5.65376091e+00, -5.59997129e+00, -5.55719948e+00],
[ -8.01037502e+00, -8.31223488e+00, -8.60524273e+00, ...,
-5.46807957e+00, -5.45215416e+00, -5.39942265e+00]],
[[ 6.85282564e+00, 6.97819853e+00, 7.12903881e+00, ...,
-4.92255974e+00, -5.16211319e+00, -5.32167625e+00],
[ 6.75546551e+00, 6.89629841e+00, 7.06829739e+00, ...,
-4.84959984e+00, -5.09993696e+00, -5.34521198e+00],
[ 6.69129992e+00, 6.84223366e+00, 7.02453709e+00, ...,
-4.71401882e+00, -5.02208614e+00, -5.32371902e+00],
...,
[ -9.01284599e+00, -9.18662453e+00, -9.37758350e+00, ...,
-9.13721275e+00, -8.79082108e+00, -8.44509506e+00],
[ -8.84760284e+00, -9.05070019e+00, -9.26770496e+00, ...,
-8.86719513e+00, -8.53472519e+00, -8.23292732e+00],
[ -8.59637070e+00, -8.83872032e+00, -9.09297276e+00, ...,
-8.59803295e+00, -8.34948730e+00, -8.07808495e+00]],
[[ 6.85904884e+00, 7.02409172e+00, 7.20602989e+00, ...,
-4.94601870e+00, -5.18511391e+00, -5.34468460e+00],
[ 6.77848148e+00, 6.93653488e+00, 7.11857939e+00, ...,
-4.88182592e+00, -5.14159393e+00, -5.39613438e+00],
[ 6.71449280e+00, 6.87422037e+00, 7.05983019e+00, ...,
-4.78940201e+00, -5.09181499e+00, -5.38516140e+00],
...,
[ -9.20265579e+00, -9.38047504e+00, -9.58049488e+00, ...,
-1.09999237e+01, -1.04688396e+01, -9.93691921e+00],
[ -9.03956985e+00, -9.23242664e+00, -9.44592667e+00, ...,
-1.05266457e+01, -1.00034657e+01, -9.49503136e+00],
[ -8.82447815e+00, -9.03276253e+00, -9.26015854e+00, ...,
-1.00290203e+01, -9.57483292e+00, -9.11880970e+00]],
...,
[[ -9.62713432e+00, -9.45528030e+00, -9.33037758e+00, ...,
-2.05125694e+01, -2.04896755e+01, -2.03870201e+01],
[ -9.43233681e+00, -9.29256058e+00, -9.20529270e+00, ...,
-2.03336411e+01, -2.03729572e+01, -2.02582455e+01],
[ -9.22581482e+00, -9.14605427e+00, -9.12841892e+00, ...,
-2.01838245e+01, -2.02157516e+01, -2.00973873e+01],
...,
[ -1.18813848e+01, -1.18115082e+01, -1.16605625e+01, ...,
-7.75288916e+00, -7.92413521e+00, -8.08522034e+00],
[ -1.17363701e+01, -1.17396336e+01, -1.16680737e+01, ...,
-8.02685165e+00, -8.15813065e+00, -8.29135895e+00],
[ -1.15317135e+01, -1.16197395e+01, -1.16546001e+01, ...,
-8.26509571e+00, -8.36708641e+00, -8.46880722e+00]],
[[ -1.29726267e+01, -1.26733913e+01, -1.23894672e+01, ...,
-1.50635452e+01, -1.46434422e+01, -1.42491322e+01],
[ -1.26563272e+01, -1.23220825e+01, -1.20093927e+01, ...,
-1.57637091e+01, -1.51860809e+01, -1.45602417e+01],
[ -1.23337469e+01, -1.20003643e+01, -1.16984825e+01, ...,
-1.63781433e+01, -1.56929607e+01, -1.49218750e+01],
...,
[ -1.55244179e+01, -1.54682102e+01, -1.52876549e+01, ...,
-8.94131279e+00, -9.08042908e+00, -9.19686127e+00],
[ -1.52925520e+01, -1.52925529e+01, -1.52029047e+01, ...,
-8.90060425e+00, -9.01619053e+00, -9.09602928e+00],
[ -1.50219126e+01, -1.50986223e+01, -1.51115494e+01, ...,
-8.78069496e+00, -8.87150383e+00, -8.92575455e+00]],
[[ -1.85750732e+01, -1.84280758e+01, -1.82588367e+01, ...,
-1.51728096e+01, -1.42411737e+01, -1.33629007e+01],
[ -1.82393150e+01, -1.80439415e+01, -1.78283691e+01, ...,
-1.60303040e+01, -1.48587160e+01, -1.37393188e+01],
[ -1.78566437e+01, -1.76361656e+01, -1.74159374e+01, ...,
-1.65703564e+01, -1.53757591e+01, -1.42047110e+01],
...,
[ -1.61445751e+01, -1.60203285e+01, -1.56808052e+01, ...,
-9.16918468e+00, -9.28398705e+00, -9.39070320e+00],
[ -1.60509720e+01, -1.60034904e+01, -1.57573948e+01, ...,
-8.85879135e+00, -9.00526619e+00, -9.11003494e+00],
[ -1.59203100e+01, -1.59605560e+01, -1.58409920e+01, ...,
-8.48484802e+00, -8.64202595e+00, -8.76127625e+00]]],
...,
[[[ 7.29605055e+00, 7.58561468e+00, 7.91976595e+00, ...,
1.75028729e+00, 5.78028917e-01, -6.77133441e-01],
[ 7.29605055e+00, 7.57731628e+00, 7.88493061e+00, ...,
1.70127678e+00, 7.76429713e-01, -2.80733466e-01],
[ 7.49481297e+00, 7.69730091e+00, 7.92681503e+00, ...,
1.63013721e+00, 9.75286782e-01, 1.84863329e-01],
...,
[ -5.05770540e+00, -5.11227322e+00, -5.15230131e+00, ...,
-7.69562721e+00, -7.40640736e+00, -7.25033665e+00],
[ -5.00393772e+00, -5.06174946e+00, -5.10322666e+00, ...,
-6.75138664e+00, -6.44153500e+00, -6.22502613e+00],
[ -4.93504906e+00, -4.99647665e+00, -5.04161119e+00, ...,
-6.14005089e+00, -5.72134113e+00, -5.42103958e+00]],
[[ 7.66365814e+00, 7.96128750e+00, 8.30407429e+00, ...,
1.61700940e+00, 5.73540151e-01, -4.77957726e-01],
[ 7.66365814e+00, 7.95181131e+00, 8.27372265e+00, ...,
1.60398054e+00, 7.52695501e-01, -1.95199549e-01],
[ 7.86624146e+00, 8.08196545e+00, 8.31847382e+00, ...,
1.55980802e+00, 9.40934539e-01, 2.18276739e-01],
...,
[ -6.04137182e+00, -6.11107731e+00, -6.15526199e+00, ...,
-9.40513992e+00, -9.02616119e+00, -8.66230583e+00],
[ -5.91711092e+00, -6.00928068e+00, -6.08293819e+00, ...,
-8.45597649e+00, -8.06699657e+00, -7.74319649e+00],
[ -5.79139614e+00, -5.89619064e+00, -5.98935413e+00, ...,
-7.76873159e+00, -7.31377220e+00, -6.97043896e+00]],
[[ 7.73794270e+00, 8.02630234e+00, 8.36093807e+00, ...,
1.39703989e+00, 5.71354091e-01, -2.12805897e-01],
[ 7.73794270e+00, 8.01961517e+00, 8.33972549e+00, ...,
1.40032125e+00, 7.08168685e-01, -3.26211825e-02],
[ 7.92073822e+00, 8.14986038e+00, 8.39873505e+00, ...,
1.37981987e+00, 8.74520659e-01, 3.09502065e-01],
...,
[ -6.42975616e+00, -6.50484562e+00, -6.55043411e+00, ...,
-1.00093946e+01, -9.59351158e+00, -9.15555191e+00],
[ -6.28159904e+00, -6.39065790e+00, -6.47670269e+00, ...,
-9.09002972e+00, -8.66657257e+00, -8.28781319e+00],
[ -6.13031340e+00, -6.25946188e+00, -6.37371588e+00, ...,
-8.36939240e+00, -7.89787865e+00, -7.52815962e+00]],
...,
[[ -5.33816719e+00, -5.47223616e+00, -5.68709612e+00, ...,
-1.37056332e+01, -1.38101883e+01, -1.39388065e+01],
[ -5.29329109e+00, -5.46496391e+00, -5.69082260e+00, ...,
-1.37479830e+01, -1.39083366e+01, -1.40149012e+01],
[ -5.32993698e+00, -5.58055019e+00, -5.85238171e+00, ...,
-1.36992702e+01, -1.38724365e+01, -1.39824419e+01],
...,
[ -2.86068535e+00, -3.38414073e+00, -4.21248245e+00, ...,
-4.24095631e+00, -4.43542957e+00, -4.51366091e+00],
[ -2.67790723e+00, -3.04011345e+00, -3.69992924e+00, ...,
-4.26558495e+00, -4.38346815e+00, -4.36804008e+00],
[ -2.70424795e+00, -2.89958858e+00, -3.35120869e+00, ...,
-4.31878996e+00, -4.31762981e+00, -4.22080326e+00]],
[[ -1.19495878e+01, -1.18769512e+01, -1.18259840e+01, ...,
-1.68843403e+01, -1.67340965e+01, -1.65256824e+01],
[ -1.20071430e+01, -1.19003019e+01, -1.17895012e+01, ...,
-1.69747849e+01, -1.68793373e+01, -1.66708679e+01],
[ -1.20877638e+01, -1.20295277e+01, -1.19682865e+01, ...,
-1.69916859e+01, -1.68958511e+01, -1.67231903e+01],
...,
[ -5.53035545e+00, -5.58819294e+00, -5.79514837e+00, ...,
-5.34078884e+00, -5.50492382e+00, -5.62453461e+00],
[ -5.53035545e+00, -5.53035545e+00, -5.61864758e+00, ...,
-5.21304417e+00, -5.36935806e+00, -5.41786957e+00],
[ -5.70819950e+00, -5.58756447e+00, -5.60945797e+00, ...,
-5.18884659e+00, -5.23177242e+00, -5.20204687e+00]],
[[ -1.94316368e+01, -1.92581329e+01, -1.91308346e+01, ...,
-2.08423328e+01, -2.05348549e+01, -2.00850182e+01],
[ -1.89805374e+01, -1.88466225e+01, -1.87735710e+01, ...,
-2.11496735e+01, -2.08402462e+01, -2.03169441e+01],
[ -1.85619545e+01, -1.84726372e+01, -1.84566689e+01, ...,
-2.12829533e+01, -2.09080257e+01, -2.03361835e+01],
...,
[ -1.23777714e+01, -1.17742882e+01, -1.08612232e+01, ...,
-9.32476616e+00, -9.27626038e+00, -9.16917706e+00],
[ -1.25007381e+01, -1.21763344e+01, -1.15121984e+01, ...,
-8.90956497e+00, -8.91032791e+00, -8.76936340e+00],
[ -1.23343744e+01, -1.22081013e+01, -1.18070469e+01, ...,
-8.65854836e+00, -8.60651398e+00, -8.41831589e+00]]],
[[[ 7.38115406e+00, 7.54369402e+00, 7.68495941e+00, ...,
-5.73753655e-01, 5.56805730e-03, 6.71110988e-01],
[ 7.31860590e+00, 7.47561693e+00, 7.64462185e+00, ...,
-4.58201051e-01, 4.65402305e-02, 7.02164531e-01],
[ 7.27336359e+00, 7.45394611e+00, 7.65823650e+00, ...,
-3.02418351e-01, 1.32162809e-01, 7.17727244e-01],
...,
[ -3.91225672e+00, -4.26283932e+00, -4.61353016e+00, ...,
-7.00851917e+00, -6.60563946e+00, -6.14450741e+00],
[ -3.73860455e+00, -4.11095047e+00, -4.50109100e+00, ...,
-6.77511215e+00, -6.32528400e+00, -5.82110167e+00],
[ -3.56932020e+00, -3.92882347e+00, -4.36958218e+00, ...,
-6.71589231e+00, -6.27008057e+00, -5.77002335e+00]],
[[ 7.69198799e+00, 7.90138245e+00, 8.08728981e+00, ...,
-3.79247308e-01, 8.43484551e-02, 6.20248735e-01],
[ 7.61505079e+00, 7.81880188e+00, 8.05519867e+00, ...,
-3.10774952e-01, 9.83610600e-02, 6.39747381e-01],
[ 7.58745241e+00, 7.80954599e+00, 8.06711769e+00, ...,
-1.98449284e-01, 1.67449608e-01, 6.74676359e-01],
...,
[ -4.80594826e+00, -5.13371992e+00, -5.48903084e+00, ...,
-8.60619354e+00, -8.11886406e+00, -7.55021334e+00],
[ -4.67466784e+00, -4.98513460e+00, -5.34800339e+00, ...,
-8.20866299e+00, -7.68259573e+00, -7.10179281e+00],
[ -4.66595888e+00, -4.90411854e+00, -5.21221018e+00, ...,
-7.96329212e+00, -7.49460649e+00, -7.02072239e+00]],
[[ 7.71491814e+00, 7.95815468e+00, 8.18098068e+00, ...,
-2.01095149e-01, 1.34735122e-01, 5.49216986e-01],
[ 7.65381527e+00, 7.89027977e+00, 8.14975357e+00, ...,
-1.62547261e-01, 1.45288765e-01, 5.60035110e-01],
[ 7.62822533e+00, 7.87547493e+00, 8.15640831e+00, ...,
-8.45551342e-02, 2.01624811e-01, 5.95157981e-01],
...,
[ -5.18993568e+00, -5.49443913e+00, -5.83667278e+00, ...,
-9.14518929e+00, -8.61685753e+00, -8.02914810e+00],
[ -5.06902456e+00, -5.34221745e+00, -5.68146610e+00, ...,
-8.62377548e+00, -8.07570267e+00, -7.50021935e+00],
[ -5.07559109e+00, -5.28533173e+00, -5.54429436e+00, ...,
-8.28483772e+00, -7.81988573e+00, -7.35389900e+00]],
...,
[[ -7.18559074e+00, -6.42323589e+00, -5.68475819e+00, ...,
-1.53561859e+01, -1.51063404e+01, -1.48890705e+01],
[ -6.93149662e+00, -6.15578747e+00, -5.35011053e+00, ...,
-1.51071987e+01, -1.48685446e+01, -1.47062016e+01],
[ -6.54012108e+00, -5.74193716e+00, -5.01261330e+00, ...,
-1.47127094e+01, -1.44145060e+01, -1.44417553e+01],
...,
[ -6.68630314e+00, -6.51604271e+00, -6.34429264e+00, ...,
-4.15239191e+00, -4.27133179e+00, -4.52937984e+00],
[ -6.69326591e+00, -6.52966833e+00, -6.41106606e+00, ...,
-4.14853764e+00, -4.33772755e+00, -4.54951000e+00],
[ -6.68356133e+00, -6.71576548e+00, -6.53829861e+00, ...,
-4.13646698e+00, -4.34983206e+00, -4.45012093e+00]],
[[ -1.51350756e+01, -1.50359983e+01, -1.49720221e+01, ...,
-1.61036949e+01, -1.61553726e+01, -1.62502060e+01],
[ -1.45638313e+01, -1.44482384e+01, -1.44131556e+01, ...,
-1.59441376e+01, -1.59969759e+01, -1.61380692e+01],
[ -1.41344318e+01, -1.39903584e+01, -1.38219147e+01, ...,
-1.59174585e+01, -1.62386742e+01, -1.62181778e+01],
...,
[ -5.75578308e+00, -6.00171089e+00, -6.49311495e+00, ...,
-5.49812889e+00, -5.00575638e+00, -5.04933071e+00],
[ -5.34362411e+00, -5.54843903e+00, -6.00002956e+00, ...,
-5.53052139e+00, -5.53563786e+00, -5.63207531e+00],
[ -5.17110348e+00, -5.31566143e+00, -5.48238754e+00, ...,
-5.65181637e+00, -5.76678181e+00, -5.85295677e+00]],
[[ -2.35151443e+01, -2.37121658e+01, -2.39148540e+01, ...,
-1.70885124e+01, -1.72856255e+01, -1.74935532e+01],
[ -2.29729843e+01, -2.32574558e+01, -2.36799316e+01, ...,
-1.69011879e+01, -1.70153465e+01, -1.72718468e+01],
[ -2.25225487e+01, -2.29605217e+01, -2.35257664e+01, ...,
-1.66771431e+01, -1.68102036e+01, -1.70328445e+01],
...,
[ -6.17526960e+00, -6.83366394e+00, -7.97564316e+00, ...,
-7.07655764e+00, -6.78396130e+00, -6.83417654e+00],
[ -5.92399883e+00, -6.43682957e+00, -7.33823299e+00, ...,
-6.92871571e+00, -6.77729654e+00, -7.00306988e+00],
[ -6.02900314e+00, -6.28679609e+00, -6.70364380e+00, ...,
-7.33104801e+00, -7.44936848e+00, -7.62660789e+00]]],
[[[ 5.87589550e+00, 6.13071728e+00, 6.40292645e+00, ...,
-8.90024781e-01, -1.14951825e+00, -1.54504561e+00],
[ 5.94678211e+00, 6.10761738e+00, 6.39011145e+00, ...,
-9.29870248e-01, -1.11457670e+00, -1.48921609e+00],
[ 6.13071585e+00, 6.27581215e+00, 6.52817059e+00, ...,
-1.00823689e+00, -1.15007198e+00, -1.49197578e+00],
...,
[ -2.13538003e+00, -2.02066708e+00, -1.93991089e+00, ...,
-6.47821903e+00, -6.34409618e+00, -6.38095093e+00],
[ -2.06080580e+00, -2.05188966e+00, -2.03840542e+00, ...,
-6.52290535e+00, -6.33842516e+00, -6.27618122e+00],
[ -2.00101638e+00, -2.09711790e+00, -2.15289927e+00, ...,
-6.73514748e+00, -6.54763651e+00, -6.39230204e+00]],
[[ 6.11100578e+00, 6.39634037e+00, 6.70077848e+00, ...,
-9.53925788e-01, -1.17026985e+00, -1.50347781e+00],
[ 6.18085289e+00, 6.36346006e+00, 6.68127728e+00, ...,
-1.01150429e+00, -1.15131593e+00, -1.45569205e+00],
[ 6.37870216e+00, 6.54388428e+00, 6.83492899e+00, ...,
-1.09116197e+00, -1.17825544e+00, -1.44839334e+00],
...,
[ -3.76413870e+00, -3.70922709e+00, -3.62811327e+00, ...,
-9.70637321e+00, -9.49391460e+00, -9.37413311e+00],
[ -3.70563078e+00, -3.76880455e+00, -3.77165866e+00, ...,
-9.83772850e+00, -9.55254364e+00, -9.35396004e+00],
[ -3.62122798e+00, -3.78570938e+00, -3.89602995e+00, ...,
-1.00493145e+01, -9.77783966e+00, -9.51970482e+00]],
[[ 6.14063644e+00, 6.43598557e+00, 6.75696659e+00, ...,
-9.51166272e-01, -1.11827970e+00, -1.39942467e+00],
[ 6.18528366e+00, 6.37550831e+00, 6.72981071e+00, ...,
-1.02687168e+00, -1.10776043e+00, -1.34412265e+00],
[ 6.39244175e+00, 6.56324482e+00, 6.89019489e+00, ...,
-1.11172891e+00, -1.13850069e+00, -1.33135343e+00],
...,
[ -5.11421871e+00, -5.10363770e+00, -5.00899887e+00, ...,
-1.21876354e+01, -1.18088665e+01, -1.16404057e+01],
[ -5.08182430e+00, -5.18158913e+00, -5.16189384e+00, ...,
-1.23627567e+01, -1.20044556e+01, -1.17278938e+01],
[ -4.99439144e+00, -5.18724155e+00, -5.28796387e+00, ...,
-1.24677906e+01, -1.21766529e+01, -1.18967628e+01]],
...,
[[ -8.83512306e+00, -8.41325760e+00, -8.05104542e+00, ...,
-1.72317791e+01, -1.72358971e+01, -1.72528839e+01],
[ -8.37215710e+00, -7.94151783e+00, -7.66913986e+00, ...,
-1.72827377e+01, -1.72353897e+01, -1.72462978e+01],
[ -8.12130737e+00, -7.77483940e+00, -7.53433323e+00, ...,
-1.74510555e+01, -1.73445816e+01, -1.73626442e+01],
...,
[ 2.64607012e-01, 4.77569699e-01, 4.15192068e-01, ...,
-6.41615677e+00, -6.34000778e+00, -6.11429119e+00],
[ 1.03763707e-01, 4.42927927e-01, 4.93576676e-01, ...,
-6.28558397e+00, -6.15723038e+00, -5.96529865e+00],
[ -2.24465281e-01, 1.24481648e-01, 3.82447541e-01, ...,
-6.18740940e+00, -5.98040867e+00, -5.73000097e+00]],
[[ -1.70786457e+01, -1.71802521e+01, -1.73233719e+01, ...,
-1.74526882e+01, -1.75134735e+01, -1.75876389e+01],
[ -1.67455597e+01, -1.69013596e+01, -1.71262550e+01, ...,
-1.74037933e+01, -1.75843811e+01, -1.75150795e+01],
[ -1.60850391e+01, -1.62900753e+01, -1.69510517e+01, ...,
-1.73117332e+01, -1.73106689e+01, -1.71561279e+01],
...,
[ -5.53319073e+00, -6.20706749e+00, -7.25808907e+00, ...,
-6.12241364e+00, -5.83653212e+00, -5.42010403e+00],
[ -5.25221682e+00, -5.78246593e+00, -6.55264378e+00, ...,
-5.84244061e+00, -5.53706360e+00, -5.09199238e+00],
[ -5.10727119e+00, -5.43938112e+00, -5.95754766e+00, ...,
-5.33769178e+00, -5.00072670e+00, -4.66039610e+00]],
[[ -2.10979881e+01, -2.15358944e+01, -2.18899059e+01, ...,
-1.69805832e+01, -1.72388229e+01, -1.75799065e+01],
[ -2.15795288e+01, -2.20772705e+01, -2.23887939e+01, ...,
-1.68931389e+01, -1.67864304e+01, -1.69174004e+01],
[ -2.18051567e+01, -2.21905384e+01, -2.24551735e+01, ...,
-1.68236065e+01, -1.64811363e+01, -1.64008102e+01],
...,
[ -1.22021170e+01, -1.17407503e+01, -1.09807501e+01, ...,
-5.10737991e+00, -4.79196978e+00, -4.05232573e+00],
[ -1.25057936e+01, -1.20565386e+01, -1.13046761e+01, ...,
-4.64681816e+00, -4.10861778e+00, -3.42059898e+00],
[ -1.28089085e+01, -1.24070787e+01, -1.19521446e+01, ...,
-4.02659035e+00, -3.40893555e+00, -2.75635052e+00]]]],
[[[[ -3.64269257e+00, -3.41889215e+00, -3.19216013e+00, ...,
9.53820610e+00, 9.39290524e+00, 9.24475861e+00],
[ -3.80051374e+00, -3.59925199e+00, -3.39510345e+00, ...,
9.82399750e+00, 9.68291473e+00, 9.53087521e+00],
[ -3.96190023e+00, -3.78391027e+00, -3.60331821e+00, ...,
1.01128559e+01, 9.97693157e+00, 9.82147789e+00],
...,
[ -3.32462096e+00, -3.32233357e+00, -3.32545257e+00, ...,
3.48640978e-01, 3.30351710e-01, 3.36235464e-01],
[ -3.02216005e+00, -3.01584792e+00, -3.01894855e+00, ...,
3.48640978e-01, 3.42349887e-01, 3.60774875e-01],
[ -2.74336624e+00, -2.73260593e+00, -2.73446655e+00, ...,
3.45495462e-01, 3.42349887e-01, 3.67432445e-01]],
[[ -4.36020374e+00, -4.14089060e+00, -3.91745806e+00, ...,
9.96243572e+00, 9.79170418e+00, 9.62912655e+00],
[ -4.51946163e+00, -4.32301617e+00, -4.12265491e+00, ...,
1.02479553e+01, 1.00881634e+01, 9.92611313e+00],
[ -4.68175793e+00, -4.50891733e+00, -4.33261013e+00, ...,
1.05415325e+01, 1.03941498e+01, 1.02335844e+01],
...,
[ -3.73961186e+00, -3.71506596e+00, -3.69409370e+00, ...,
8.00047338e-01, 8.01856160e-01, 8.53042245e-01],
[ -3.43147850e+00, -3.40227318e+00, -3.37719178e+00, ...,
7.94455409e-01, 8.03665102e-01, 8.72363448e-01],
[ -3.14904165e+00, -3.11495876e+00, -3.08544350e+00, ...,
7.70319283e-01, 8.03665161e-01, 8.73278975e-01]],
[[ -5.34025383e+00, -5.12708044e+00, -4.90818119e+00, ...,
1.04998360e+01, 1.03142014e+01, 1.01378651e+01],
[ -5.50146770e+00, -5.31161213e+00, -5.11645126e+00, ...,
1.07509193e+01, 1.05712547e+01, 1.03932991e+01],
[ -5.66501236e+00, -5.49921799e+00, -5.32878876e+00, ...,
1.10081673e+01, 1.08360062e+01, 1.06572857e+01],
...,
[ -4.11319780e+00, -4.05995512e+00, -4.01040411e+00, ...,
1.29126859e+00, 1.33718741e+00, 1.40048552e+00],
[ -3.80866814e+00, -3.75055933e+00, -3.69672370e+00, ...,
1.27214503e+00, 1.33259726e+00, 1.40048552e+00],
[ -3.52972698e+00, -3.46711397e+00, -3.40924358e+00, ...,
1.23353124e+00, 1.30989063e+00, 1.39422536e+00]],
...,
[[ -7.13199973e-02, -1.34437859e-01, -1.93486780e-01, ...,
-2.26836801e-01, -3.55280876e-01, -4.79374170e-01],
[ 1.45242572e-01, 9.38946903e-02, 4.59586233e-02, ...,
-9.97448936e-02, -2.30330586e-01, -3.56661707e-01],
[ 3.67349625e-01, 3.28632712e-01, 2.92676181e-01, ...,
1.71050467e-02, -1.16048388e-01, -2.44884163e-01],
...,
[ -4.17741328e-01, -4.88491714e-01, -5.58421969e-01, ...,
-1.58352470e+00, -1.57131529e+00, -1.57174397e+00],
[ -3.88822228e-01, -4.56930399e-01, -5.24378121e-01, ...,
-1.55074978e+00, -1.53906846e+00, -1.53935575e+00],
[ -3.68216515e-01, -4.34170067e-01, -4.99532461e-01, ...,
-1.53390336e+00, -1.52322769e+00, -1.52308631e+00]],
[[ 2.98139095e+00, 2.98439407e+00, 2.99499059e+00, ...,
4.57650232e+00, 4.52761984e+00, 4.48680973e+00],
[ 3.06025314e+00, 3.07042313e+00, 3.08620048e+00, ...,
4.59776878e+00, 4.54304218e+00, 4.49389553e+00],
[ 3.13780308e+00, 3.15583658e+00, 3.17717528e+00, ...,
4.60984325e+00, 4.54877996e+00, 4.49389553e+00],
...,
[ -2.58018732e+00, -2.61288118e+00, -2.64534307e+00, ...,
-2.17544413e+00, -2.10680747e+00, -2.04446483e+00],
[ -2.51642203e+00, -2.54716110e+00, -2.57771206e+00, ...,
-2.13124824e+00, -2.06431341e+00, -2.00416517e+00],
[ -2.46006298e+00, -2.48951864e+00, -2.51875973e+00, ...,
-2.09779167e+00, -2.03321362e+00, -1.97583246e+00]],
[[ 1.26005149e+00, 1.25903440e+00, 1.26864600e+00, ...,
3.46199703e+00, 3.46063423e+00, 3.47194099e+00],
[ 1.24999666e+00, 1.24806857e+00, 1.25394571e+00, ...,
3.40506792e+00, 3.40198255e+00, 3.41029406e+00],
[ 1.24177861e+00, 1.23926520e+00, 1.24122596e+00, ...,
3.33973575e+00, 3.33532166e+00, 3.34079099e+00],
...,
[ -1.24286070e-01, -7.19989315e-02, -2.21890137e-02, ...,
-2.18671608e+00, -2.18713379e+00, -2.18124723e+00],
[ -9.60811973e-02, -4.09039818e-02, 1.19236931e-02, ...,
-2.13786793e+00, -2.13843918e+00, -2.13391614e+00],
[ -7.85427466e-02, -2.12109592e-02, 3.39517370e-02, ...,
-2.08811712e+00, -2.08871365e+00, -2.08567810e+00]]],
[[[ -3.39691329e+00, -3.07672167e+00, -2.70469165e+00, ...,
1.02648630e+01, 1.00671368e+01, 9.89967537e+00],
[ -3.42843628e+00, -3.09400535e+00, -2.80470276e+00, ...,
1.04981747e+01, 1.03695545e+01, 1.02911777e+01],
[ -3.45396495e+00, -3.20013285e+00, -2.99279785e+00, ...,
1.06943760e+01, 1.06285267e+01, 1.06263952e+01],
...,
[ -3.34156179e+00, -3.46995878e+00, -3.59899282e+00, ...,
1.06662758e-01, 1.32378265e-01, 1.60369247e-01],
[ -3.07904148e+00, -3.26839471e+00, -3.40051460e+00, ...,
8.85393023e-02, 1.33882120e-01, 1.83331415e-01],
[ -2.81290555e+00, -3.01544714e+00, -3.16612530e+00, ...,
9.80768725e-02, 1.54113382e-01, 2.17837721e-01]],
[[ -4.32189369e+00, -3.93622351e+00, -3.59371185e+00, ...,
1.11563635e+01, 1.09559116e+01, 1.07566366e+01],
[ -4.44815874e+00, -4.05880404e+00, -3.76947641e+00, ...,
1.12922287e+01, 1.11211300e+01, 1.09618568e+01],
[ -4.56875467e+00, -4.29432774e+00, -4.04948044e+00, ...,
1.14041653e+01, 1.12596455e+01, 1.11436844e+01],
...,
[ -3.56817436e+00, -3.70877552e+00, -3.84615970e+00, ...,
1.98826838e+00, 2.12577915e+00, 2.26417685e+00],
[ -3.29409027e+00, -3.49939489e+00, -3.64066792e+00, ...,
2.05256224e+00, 2.18782949e+00, 2.34587526e+00],
[ -3.01684523e+00, -3.23163891e+00, -3.39037728e+00, ...,
2.12531471e+00, 2.26488543e+00, 2.42743063e+00]],
[[ -5.33625937e+00, -4.98615932e+00, -4.66438150e+00, ...,
1.14792500e+01, 1.12842398e+01, 1.10670700e+01],
[ -5.50214195e+00, -5.16575909e+00, -4.88061285e+00, ...,
1.15521193e+01, 1.13621235e+01, 1.11576500e+01],
[ -5.66407585e+00, -5.42142296e+00, -5.19722176e+00, ...,
1.16072254e+01, 1.14207611e+01, 1.12463188e+01],
...,
[ -3.65494204e+00, -3.79833841e+00, -3.93551445e+00, ...,
3.79937363e+00, 3.91845536e+00, 4.03295040e+00],
[ -3.38541722e+00, -3.59787869e+00, -3.73768187e+00, ...,
3.82411718e+00, 3.95355225e+00, 4.06927681e+00],
[ -3.11352158e+00, -3.33436394e+00, -3.49193287e+00, ...,
3.83760309e+00, 3.97499132e+00, 4.10005951e+00]],
...,
[[ 2.02010059e+00, 1.95495892e+00, 1.86204040e+00, ...,
-4.49352264e-01, -3.08228731e-01, -2.41559207e-01],
[ 1.73618436e+00, 1.57731366e+00, 1.41531610e+00, ...,
-4.51678395e-01, -2.64592171e-01, -1.32548809e-01],
[ 1.41402793e+00, 1.21915197e+00, 1.04073739e+00, ...,
-4.42361236e-01, -2.85834163e-01, -2.86998376e-02],
...,
[ -4.82929516e+00, -4.84387541e+00, -4.86305237e+00, ...,
-4.45959568e+00, -4.37653875e+00, -4.29990339e+00],
[ -4.66752338e+00, -4.68222046e+00, -4.72025108e+00, ...,
-4.38370323e+00, -4.37128687e+00, -4.24958515e+00],
[ -4.46952629e+00, -4.53819752e+00, -4.60716152e+00, ...,
-4.33739185e+00, -4.31945610e+00, -4.17331219e+00]],
[[ -9.38912481e-02, 2.13639989e-01, 4.91160244e-01, ...,
3.58835459e+00, 3.62113523e+00, 3.67817497e+00],
[ 9.66015831e-02, 3.59300196e-01, 5.70871115e-01, ...,
3.37272263e+00, 3.45873070e+00, 3.58902550e+00],
[ 2.46781945e-01, 4.81966943e-01, 6.74456418e-01, ...,
3.23096251e+00, 3.34880638e+00, 3.48865843e+00],
...,
[ -3.11516285e+00, -3.08671641e+00, -2.95179939e+00, ...,
-8.27248752e-01, -8.84649754e-01, -9.37778831e-01],
[ -3.11072898e+00, -3.06940889e+00, -2.94382000e+00, ...,
-8.47029388e-01, -9.61231232e-01, -9.84745562e-01],
[ -3.07291722e+00, -3.07090116e+00, -2.98276424e+00, ...,
-9.37526584e-01, -1.03350234e+00, -1.02193809e+00]],
[[ -3.31035376e+00, -2.86501074e+00, -2.50518799e+00, ...,
-1.55112100e+00, -1.50105643e+00, -1.52562451e+00],
[ -2.77731133e+00, -2.39057016e+00, -2.15687180e+00, ...,
-1.67748547e+00, -1.63270473e+00, -1.56220460e+00],
[ -2.26976538e+00, -1.96126437e+00, -1.77031326e+00, ...,
-1.77211118e+00, -1.70723748e+00, -1.59692204e+00],
...,
[ -2.07678556e+00, -1.96033251e+00, -1.75785923e+00, ...,
1.34966111e+00, 1.13190150e+00, 1.02271807e+00],
[ -2.22677565e+00, -2.12569118e+00, -1.93227255e+00, ...,
1.25484276e+00, 9.73359823e-01, 8.04669499e-01],
[ -2.34429741e+00, -2.32024193e+00, -2.20908475e+00, ...,
1.06071889e+00, 7.91076660e-01, 6.52677059e-01]]],
[[[ -1.83349466e+00, -1.70713782e+00, -1.53606749e+00, ...,
1.39420357e+01, 1.37736664e+01, 1.36570835e+01],
[ -2.10571265e+00, -1.95961249e+00, -1.78433895e+00, ...,
1.36146832e+01, 1.35124569e+01, 1.35057726e+01],
[ -2.33894968e+00, -2.17512226e+00, -2.00494552e+00, ...,
1.33258324e+01, 1.33471994e+01, 1.34179173e+01],
...,
[ -5.57035828e+00, -5.71635532e+00, -5.85290575e+00, ...,
-2.90174127e-01, -1.25601441e-01, 8.31958205e-02],
[ -5.45146275e+00, -5.57007599e+00, -5.67072773e+00, ...,
-3.66948932e-01, -1.53322503e-01, 4.19880226e-02],
[ -5.34943485e+00, -5.43644047e+00, -5.50558949e+00, ...,
-2.24062413e-01, -1.70263276e-02, 1.43166870e-01]],
[[ -2.04909658e+00, -1.92459464e+00, -1.76402354e+00, ...,
1.49929647e+01, 1.48924570e+01, 1.47700958e+01],
[ -2.33521080e+00, -2.19273376e+00, -2.02529049e+00, ...,
1.47137699e+01, 1.46594791e+01, 1.46101818e+01],
[ -2.58613825e+00, -2.42755699e+00, -2.26045227e+00, ...,
1.45038700e+01, 1.44987068e+01, 1.45163221e+01],
...,
[ -5.90657616e+00, -6.06421471e+00, -6.21456432e+00, ...,
1.19016027e+00, 1.48355842e+00, 1.78703666e+00],
[ -5.72610235e+00, -5.86426258e+00, -5.99707747e+00, ...,
1.19211876e+00, 1.42126024e+00, 1.68926287e+00],
[ -5.57367611e+00, -5.69118881e+00, -5.80480671e+00, ...,
1.43698525e+00, 1.64800739e+00, 1.88543510e+00]],
[[ -2.40134025e+00, -2.33436537e+00, -2.25603127e+00, ...,
1.53211679e+01, 1.52479534e+01, 1.51139164e+01],
[ -2.75010586e+00, -2.66012096e+00, -2.54642439e+00, ...,
1.50660334e+01, 1.50416470e+01, 1.49580803e+01],
[ -3.06197929e+00, -2.94835949e+00, -2.80502391e+00, ...,
1.49230537e+01, 1.49053555e+01, 1.48801651e+01],
...,
[ -6.01325464e+00, -6.17188454e+00, -6.32183838e+00, ...,
4.14995289e+00, 4.49607372e+00, 4.75243664e+00],
[ -5.84493446e+00, -5.98357677e+00, -6.11290264e+00, ...,
4.20156574e+00, 4.73878479e+00, 5.13327599e+00],
[ -5.68444872e+00, -5.80794907e+00, -5.92063046e+00, ...,
4.44619703e+00, 4.95069027e+00, 5.31694126e+00]],
...,
[[ -1.28329659e+00, -1.19837916e+00, -1.11869907e+00, ...,
-1.60422134e+00, -1.29247057e+00, -1.08146501e+00],
[ -1.28329659e+00, -1.19837916e+00, -1.11869907e+00, ...,
-1.88237238e+00, -1.49585772e+00, -1.17985594e+00],
[ -1.30762529e+00, -1.22278881e+00, -1.18294883e+00, ...,
-2.21754599e+00, -1.76887774e+00, -1.33580601e+00],
...,
[ 1.49930453e+00, 1.55479407e+00, 1.52168524e+00, ...,
7.93569982e-01, 5.17353535e-01, 2.87691712e-01],
[ 1.41444445e+00, 1.54613781e+00, 1.53332257e+00, ...,
5.59241712e-01, 3.28279257e-01, 1.09119415e-01],
[ 1.22062469e+00, 1.43950164e+00, 1.53332257e+00, ...,
3.77177060e-01, 1.71598434e-01, -4.78325449e-02]],
[[ -7.33443642e+00, -7.11284494e+00, -6.85771799e+00, ...,
-1.29463673e+00, -1.63420439e+00, -1.63921392e+00],
[ -7.31770611e+00, -7.08517456e+00, -6.86122608e+00, ...,
-9.53383923e-01, -1.31994057e+00, -1.44934082e+00],
[ -7.28264999e+00, -7.05335665e+00, -6.86249256e+00, ...,
-6.76707506e-01, -1.05540180e+00, -1.29972303e+00],
...,
[ 4.57730341e+00, 4.69642735e+00, 4.71847820e+00, ...,
-6.58509970e-01, -7.43569314e-01, -7.58827925e-01],
[ 4.66334629e+00, 4.83392143e+00, 4.90594244e+00, ...,
-7.44339466e-01, -7.88929403e-01, -6.35472476e-01],
[ 4.72048855e+00, 4.93783092e+00, 5.06931591e+00, ...,
-6.83791518e-01, -7.00173736e-01, -5.32706678e-01]],
[[ -8.46078491e+00, -8.26562881e+00, -8.04179573e+00, ...,
-6.18343639e+00, -6.75148726e+00, -7.06342602e+00],
[ -8.61626911e+00, -8.39641190e+00, -8.17455101e+00, ...,
-5.73920250e+00, -6.33188200e+00, -6.87126637e+00],
[ -8.72023964e+00, -8.50257397e+00, -8.30919838e+00, ...,
-5.32143116e+00, -5.88978100e+00, -6.34137201e+00],
...,
[ 1.29145229e+00, 1.34757841e+00, 1.33596277e+00, ...,
-3.63272190e+00, -3.42142487e+00, -3.17219925e+00],
[ 1.48400342e+00, 1.57756448e+00, 1.54658985e+00, ...,
-3.54561520e+00, -3.29227257e+00, -3.03240156e+00],
[ 1.69984770e+00, 1.84939194e+00, 1.83045220e+00, ...,
-3.27920389e+00, -2.98430514e+00, -2.71022630e+00]]],
...,
[[[ -3.73422909e+00, -3.56167221e+00, -3.41738892e+00, ...,
1.15298462e+01, 1.04514713e+01, 1.01066628e+01],
[ -3.72865868e+00, -3.47395658e+00, -3.27151799e+00, ...,
1.24118547e+01, 1.15077496e+01, 1.11905785e+01],
[ -3.73620677e+00, -3.42204618e+00, -3.16738272e+00, ...,
1.30885983e+01, 1.23624353e+01, 1.18540726e+01],
...,
[ -6.81285191e+00, -6.73759270e+00, -6.73442459e+00, ...,
3.37562037e+00, 3.24532557e+00, 3.04105806e+00],
[ -6.64712906e+00, -6.55852938e+00, -6.51434088e+00, ...,
2.74683714e+00, 2.54001284e+00, 2.39249992e+00],
[ -6.52159119e+00, -6.44581747e+00, -6.36462307e+00, ...,
1.78959727e+00, 1.61135817e+00, 1.62778842e+00]],
[[ -3.97067308e+00, -3.78191805e+00, -3.62103653e+00, ...,
1.27277832e+01, 1.18339195e+01, 1.18974829e+01],
[ -3.98942280e+00, -3.73561621e+00, -3.51926684e+00, ...,
1.34113579e+01, 1.25871925e+01, 1.25212793e+01],
[ -4.02985859e+00, -3.72806454e+00, -3.46386337e+00, ...,
1.40290070e+01, 1.33312435e+01, 1.29931793e+01],
...,
[ -7.96240377e+00, -7.86346722e+00, -7.84312534e+00, ...,
3.97912741e+00, 3.80502701e+00, 3.56619430e+00],
[ -7.74411917e+00, -7.64699078e+00, -7.59189224e+00, ...,
3.57934594e+00, 3.26504636e+00, 3.10645962e+00],
[ -7.55822420e+00, -7.48416901e+00, -7.40256596e+00, ...,
2.75029087e+00, 2.48884583e+00, 2.48235512e+00]],
[[ -4.03451395e+00, -3.86618614e+00, -3.66314983e+00, ...,
1.31372671e+01, 1.23443050e+01, 1.24248343e+01],
[ -4.08021641e+00, -3.86618614e+00, -3.60626316e+00, ...,
1.37344065e+01, 1.29844990e+01, 1.29782867e+01],
[ -4.15091896e+00, -3.87175846e+00, -3.60017395e+00, ...,
1.43172827e+01, 1.36772919e+01, 1.34072304e+01],
...,
[ -8.29420757e+00, -8.19544029e+00, -8.17420387e+00, ...,
4.14501143e+00, 3.96711922e+00, 3.72698450e+00],
[ -8.07669544e+00, -7.97204876e+00, -7.91234493e+00, ...,
3.92279935e+00, 3.64282036e+00, 3.46458173e+00],
[ -7.88881207e+00, -7.79892921e+00, -7.70817375e+00, ...,
3.24774003e+00, 3.02541876e+00, 2.98109579e+00]],
...,
[[ 1.73780513e+00, 2.19140339e+00, 2.58255339e+00, ...,
1.27094758e+00, 1.17305470e+00, 1.20304012e+00],
[ 1.73780513e+00, 2.10507226e+00, 2.39712858e+00, ...,
1.27619457e+00, 1.16288686e+00, 1.22411156e+00],
[ 1.66671348e+00, 1.92223454e+00, 2.12616730e+00, ...,
1.09311509e+00, 1.08729362e+00, 1.15384436e+00],
...,
[ 4.48032796e-01, 8.43114793e-01, 1.35286760e+00, ...,
1.05985534e+00, 8.60437751e-01, 7.31322527e-01],
[ 2.96378434e-01, 5.30777097e-01, 9.67897177e-01, ...,
8.43495727e-01, 9.33668733e-01, 8.95409226e-01],
[ 2.38872901e-01, 3.03581536e-01, 6.27141714e-01, ...,
9.94466245e-01, 1.16306996e+00, 1.17462325e+00]],
[[ -1.04321814e+00, -1.13872457e+00, -1.29158390e+00, ...,
2.14052701e+00, 2.16622472e+00, 2.10329866e+00],
[ -1.03873563e+00, -1.13872457e+00, -1.29158390e+00, ...,
1.99566340e+00, 2.05500937e+00, 2.03935909e+00],
[ -1.03873563e+00, -1.15498269e+00, -1.32651925e+00, ...,
2.04644156e+00, 1.92167926e+00, 1.79549170e+00],
...,
[ 2.27166367e+00, 2.19425249e+00, 2.21647716e+00, ...,
2.80375957e+00, 2.82876778e+00, 2.83943558e+00],
[ 2.57187414e+00, 2.41112661e+00, 2.35828209e+00, ...,
2.55466223e+00, 2.86218905e+00, 3.09369564e+00],
[ 2.91774607e+00, 2.68193960e+00, 2.54806995e+00, ...,
2.79909039e+00, 3.17078018e+00, 3.45153379e+00]],
[[ -2.88207674e+00, -2.55721545e+00, -2.25927019e+00, ...,
4.58891773e+00, 4.31613922e+00, 4.18711710e+00],
[ -2.65288687e+00, -2.32063580e+00, -2.00750184e+00, ...,
4.68300819e+00, 4.52186823e+00, 4.48989773e+00],
[ -2.45081854e+00, -2.14521217e+00, -1.82637239e+00, ...,
4.89786291e+00, 4.75678539e+00, 4.62357330e+00],
...,
[ 2.76950431e+00, 2.82437515e+00, 2.46033525e+00, ...,
8.76838863e-01, 1.15364099e+00, 1.39463258e+00],
[ 2.60724854e+00, 2.74781513e+00, 2.46033525e+00, ...,
1.02959263e+00, 1.29407513e+00, 1.66122794e+00],
[ 2.36413217e+00, 2.57017231e+00, 2.45247173e+00, ...,
1.46844780e+00, 1.77236974e+00, 2.15402508e+00]]],
[[[ -3.73594761e+00, -3.50304008e+00, -3.67106342e+00, ...,
1.41726513e+01, 1.43135424e+01, 1.38801517e+01],
[ -4.09725380e+00, -3.81561756e+00, -3.94116664e+00, ...,
1.43186493e+01, 1.45275230e+01, 1.41364441e+01],
[ -4.42113972e+00, -4.27396250e+00, -4.13090420e+00, ...,
1.46252956e+01, 1.47050009e+01, 1.43285465e+01],
...,
[ -7.20472670e+00, -7.29400349e+00, -7.38131237e+00, ...,
3.47828656e-01, 1.65219441e-01, -2.40492493e-01],
[ -6.93264341e+00, -7.14615059e+00, -7.24794102e+00, ...,
-1.13697819e-01, -1.34754360e-01, -4.39818561e-01],
[ -6.66070747e+00, -6.91331291e+00, -7.08619547e+00, ...,
-2.51857221e-01, -2.41838425e-01, -4.40469503e-01]],
[[ -3.97784710e+00, -3.73397636e+00, -3.93254375e+00, ...,
1.52499104e+01, 1.54094095e+01, 1.48552284e+01],
[ -4.36575890e+00, -4.07374001e+00, -4.22941971e+00, ...,
1.54187450e+01, 1.56561203e+01, 1.51587362e+01],
[ -4.71501446e+00, -4.55995131e+00, -4.40883970e+00, ...,
1.57556257e+01, 1.58528128e+01, 1.54190788e+01],
...,
[ -8.41838837e+00, -8.55792522e+00, -8.67431068e+00, ...,
1.15139818e+00, 1.03190470e+00, 8.31336379e-01],
[ -8.20073032e+00, -8.38279533e+00, -8.49158859e+00, ...,
3.32538992e-01, 3.17922354e-01, -1.16478205e-02],
[ -7.99806070e+00, -8.19828033e+00, -8.33390808e+00, ...,
-2.91323125e-01, -2.51790524e-01, -5.72450638e-01]],
[[ -4.04526138e+00, -3.78440523e+00, -3.97974300e+00, ...,
1.55826740e+01, 1.57249794e+01, 1.51414843e+01],
[ -4.43983459e+00, -4.13714600e+00, -4.29661179e+00, ...,
1.57641850e+01, 1.59782104e+01, 1.54555922e+01],
[ -4.79713154e+00, -4.64366436e+00, -4.49571133e+00, ...,
1.60927620e+01, 1.61859169e+01, 1.57390690e+01],
...,
[ -8.87353134e+00, -9.02690887e+00, -9.14475822e+00, ...,
1.82087183e+00, 1.80469859e+00, 1.78567433e+00],
[ -8.65921497e+00, -8.81290245e+00, -8.95257378e+00, ...,
7.62377501e-01, 7.28231013e-01, 6.03323460e-01],
[ -8.46440125e+00, -8.63087082e+00, -8.78449821e+00, ...,
-1.20899573e-01, -2.24864155e-01, -4.26584661e-01]],
...,
[[ -8.45693207e+00, -7.93043518e+00, -7.26698875e+00, ...,
1.75908279e+00, 1.86125624e+00, 1.85889721e+00],
[ -8.32106781e+00, -7.76331234e+00, -7.05880260e+00, ...,
1.83002365e+00, 1.90566242e+00, 1.88993406e+00],
[ -7.97856951e+00, -7.39960241e+00, -6.65840721e+00, ...,
1.92109692e+00, 1.92716479e+00, 1.87957013e+00],
...,
[ 4.71078682e+00, 4.62414360e+00, 4.58372402e+00, ...,
-3.54835153e-01, -5.29606760e-01, -6.53966546e-01],
[ 4.47055387e+00, 4.52089977e+00, 4.63560009e+00, ...,
-4.98013735e-01, -6.62831604e-01, -7.68797278e-01],
[ 4.09772873e+00, 4.35771179e+00, 4.59780836e+00, ...,
-7.32545733e-01, -8.22697759e-01, -8.69039416e-01]],
[[ -6.42413616e+00, -6.49594021e+00, -6.49489880e+00, ...,
5.58424234e-01, 4.91987348e-01, 5.25824547e-01],
[ -6.38032484e+00, -6.39396000e+00, -6.32810783e+00, ...,
6.89442039e-01, 5.71624517e-01, 5.98993719e-01],
[ -6.20379829e+00, -6.10640144e+00, -5.96844769e+00, ...,
6.57237113e-01, 6.78999066e-01, 6.68635368e-01],
...,
[ 2.52677560e+00, 2.45969963e+00, 2.41497612e+00, ...,
3.30936503e+00, 3.26477385e+00, 3.13292956e+00],
[ 2.52444410e+00, 2.50602508e+00, 2.29603934e+00, ...,
3.43432665e+00, 3.29281235e+00, 2.95141244e+00],
[ 2.48156929e+00, 2.54215574e+00, 2.37457013e+00, ...,
3.36430597e+00, 3.12525606e+00, 2.69656277e+00]],
[[ 1.87188268e+00, 1.92960453e+00, 1.83982468e+00, ...,
9.25728202e-01, 8.46050620e-01, 1.02219939e+00],
[ 2.48711061e+00, 2.50367999e+00, 2.29219055e+00, ...,
8.03253293e-01, 7.36071110e-01, 9.80711222e-01],
[ 2.95994115e+00, 2.85415173e+00, 2.54637671e+00, ...,
4.86222267e-01, 6.95815027e-01, 9.46642160e-01],
...,
[ -3.10164404e+00, -2.63789296e+00, -2.24287653e+00, ...,
6.09690952e+00, 6.20351315e+00, 6.08120728e+00],
[ -3.16335821e+00, -2.55257320e+00, -2.81568050e+00, ...,
6.40517426e+00, 6.18066454e+00, 5.70030975e+00],
[ -3.13543844e+00, -2.79039025e+00, -3.15768003e+00, ...,
6.43262386e+00, 5.89473248e+00, 5.19659710e+00]]],
[[[ -3.50750446e+00, -3.44075346e+00, -3.46759009e+00, ...,
1.47713890e+01, 1.47273769e+01, 1.47316494e+01],
[ -3.51451540e+00, -3.42648220e+00, -3.35757923e+00, ...,
1.48222713e+01, 1.47783079e+01, 1.48305731e+01],
[ -3.53575659e+00, -3.43943644e+00, -3.31646490e+00, ...,
1.49052982e+01, 1.48897915e+01, 1.49198074e+01],
...,
[ -5.45849228e+00, -5.52409077e+00, -5.66277599e+00, ...,
-1.57688379e+00, -1.51262355e+00, -1.39672768e+00],
[ -5.16496181e+00, -5.21985149e+00, -5.32568550e+00, ...,
-1.46319008e+00, -1.64403272e+00, -2.01580477e+00],
[ -4.89243984e+00, -4.92989922e+00, -5.03513718e+00, ...,
-1.68941307e+00, -2.01199627e+00, -2.54890323e+00]],
[[ -3.69943452e+00, -3.63869548e+00, -3.64270878e+00, ...,
1.59962626e+01, 1.59472618e+01, 1.59274635e+01],
[ -3.76565552e+00, -3.64393616e+00, -3.58757019e+00, ...,
1.60673485e+01, 1.60222797e+01, 1.60559044e+01],
[ -3.84633684e+00, -3.70489264e+00, -3.60301065e+00, ...,
1.61657410e+01, 1.61488457e+01, 1.61677399e+01],
...,
[ -8.01007080e+00, -8.22672844e+00, -8.52285290e+00, ...,
-1.93737304e+00, -1.88010979e+00, -1.79948640e+00],
[ -7.73034954e+00, -7.87918997e+00, -8.16211891e+00, ...,
-2.11607838e+00, -2.28971672e+00, -2.49608088e+00],
[ -7.49456263e+00, -7.56149197e+00, -7.78282022e+00, ...,
-2.44862199e+00, -2.75244474e+00, -3.09732962e+00]],
[[ -3.76517296e+00, -3.70143843e+00, -3.70695591e+00, ...,
1.63923168e+01, 1.63645420e+01, 1.63242378e+01],
[ -3.87168980e+00, -3.75132322e+00, -3.70263624e+00, ...,
1.64885559e+01, 1.64551468e+01, 1.64695854e+01],
[ -3.99197960e+00, -3.85480452e+00, -3.74751663e+00, ...,
1.66009407e+01, 1.65875168e+01, 1.65899773e+01],
...,
[ -9.51207733e+00, -9.77521324e+00, -1.01638403e+01, ...,
-2.02934432e+00, -2.02456951e+00, -1.98549008e+00],
[ -9.24216270e+00, -9.38251495e+00, -9.77246475e+00, ...,
-2.10193253e+00, -2.49082375e+00, -2.51459169e+00],
[ -9.03394222e+00, -9.07206535e+00, -9.37853050e+00, ...,
-2.37823510e+00, -2.83549023e+00, -2.94729185e+00]],
...,
[[ 5.00873685e-01, 8.16751242e-01, 8.80195498e-01, ...,
1.01939464e+00, 8.54551196e-01, 7.80392528e-01],
[ 1.00851917e+00, 1.25213504e+00, 1.18703055e+00, ...,
1.01555789e+00, 7.89382756e-01, 6.27575636e-01],
[ 1.29353237e+00, 1.36428571e+00, 1.35407090e+00, ...,
9.39319670e-01, 7.21557081e-01, 4.55743194e-01],
...,
[ -2.14654875e+00, -2.50013041e+00, -2.62583971e+00, ...,
-1.63848329e+00, -1.64077044e+00, -1.60918188e+00],
[ -1.83789921e+00, -2.17441869e+00, -2.58805847e+00, ...,
-1.71689475e+00, -1.68172336e+00, -1.51550317e+00],
[ -1.47026539e+00, -1.87063956e+00, -2.39304495e+00, ...,
-1.65813839e+00, -1.60408700e+00, -1.46400416e+00]],
[[ -3.47286224e+00, -3.15985298e+00, -2.79871821e+00, ...,
-2.94004679e+00, -3.00096297e+00, -2.94233465e+00],
[ -3.08974123e+00, -2.78885221e+00, -2.49293041e+00, ...,
-2.89323282e+00, -2.97111106e+00, -2.89813137e+00],
[ -2.71363282e+00, -2.55549860e+00, -2.44342470e+00, ...,
-2.70603848e+00, -2.81884575e+00, -2.79884434e+00],
...,
[ -8.12417805e-01, -8.07554841e-01, -5.59995055e-01, ...,
6.75031841e-02, 3.36264044e-01, 7.48248756e-01],
[ -9.84394670e-01, -9.71950948e-01, -6.77120149e-01, ...,
1.92440644e-01, 5.18912435e-01, 1.07115340e+00],
[ -1.07788575e+00, -1.11254215e+00, -8.92307281e-01, ...,
4.44304466e-01, 7.77575135e-01, 1.33228254e+00]],
[[ -2.79232836e+00, -3.14936018e+00, -3.44167757e+00, ...,
-3.45367074e+00, -3.25630903e+00, -2.92529821e+00],
[ -3.45243359e+00, -3.76353979e+00, -3.75694871e+00, ...,
-3.50223970e+00, -3.33762074e+00, -3.04849815e+00],
[ -3.89695740e+00, -3.95739555e+00, -3.60543776e+00, ...,
-3.43813562e+00, -3.35425425e+00, -3.20281172e+00],
...,
[ 7.40283203e+00, 7.20414543e+00, 6.52207088e+00, ...,
1.84865189e+00, 2.11516190e+00, 2.55798650e+00],
[ 7.41339970e+00, 7.54813957e+00, 6.89162397e+00, ...,
2.34649587e+00, 2.63700438e+00, 3.08305454e+00],
[ 7.47407818e+00, 7.66611195e+00, 7.25173664e+00, ...,
2.94288540e+00, 3.25393677e+00, 3.61156750e+00]]]]], dtype=float32)
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)>
array([[[[ 30.51792145, 30.57023048, 30.65082169, ...,
30.41054153, 30.39932442, 30.40038109],
[ 30.50630379, 30.51225471, 30.52232742, ...,
30.41658592, 30.40223885, 30.4094429 ],
[ 30.50622177, 30.49936295, 30.49457741, ...,
30.42688942, 30.41205597, 30.43368912],
...,
[ 30.51556969, 30.50427437, 30.49253654, ...,
52.37903595, 53.32913971, 53.99845505],
[ 30.51302528, 30.50189209, 30.49112892, ...,
52.25369263, 53.12332535, 53.58916473],
[ 30.51758575, 30.50270653, 30.48904037, ...,
52.46278 , 53.18763733, 53.43733978]],
[[ 104.80344391, 104.84422302, 104.91194916, ...,
104.40445709, 104.36649323, 104.34407806],
[ 104.81176758, 104.80885315, 104.80886841, ...,
104.42997742, 104.38845062, 104.37089539],
[ 104.83124542, 104.81797791, 104.80569458, ...,
104.46004486, 104.41764832, 104.4132309 ],
...,
[ 104.76138306, 104.72349548, 104.68431091, ...,
125.92333984, 126.85829926, 127.51709747],
[ 104.75358582, 104.71760559, 104.68196869, ...,
125.81452179, 126.66984558, 127.12548828],
[ 104.74899292, 104.71079254, 104.67384338, ...,
126.03825378, 126.74980927, 126.98945618]],
[[ 205.99009705, 206.0304718 , 206.09658813, ...,
205.11964417, 205.04534912, 204.99124146],
[ 206.02006531, 206.01828003, 206.01832581, ...,
205.16439819, 205.08633423, 205.03575134],
[ 206.06080627, 206.0501709 , 206.03915405, ...,
205.21424866, 205.13517761, 205.09661865],
...,
[ 205.7416687 , 205.67689514, 205.60778809, ...,
226.29234314, 227.22383118, 227.87995911],
[ 205.72888184, 205.667099 , 205.60542297, ...,
226.20706177, 227.05923462, 227.51274109],
[ 205.71820068, 205.6555481 , 205.59402466, ...,
226.45239258, 227.16131592, 227.39926147]],
...,
[[ 18305.08984375, 18304.453125 , 18303.86523438, ...,
18293.3359375 , 18291.29882812, 18289.40039062],
[ 18305.37304688, 18304.72265625, 18304.12109375, ...,
18294.58007812, 18292.50390625, 18290.56445312],
[ 18305.71289062, 18305.06054688, 18304.46289062, ...,
18295.8046875 , 18293.69335938, 18291.72265625],
...,
[ 18365.13085938, 18364.8203125 , 18364.54492188, ...,
18358.82226562, 18358.15820312, 18357.51757812],
[ 18365.63085938, 18365.26171875, 18364.9296875 , ...,
18358.71679688, 18358.04492188, 18357.38085938],
[ 18366.25 , 18365.83398438, 18365.45117188, ...,
18358.89648438, 18358.24023438, 18357.5703125 ]],
[[ 19256.34570312, 19255.52929688, 19254.79296875, ...,
19251.984375 , 19249.64648438, 19247.52734375],
[ 19256.78515625, 19255.97265625, 19255.23828125, ...,
19254.02929688, 19251.65820312, 19249.50195312],
[ 19257.30273438, 19256.5 , 19255.78710938, ...,
19256.06835938, 19253.67382812, 19251.4921875 ],
...,
[ 19334.15625 , 19333.96289062, 19333.796875 , ...,
19324.44140625, 19323.74804688, 19323.13476562],
[ 19334.60742188, 19334.3515625 , 19334.12304688, ...,
19324.421875 , 19323.71875 , 19323.07421875],
[ 19335.16601562, 19334.85742188, 19334.578125 , ...,
19324.72460938, 19324.05859375, 19323.44726562]],
[[ 20227.66210938, 20226.79101562, 20226.02734375, ...,
20235.43359375, 20233.109375 , 20230.98242188],
[ 20228.38867188, 20227.53710938, 20226.80078125, ...,
20238.07617188, 20235.73046875, 20233.57226562],
[ 20229.22070312, 20228.40039062, 20227.70117188, ...,
20240.71875 , 20238.35546875, 20236.17773438],
...,
[ 20323.6796875 , 20323.546875 , 20323.42773438, ...,
20312.46289062, 20311.546875 , 20310.75585938],
[ 20324.265625 , 20324.07226562, 20323.89453125, ...,
20312.37890625, 20311.49414062, 20310.73046875],
[ 20324.94726562, 20324.70898438, 20324.48828125, ...,
20312.59375 , 20311.7734375 , 20311.06835938]]],
[[[ 30.82236099, 30.94279861, 31.06064415, ...,
30.39117241, 30.38370323, 30.37926865],
[ 30.57290649, 30.59576225, 30.62070274, ...,
30.3882885 , 30.38315582, 30.37553215],
[ 30.50501442, 30.50811386, 30.51073265, ...,
30.38543892, 30.38124847, 30.37411308],
...,
[ 30.44392014, 30.44577789, 30.44516563, ...,
54.27841949, 54.68300629, 54.38586807],
[ 30.44475746, 30.44693184, 30.44734955, ...,
53.48132324, 53.48273468, 52.8421936 ],
[ 30.44715691, 30.44659996, 30.44777489, ...,
52.88583374, 52.36062241, 51.25851059]],
[[ 105.13817596, 105.26111603, 105.37287903, ...,
104.41293335, 104.39250946, 104.37749481],
[ 104.88833618, 104.91876984, 104.94689178, ...,
104.4079895 , 104.38996887, 104.36450195],
[ 104.82497406, 104.83547211, 104.84268951, ...,
104.39749146, 104.38272095, 104.3591156 ],
...,
[ 104.58731079, 104.59341431, 104.59281158, ...,
127.58533478, 127.99617004, 127.7117691 ],
[ 104.59091187, 104.59799957, 104.59980774, ...,
126.80027771, 126.80750275, 126.17880249],
[ 104.59669495, 104.59971619, 104.60423279, ...,
126.21903992, 125.70001221, 124.60552216]],
[[ 206.3412323 , 206.46600342, 206.57836914, ...,
205.20393372, 205.16648865, 205.13754272],
[ 206.10157776, 206.14195251, 206.17195129, ...,
205.19615173, 205.16085815, 205.1113739 ],
[ 206.05070496, 206.07011414, 206.07962036, ...,
205.17430115, 205.14503479, 205.09857178],
...,
[ 205.53260803, 205.54447937, 205.54415894, ...,
227.74377441, 228.16149902, 227.89175415],
[ 205.54014587, 205.55444336, 205.55789185, ...,
226.97691345, 226.99049377, 226.37567139],
[ 205.55047607, 205.55863953, 205.56759644, ...,
226.41592407, 225.90431213, 224.81898499]],
...,
[[ 18309.875 , 18309.11523438, 18308.55078125, ...,
18283.67773438, 18281.41796875, 18279.73242188],
[ 18310.63867188, 18310.21484375, 18309.52148438, ...,
18287.37890625, 18285.24414062, 18280.75 ],
[ 18311.42382812, 18310.63867188, 18309.58789062, ...,
18289.390625 , 18287.09179688, 18281.9375 ],
...,
[ 18353.79882812, 18355.609375 , 18356.40039062, ...,
18358.95898438, 18358.54492188, 18358.94140625],
[ 18354.13476562, 18355.515625 , 18356.6875 , ...,
18359.64453125, 18359.2890625 , 18359.45703125],
[ 18354.68164062, 18355.44140625, 18356.34765625, ...,
18360.58398438, 18360.10546875, 18359.96289062]],
[[ 19278.90429688, 19277.17578125, 19275.7109375 , ...,
19243.23242188, 19240.3046875 , 19238.40429688],
[ 19278.9453125 , 19277.65625 , 19275.92382812, ...,
19247.23242188, 19244.36328125, 19239.40820312],
[ 19279.22265625, 19277.56445312, 19275.4140625 , ...,
19249.77929688, 19246.51171875, 19240.77148438],
...,
[ 19321.88671875, 19323.921875 , 19324.9453125 , ...,
19332.66210938, 19332.13671875, 19332.49414062],
[ 19322.44726562, 19323.98242188, 19325.375 , ...,
19333.26171875, 19332.91601562, 19333.01367188],
[ 19323.42382812, 19324.12304688, 19325.1640625 , ...,
19334.04882812, 19333.58984375, 19333.60351562]],
[[ 20258.91210938, 20256.31835938, 20253.80664062, ...,
20219.9609375 , 20216.52929688, 20214.06054688],
[ 20258.19335938, 20256.08203125, 20253.33789062, ...,
20224.10351562, 20220.56054688, 20214.97460938],
[ 20257.98632812, 20255.52539062, 20252.40039062, ...,
20226.78515625, 20222.69921875, 20216.40429688],
...,
[ 20310.20703125, 20312.47070312, 20313.67382812, ...,
20324.05664062, 20323.45507812, 20323.84570312],
[ 20311.21875 , 20312.97070312, 20314.50390625, ...,
20324.64648438, 20324.31835938, 20324.43164062],
[ 20312.79101562, 20313.59960938, 20314.68554688, ...,
20325.44921875, 20325.01171875, 20325.1640625 ]]],
[[[ 30.49833298, 30.49901772, 30.51126862, ...,
30.56918907, 30.44493866, 30.40229988],
[ 30.50135422, 30.50179863, 30.50606728, ...,
30.85987473, 30.51312256, 30.40888405],
[ 30.5075264 , 30.50720215, 30.50914955, ...,
31.26061249, 30.59626007, 30.41302681],
...,
[ 30.43498993, 30.43489075, 30.43484688, ...,
45.64345169, 48.99940109, 51.3324585 ],
[ 30.43698692, 30.43698692, 30.43623734, ...,
45.58584976, 48.75775528, 51.03520203],
[ 30.44843102, 30.45343781, 30.45345306, ...,
45.95347214, 48.92026138, 51.11729431]],
[[ 104.80413818, 104.80628204, 104.81754303, ...,
104.62055969, 104.49308777, 104.44671631],
[ 104.81424713, 104.81556702, 104.82022095, ...,
104.92848969, 104.58480072, 104.47393036],
[ 104.82736206, 104.82748413, 104.83050537, ...,
105.32911682, 104.67762756, 104.48827362],
...,
[ 104.56399536, 104.56317139, 104.56216431, ...,
118.66918945, 122.02198792, 124.35258484],
[ 104.56494904, 104.5659256 , 104.56454468, ...,
118.6035614 , 121.78496552, 124.06117249],
[ 104.56246185, 104.57472229, 104.57904816, ...,
118.96259308, 121.94607544, 124.14465332]],
[[ 205.99401855, 205.99664307, 206.00569153, ...,
205.44473267, 205.311203 , 205.26063538],
[ 206.01231384, 206.01361084, 206.01818848, ...,
205.77264404, 205.43487549, 205.31495667],
[ 206.03393555, 206.03359985, 206.03778076, ...,
206.17623901, 205.54125977, 205.34303284],
...,
[ 205.49514771, 205.493927 , 205.49031067, ...,
218.48675537, 221.84326172, 224.17324829],
[ 205.48657227, 205.49072266, 205.49009705, ...,
218.42825317, 221.61836243, 223.89578247],
[ 205.46279907, 205.48616028, 205.49736023, ...,
218.7829895 , 221.79136658, 224.00546265]],
...,
[[ 18313.42382812, 18313.28320312, 18313.203125 , ...,
18294.7578125 , 18293.81054688, 18293.07421875],
[ 18314.5546875 , 18314.51757812, 18314.53710938, ...,
18296.35742188, 18295.10351562, 18293.70898438],
[ 18315.80859375, 18315.9453125 , 18316.16015625, ...,
18297.77929688, 18296.43554688, 18294.79101562],
...,
[ 18372.61328125, 18372.13867188, 18370.93164062, ...,
18376.13867188, 18375.35546875, 18374.55273438],
[ 18373.79492188, 18373.79492188, 18372.96289062, ...,
18374.85546875, 18374.55078125, 18374.15234375],
[ 18374.63671875, 18375.13671875, 18374.82421875, ...,
18373.76953125, 18373.75585938, 18373.80078125]],
[[ 19281.453125 , 19281.30078125, 19281.15429688, ...,
19269.66601562, 19271.40820312, 19272.45703125],
[ 19282.65429688, 19282.57421875, 19282.44140625, ...,
19269.00390625, 19270.54882812, 19271.65820312],
[ 19284.08398438, 19284.14257812, 19284.14257812, ...,
19268.09960938, 19269.73828125, 19270.93164062],
...,
[ 19348.47265625, 19347.9609375 , 19346.6484375 , ...,
19339.05078125, 19338.28320312, 19337.47851562],
[ 19349.38085938, 19349.38085938, 19348.48046875, ...,
19338.76953125, 19338.50976562, 19338.25585938],
[ 19349.7734375 , 19350.46679688, 19350.18945312, ...,
19338.94140625, 19338.92773438, 19339.36523438]],
[[ 20262.23828125, 20262.34570312, 20262.38671875, ...,
20258.9765625 , 20262.90429688, 20265.4453125 ],
[ 20263.1171875 , 20263.15625 , 20263.03515625, ...,
20256.69921875, 20260.50390625, 20263.38867188],
[ 20264.09960938, 20264.13671875, 20264.01953125, ...,
20254.24609375, 20258.27148438, 20261.5078125 ],
...,
[ 20339.89453125, 20339.33984375, 20337.82421875, ...,
20320.25585938, 20319.39257812, 20318.43945312],
[ 20340.58203125, 20340.58203125, 20339.484375 , ...,
20320.77148438, 20320.41210938, 20320.07226562],
[ 20340.58203125, 20341.47265625, 20341.0625 , ...,
20321.80078125, 20321.640625 , 20322.1484375 ]]],
...,
[[[ 30.27348328, 30.27553558, 30.27840424, ...,
40.33335495, 52.12269974, 67.89800262],
[ 30.27947998, 30.2809124 , 30.2809124 , ...,
35.26011276, 43.76580811, 56.41402817],
[ 30.2882061 , 30.29006767, 30.28804779, ...,
31.82279205, 37.01073074, 45.78000641],
...,
[ 31.93472099, 32.13763809, 32.40123367, ...,
34.11452103, 32.86714554, 31.93585014],
[ 32.75911713, 33.01174164, 33.40290451, ...,
37.48937607, 35.81254196, 34.46448135],
[ 33.9200325 , 34.18772888, 34.7158699 , ...,
42.24575806, 40.12382126, 38.39568329]],
[[ 104.01583862, 104.02278137, 104.03253174, ...,
113.98361969, 125.79640198, 141.59155273],
[ 104.03623199, 104.04109192, 104.04099274, ...,
108.95590973, 117.49703979, 130.17524719],
[ 104.06594086, 104.07236481, 104.06526184, ...,
105.55684662, 110.79141235, 119.60081482],
...,
[ 106.00559235, 106.21472931, 106.48416901, ...,
108.26148224, 107.0268631 , 106.10587311],
[ 106.8186264 , 107.07913971, 107.47782898, ...,
111.67610168, 110.01013184, 108.67211151],
[ 107.97737122, 108.24928284, 108.78395844, ...,
116.42751312, 114.31361389, 112.59117889]],
[[ 204.43315125, 204.44657898, 204.46502686, ...,
214.26231384, 226.1038208 , 241.91600037],
[ 204.47291565, 204.4823761 , 204.4818573 , ...,
209.29629517, 217.88427734, 230.59809875],
[ 204.53070068, 204.54336548, 204.52911377, ...,
205.94824219, 211.24658203, 220.1078186 ],
...,
[ 206.82551575, 207.04328918, 207.3210907 , ...,
209.18644714, 207.96914673, 207.06297302],
[ 207.62451172, 207.89573669, 208.30477905, ...,
212.65419006, 211.00350952, 209.68035889],
[ 208.78034973, 209.05873108, 209.60232544, ...,
217.39425659, 215.29115295, 213.57841492]],
...,
[[ 18348.19921875, 18348.30859375, 18347.9453125 , ...,
18333.4375 , 18336.25 , 18339.57226562],
[ 18349.59375 , 18349.44335938, 18348.75585938, ...,
18332.21484375, 18334.18554688, 18337.14257812],
[ 18350.3203125 , 18350.0625 , 18349.2578125 , ...,
18331.3671875 , 18332.81054688, 18335.19921875],
...,
[ 18378.70507812, 18380.3828125 , 18382.97265625, ...,
18376.58007812, 18374.65234375, 18372.8515625 ],
[ 18378.38476562, 18379.29101562, 18381.34179688, ...,
18376.84765625, 18375.47070312, 18374.87695312],
[ 18378.71679688, 18379.515625 , 18380.33398438, ...,
18378.1328125 , 18376.63085938, 18376.79296875]],
[[ 19290.0546875 , 19289.83007812, 19289.7734375 , ...,
19286.72070312, 19289.50195312, 19292.4296875 ],
[ 19292.23046875, 19291.87890625, 19291.48632812, ...,
19285.9375 , 19288.07226562, 19290.63085938],
[ 19294.04882812, 19293.71679688, 19293.23046875, ...,
19285.4765625 , 19287.24023438, 19289.4765625 ],
...,
[ 19355.94726562, 19357.44140625, 19359.25976562, ...,
19346.56835938, 19345.50585938, 19344.29296875],
[ 19355.75585938, 19356.86328125, 19358.44140625, ...,
19347.65234375, 19347.03320312, 19347.13085938],
[ 19355.8515625 , 19356.83984375, 19357.86328125, ...,
19349.7890625 , 19349.49609375, 19350.06054688]],
[[ 20252.1484375 , 20251.77929688, 20252.24023438, ...,
20259.125 , 20261.48046875, 20263.625 ],
[ 20254.41015625, 20254.12109375, 20254.296875 , ...,
20258.93359375, 20260.99804688, 20263.00585938],
[ 20256.58984375, 20256.62890625, 20256.86328125, ...,
20258.98046875, 20260.9375 , 20262.95117188],
...,
[ 20346.72851562, 20347.8203125 , 20348.29882812, ...,
20330.31640625, 20330.015625 , 20329.3125 ],
[ 20346.87109375, 20348.14453125, 20348.80859375, ...,
20331.8125 , 20331.94726562, 20332.66992188],
[ 20346.65625 , 20348.00195312, 20349.05859375, ...,
20334.00195312, 20334.921875 , 20336.46875 ]]],
[[[ 30.33296967, 30.33389854, 30.33949471, ...,
30.36270332, 30.28740311, 30.65154648],
[ 30.33304024, 30.32992935, 30.33310318, ...,
30.40315628, 30.28993034, 30.30141449],
[ 30.32448006, 30.32492065, 30.32441711, ...,
30.43449783, 30.35121727, 30.30562782],
...,
[ 35.66975403, 35.4658165 , 35.66301346, ...,
54.89898682, 53.67364883, 51.41919708],
[ 38.19081497, 37.58710098, 37.58695984, ...,
62.8745575 , 61.6835022 , 59.17061996],
[ 41.52681732, 40.40083694, 40.02215958, ...,
71.12290192, 70.12460327, 67.55715942]],
[[ 104.22184753, 104.22492981, 104.24398804, ...,
104.09529114, 104.05252075, 104.43878937],
[ 104.22207642, 104.21179199, 104.22219849, ...,
104.13233185, 104.06156158, 104.10092926],
[ 104.19181824, 104.19374847, 104.19184875, ...,
104.16627502, 104.12866974, 104.11508179],
...,
[ 110.02780151, 109.83029938, 110.0273056 , ...,
129.02407837, 127.78770447, 125.50722504],
[ 112.54528046, 111.94962311, 111.94903564, ...,
136.88775635, 135.70146179, 133.16928101],
[ 115.87368774, 114.75650024, 114.3816452 , ...,
145.02597046, 144.04673767, 141.49331665]],
[[ 204.84022522, 204.84597778, 204.88435364, ...,
204.48152161, 204.48217773, 204.89901733],
[ 204.84066772, 204.82122803, 204.84059143, ...,
204.51307678, 204.49952698, 204.57727051],
[ 204.77984619, 204.78398132, 204.77984619, ...,
204.55001831, 204.57342529, 204.60449219],
...,
[ 211.2587738 , 211.07232666, 211.26965332, ...,
229.9513855 , 228.7003479 , 226.38838196],
[ 213.77139282, 213.18865967, 213.18771362, ...,
237.66514587, 236.485672 , 233.93334961],
[ 217.08879089, 215.98356628, 215.61445618, ...,
245.65786743, 244.70246887, 242.17379761]],
...,
[[ 18357.3203125 , 18358.00585938, 18358.99414062, ...,
18331.41796875, 18332.27539062, 18333.09960938],
[ 18358.05273438, 18359.83789062, 18360.88671875, ...,
18332.8046875 , 18333.3515625 , 18333.98242188],
[ 18359.1328125 , 18360.88085938, 18361.796875 , ...,
18333.01757812, 18333.70703125, 18334.90625 ],
...,
[ 18390.546875 , 18389.87304688, 18389.9765625 , ...,
18398.17773438, 18397.46289062, 18396.28125 ],
[ 18391.93945312, 18391.37890625, 18391.94335938, ...,
18399.265625 , 18398.64453125, 18397.35546875],
[ 18392.96484375, 18393.49414062, 18394.35546875, ...,
18399.69335938, 18399.5859375 , 18398.765625 ]],
[[ 19284.40039062, 19283.47851562, 19283.15820312, ...,
19294.51953125, 19294.73632812, 19294.46875 ],
[ 19283.78320312, 19283.94335938, 19283.67578125, ...,
19296.76367188, 19296.46484375, 19296.25390625],
[ 19283.68554688, 19283.98828125, 19283.70507812, ...,
19297.28125 , 19297.37695312, 19297.71484375],
...,
[ 19344.05078125, 19345.15625 , 19347.00195312, ...,
19367.3984375 , 19367.63085938, 19367.8125 ],
[ 19344.03320312, 19344.921875 , 19347.34179688, ...,
19368.34765625, 19368.4296875 , 19367.78125 ],
[ 19344.6171875 , 19345.48828125, 19347.41796875, ...,
19367.96875 , 19368.078125 , 19367.67773438]],
[[ 20237.48632812, 20234.546875 , 20232.6484375 , ...,
20273.24414062, 20272.84570312, 20271.546875 ],
[ 20235.203125 , 20233.4765625 , 20231.87109375, ...,
20276.36328125, 20275.15039062, 20273.99804688],
[ 20233.65820312, 20232.39257812, 20231. , ...,
20277.20898438, 20276.671875 , 20276.10546875],
...,
[ 20312.97460938, 20315.4375 , 20318.77539062, ...,
20348.48242188, 20349.51367188, 20350.77148438],
[ 20312.15234375, 20313.68359375, 20317.7265625 , ...,
20349.32617188, 20350.03710938, 20350.21875 ],
[ 20312.23632812, 20314.20507812, 20316.1171875 , ...,
20348.59179688, 20348.88476562, 20348.86132812]]],
[[[ 30.33017159, 30.32867622, 30.32679749, ...,
30.38306046, 30.389925 , 30.42850304],
[ 30.33132935, 30.32859802, 30.32601929, ...,
30.34807587, 30.34904289, 30.40293503],
[ 30.33217621, 30.32905006, 30.32655334, ...,
30.34655762, 30.34831429, 30.3780117 ],
...,
[ 51.63708496, 50.26914978, 48.25671387, ...,
75.01747131, 77.63095093, 79.20707703],
[ 58.17588425, 56.70220566, 54.43024063, ...,
78.25698853, 81.29099274, 83.68612671],
[ 65.1880188 , 63.80091858, 61.56138229, ...,
78.2519455 , 81.28948212, 83.68144989]],
[[ 104.21381378, 104.20774841, 104.20027161, ...,
104.30068207, 104.310112 , 104.33943939],
[ 104.21759033, 104.20932007, 104.19982147, ...,
104.26566315, 104.26965332, 104.31887054],
[ 104.22001648, 104.21007538, 104.20103455, ...,
104.26051331, 104.26709747, 104.29440308],
...,
[ 125.78676605, 124.41020203, 122.39025116, ...,
148.7026825 , 151.31155396, 152.88908386],
[ 132.31100464, 130.83152771, 128.55500793, ...,
151.90837097, 154.93440247, 157.32627869],
[ 139.30847168, 137.91725159, 135.6738739 , ...,
151.90325928, 154.93232727, 157.30580139]],
[[ 204.82745361, 204.81446838, 204.79814148, ...,
204.94224548, 204.95437622, 204.972229 ],
[ 204.8354187 , 204.8195343 , 204.79962158, ...,
204.90649414, 204.91543579, 204.95806885],
[ 204.8396759 , 204.8197937 , 204.80085754, ...,
204.89596558, 204.91023254, 204.93409729],
...,
[ 226.85162354, 225.46687317, 223.44139099, ...,
249.16271973, 251.76728821, 253.35176086],
[ 233.35597229, 231.87098694, 229.59158325, ...,
252.33226013, 255.35067749, 257.74075317],
[ 240.33276367, 238.93795776, 236.69067383, ...,
252.33283997, 255.32817078, 257.68395996]],
...,
[[ 18327.63671875, 18326.85742188, 18326.52148438, ...,
18317.00390625, 18316.67773438, 18316.33203125],
[ 18326.9140625 , 18326.38085938, 18326.2265625 , ...,
18316.8828125 , 18317.4765625 , 18317.08398438],
[ 18327.19140625, 18326.87304688, 18327.02734375, ...,
18316.82421875, 18317.36328125, 18317.4296875 ],
...,
[ 18378.38476562, 18378.08203125, 18377.78710938, ...,
18401.0234375 , 18401.2265625 , 18401.59179688],
[ 18379.7421875 , 18379.11523438, 18378.99609375, ...,
18402.34960938, 18402.81445312, 18403.34765625],
[ 18381.17382812, 18380.24804688, 18379.75585938, ...,
18401.75585938, 18402.75585938, 18403.81640625]],
[[ 19273.10351562, 19272.80664062, 19272.8046875 , ...,
19276.40039062, 19276.6328125 , 19276.00976562],
[ 19272.80078125, 19272.734375 , 19272.61914062, ...,
19276.39453125, 19277.73828125, 19277.203125 ],
[ 19272.96679688, 19273.24023438, 19272.87109375, ...,
19276.14257812, 19277.64257812, 19277.99609375],
...,
[ 19342.59960938, 19343.87890625, 19345.00976562, ...,
19363.68359375, 19365.27929688, 19367.44140625],
[ 19343.19140625, 19344.26757812, 19345.6328125 , ...,
19366.12695312, 19367.9921875 , 19370.24609375],
[ 19343.82617188, 19344.44921875, 19345.67578125, ...,
19367.01953125, 19369.3828125 , 19372.26757812]],
[[ 20248.91796875, 20248.97265625, 20248.97070312, ...,
20255.54882812, 20256.45703125, 20255.63476562],
[ 20249.12890625, 20249.8359375 , 20249.4453125 , ...,
20255.8671875 , 20257.90820312, 20257.28515625],
[ 20249.26367188, 20249.98242188, 20249.18554688, ...,
20255.47851562, 20257.81054688, 20258.40234375],
...,
[ 20330.36523438, 20330.78320312, 20331.08398438, ...,
20338.24804688, 20340.83203125, 20344.21679688],
[ 20331.41992188, 20332.1640625 , 20332.88671875, ...,
20341.40429688, 20344.12304688, 20347.40429688],
[ 20332.15429688, 20333.02929688, 20333.87304688, ...,
20344.0234375 , 20346.98828125, 20350.5078125 ]]]], 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: 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,
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 [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],
[ 977.41168213, 977.38916016, 977.32672119, ..., 983.38336182,
983.55688477, 983.76306152],
[ 954.97247314, 955.02893066, 954.99353027, ..., 960.87097168,
961.02697754, 961.23553467],
...,
[ 57.71975327, 57.71946335, 57.73896408, ..., 58.46494293,
58.41485214, 58.38776016],
[ 55.71782684, 55.71284485, 55.73302841, ..., 56.49335098,
56.44298172, 56.41420364],
[ nan, nan, nan, ..., 54.52177811,
54.47113037, 54.4406662 ]],
[[ nan, nan, nan, ..., nan,
nan, nan],
[ 976.1730957 , 976.10961914, 976.04351807, ..., 980.60638428,
980.80114746, 980.99615479],
[ 953.89752197, 953.84191895, 953.77593994, ..., 958.3024292 ,
958.47937012, 958.65539551],
...,
[ 57.91437912, 57.90946198, 57.88705826, ..., 58.69552612,
58.71183395, 58.72624588],
[ 55.94142532, 55.91307449, 55.88866806, ..., 56.69937134,
56.71670151, 56.73094559],
[ nan, nan, nan, ..., 54.70323563,
54.72158813, 54.73566818]]], 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=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],
[ 981.99780273, 982.01373291, 982.00976562, ..., 984.1293335 ,
984.49102783, 984.82830811],
[ 959.73718262, 959.76318359, 959.77160645, ..., 961.6763916 ,
962.050354 , 962.38079834],
...,
[ 58.38492584, 58.39664459, 58.40818024, ..., 58.23749542,
58.24372482, 58.25061035],
[ 56.3997345 , 56.41178513, 56.42324066, ..., 56.27541733,
56.28142166, 56.2881546 ],
[ 54.41456604, 54.42694855, 54.43831635, ..., nan,
nan, nan]],
[[ nan, nan, nan, ..., nan,
nan, nan],
[ 975.87255859, 975.60253906, 975.38415527, ..., 979.44543457,
979.78094482, 980.13977051],
[ 953.53833008, 953.33636475, 953.13201904, ..., 957.07592773,
957.40197754, 957.7454834 ],
...,
[ 57.92559814, 57.87038803, 57.86621475, ..., 58.08515167,
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],
[ 974.43347168, 974.26580811, 974.04626465, ..., 976.63537598,
976.94836426, 977.28277588],
[ 952.35394287, 952.18359375, 951.9786377 , ..., 954.41174316,
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)>
array([[ 304.17645264, 304.17849731, 304.18066406, 304.18206787,
304.18035889, 304.17495728, 304.16564941, 304.15133667,
304.13232422, 304.10839844, 304.08227539, 304.05413818,
304.02490234, 303.99533081, 303.96630859, 303.9385376 ,
303.91409302, 303.89355469, 303.87640381, 303.86752319,
303.86819458, 303.87002563, 303.87493896, 303.87683105,
303.87747192, 303.87612915, 303.86325073, 303.8414917 ,
303.80178833, 303.74475098, 303.67010498, 303.57873535,
303.47271729, 303.35333252, 303.23074341, 303.10748291,
302.98583984, 302.87646484, 302.78048706, 302.70040894,
302.63555908, 302.58633423, 302.55371094, 302.52914429,
302.51303101, 302.50372314, 302.50143433, 302.50482178,
302.51464844, 302.52679443, 302.54229736, 302.55899048,
302.58789062, 302.62628174, 302.67501831, 302.72827148,
302.78536987, 302.84494019, 302.90148926, 302.95361328,
303.00054932, 303.03656006, 303.0619812 , 303.07550049,
303.08435059, 303.08755493, 303.08630371, 303.0796814 ,
303.06866455, 303.05252075, 303.03405762, 303.0123291 ,
302.9883728 , 302.95556641, 302.91506958, 302.86724854,
302.81069946, 302.7472229 , 302.6776123 , 302.60931396,
302.54394531, 302.48364258, 302.43444824, 302.39782715,
302.37426758, 302.36914062, 302.38088989, 302.41009521,
302.44781494, 302.49285889, 302.5423584 , 302.5916748 ,
302.63745117, 302.67938232, 302.70721436],
[ 303.75268555, 303.7461853 , 303.74179077, 303.7376709 ,
303.73114014, 303.71551514, 303.69616699, 303.66870117,
303.64135742, 303.60644531, 303.56066895, 303.51281738,
303.46582031, 303.42294312, 303.38427734, 303.36364746,
303.35128784, 303.34719849, 303.34442139, 303.33242798,
303.31625366, 303.29608154, 303.27478027, 303.25549316,
303.23898315, 303.20123291, 303.08483887, 303.03652954,
302.92120361, 302.86132812, 302.8253479 , 302.79776001,
302.78222656, 302.79220581, 302.78225708, 302.52340698,
301.9647522 , 301.44195557, 301.28152466, 301.21170044,
301.07568359, 300.88525391, 300.6958313 , 300.59512329,
300.49450684, 300.36871338, 300.33462524, 300.33218384,
300.32580566, 300.38021851, 300.42837524, 300.42300415,
300.38604736, 300.48590088, 300.72668457, 301.04251099,
301.32781982, 301.57058716, 301.82723999, 302.02334595,
302.30273438, 302.53839111, 302.60653687, 302.64764404,
302.73260498, 302.78942871, 302.86022949, 302.87316895,
302.92523193, 302.99737549, 303.04922485, 303.10491943,
303.12155151, 303.16860962, 303.19094849, 303.21008301,
303.22610474, 303.24389648, 303.25946045, 303.26986694,
303.28143311, 303.29495239, 303.30761719, 303.32162476,
303.33425903, 303.34265137, 303.34960938, 303.35507202,
303.35955811, 303.36071777, 303.35549927, 303.35202026,
303.35910034, 303.37258911, 303.39810181],
[ 303.26266479, 303.23590088, 303.25512695, 303.33624268,
303.39227295, 303.37628174, 303.33270264, 303.31005859,
303.29931641, 303.31167603, 303.32577515, 303.31134033,
303.27218628, 303.24523926, 303.23049927, 303.21511841,
303.18023682, 303.13302612, 303.08520508, 302.99160767,
302.77124023, 302.88467407, 302.89779663, 302.91137695,
302.89230347, 302.8890686 , 302.91195679, 302.93453979,
302.79043579, 302.65078735, 302.46508789, 302.28601074,
302.32104492, 301.93960571, 301.47467041, 301.01522827,
300.52944946, 300.39910889, 300.45629883, 300.72183228,
300.74893188, 300.4357605 , 300.35549927, 300.89031982,
301.81192017, 302.47802734, 302.56298828, 302.328125 ,
302.11975098, 302.13848877, 302.18209839, 301.79220581,
301.19421387, 300.85055542, 300.92523193, 301.18218994,
301.60644531, 301.76257324, 301.84811401, 302.00772095,
302.25698853, 302.8604126 , 303.31274414, 303.22521973,
303.14071655, 302.98583984, 302.96957397, 303.02371216,
303.14825439, 303.22738647, 303.14395142, 303.02932739,
303.03530884, 302.96359253, 302.90704346, 302.86001587,
302.7862854 , 302.74243164, 302.74407959, 302.65924072,
302.65090942, 302.52838135, 302.51773071, 302.56478882,
302.6177063 , 302.72897339, 302.77523804, 302.840271 ,
302.82321167, 302.83551025, 302.84793091, 302.8682251 ,
302.88717651, 302.89840698, 302.91976929],
[ 302.93411255, 302.93066406, 302.9564209 , 303.021698 ,
303.04980469, 303.08230591, 302.97262573, 302.86148071,
302.76217651, 303.09765625, 303.06652832, 303.12164307,
303.15313721, 303.17529297, 303.29721069, 303.26828003,
303.25354004, 303.25408936, 303.24679565, 303.23403931,
303.23297119, 303.23687744, 303.22067261, 303.16009521,
303.06893921, 302.98861694, 302.94396973, 303.02493286,
302.96060181, 302.44314575, 302.15240479, 302.20834351,
301.98980713, 301.66522217, 301.36538696, 301.1690979 ,
301.22363281, 301.07202148, 300.95599365, 301.09442139,
301.18569946, 301.18109131, 301.434021 , 301.73919678,
302.19424438, 302.35238647, 302.43688965, 302.4223938 ,
302.43667603, 302.02120972, 301.3862915 , 300.86132812,
300.09042358, 299.88873291, 300.05880737, 300.35974121,
300.63952637, 301.12545776, 301.74264526, 302.33850098,
302.68453979, 303.0328064 , 303.09143066, 303.04943848,
303.13708496, 303.20840454, 303.21133423, 303.0385437 ,
302.84283447, 302.77166748, 302.89071655, 302.94625854,
302.80953979, 302.67059326, 302.63290405, 302.54489136,
302.52539062, 302.61187744, 302.57098389, 302.55593872,
302.54879761, 302.68121338, 302.93942261, 303.00006104,
302.93304443, 302.96142578, 302.96893311, 302.95925903,
302.97250366, 302.9928894 , 303.02062988, 303.0368042 ,
303.01187134, 302.96374512, 302.8994751 ],
[ 302.56192017, 302.5536499 , 302.56564331, 302.62368774,
302.71551514, 302.84677124, 303.08135986, 302.90505981,
303.01608276, 303.02539062, 302.8944397 , 302.85650635,
302.48840332, 302.56066895, 302.70877075, 302.74789429,
302.71453857, 302.92279053, 303.14019775, 303.02685547,
303.26885986, 303.3734436 , 303.37521362, 303.35446167,
303.34619141, 303.32305908, 303.32904053, 303.06835938,
302.84790039, 302.90698242, 302.98501587, 303.00750732,
302.86502075, 302.4647522 , 302.02032471, 301.55453491,
301.05105591, 300.69250488, 300.52987671, 300.49438477,
300.57754517, 301.29879761, 302.17108154, 302.54541016,
302.44509888, 302.25964355, 302.21368408, 302.29135132,
302.46356201, 302.35153198, 301.66934204, 300.99349976,
300.43539429, 300.43515015, 300.73956299, 301.28314209,
301.77636719, 302.21395874, 302.40817261, 302.37393188,
302.37780762, 302.38076782, 302.39300537, 302.30517578,
302.32980347, 302.54101562, 302.82769775, 303.05508423,
302.94146729, 302.60418701, 302.63632202, 302.70980835,
302.67712402, 302.66290283, 302.64193726, 302.58251953,
302.66213989, 302.71121216, 302.78289795, 302.76254272,
302.76275635, 302.76501465, 302.72415161, 302.61871338,
302.62249756, 302.61535645, 302.69238281, 302.69366455,
302.61016846, 302.51980591, 302.51266479, 302.57919312,
302.57879639, 302.49563599, 302.46228027],
[ 302.26367188, 302.41183472, 302.49932861, 302.5637207 ,
302.62133789, 302.69689941, 302.82720947, 302.95318604,
303.06063843, 303.09667969, 302.91870117, 302.96554565,
302.93533325, 302.95101929, 302.88949585, 303.04421997,
302.85992432, 303.10757446, 303.23724365, 303.44674683,
303.44665527, 303.42745972, 303.52957153, 303.47875977,
303.42248535, 303.44219971, 303.46969604, 303.49105835,
303.45697021, 303.47470093, 303.44335938, 303.27325439,
303.02301025, 302.68737793, 302.23150635, 301.78872681,
301.35214233, 300.93701172, 300.69256592, 300.76397705,
301.02679443, 301.07879639, 301.30410767, 301.99343872,
302.3392334 , 302.49359131, 302.29629517, 302.35766602,
302.36257935, 302.63381958, 302.37908936, 301.50332642,
300.51837158, 300.19345093, 300.28936768, 300.44070435,
300.56256104, 300.58428955, 300.77981567, 301.13006592,
301.48403931, 301.66763306, 302.03097534, 302.37023926,
302.33685303, 302.25146484, 302.35510254, 302.51821899,
302.52883911, 302.4552002 , 302.46780396, 302.51461792,
302.52755737, 302.57595825, 302.60488892, 302.54226685,
302.52548218, 302.48260498, 302.58892822, 302.66177368,
302.85321045, 303.02709961, 302.88970947, 302.78482056,
302.78393555, 302.73660278, 302.67785645, 302.56872559,
302.49761963, 302.53582764, 302.48965454, 302.5151062 ,
302.69274902, 302.84573364, 302.93731689],
[ 303.34341431, 303.27883911, 303.29455566, 303.41027832,
303.49694824, 303.5211792 , 303.50622559, 303.4949646 ,
303.44747925, 303.36062622, 303.27487183, 303.22918701,
303.22409058, 303.24121094, 303.23205566, 303.21298218,
303.22784424, 303.2593689 , 303.27752686, 303.30255127,
303.34466553, 303.28536987, 303.34994507, 303.43667603,
303.43685913, 303.40118408, 303.42272949, 303.42483521,
303.36587524, 303.1819458 , 303.24401855, 303.27639771,
303.09518433, 302.80352783, 302.43756104, 302.03460693,
301.53027344, 301.0541687 , 300.68429565, 300.38119507,
300.23388672, 300.3170166 , 300.54641724, 300.99200439,
301.86209106, 302.51251221, 302.59963989, 302.70785522,
302.87817383, 302.71585083, 302.40026855, 301.87475586,
301.46609497, 301.24435425, 301.17242432, 301.32800293,
301.32595825, 301.10040283, 300.94665527, 300.84298706,
301.1031189 , 301.83407593, 302.26589966, 302.3487854 ,
302.33898926, 302.36697388, 302.35910034, 302.24163818,
302.28961182, 302.38937378, 302.39385986, 302.30273438,
302.37435913, 302.66967773, 302.87316895, 302.81222534,
302.55511475, 302.4289856 , 302.57617188, 302.81207275,
302.94949341, 302.91036987, 302.95339966, 302.87481689,
302.68130493, 302.8793335 , 302.94812012, 302.88748169,
302.84744263, 302.81661987, 302.81771851, 302.98846436,
303.1661377 , 303.2527771 , 303.23110962],
[ 303.81954956, 303.83557129, 303.84402466, 303.8442688 ,
303.82800293, 303.81246948, 303.80096436, 303.76754761,
303.76208496, 303.76983643, 303.78594971, 303.82006836,
303.8989563 , 303.85336304, 303.89517212, 303.80541992,
303.82235718, 303.84799194, 303.78930664, 303.7749939 ,
303.7590332 , 303.66473389, 303.66958618, 303.65023804,
303.50112915, 303.19415283, 303.30041504, 303.23651123,
303.32287598, 303.39801025, 303.31390381, 303.00881958,
302.47219849, 301.86050415, 301.48904419, 301.27218628,
301.04211426, 300.9864502 , 300.97052002, 301.18347168,
301.58514404, 302.20388794, 302.92199707, 303.16986084,
302.95321655, 302.66781616, 302.6786499 , 302.57571411,
302.1552124 , 301.34912109, 300.39260864, 299.92800903,
300.29046631, 300.89733887, 301.4569397 , 301.80337524,
302.18478394, 302.45352173, 302.54272461, 302.53335571,
302.4256897 , 302.30184937, 302.29937744, 302.42675781,
302.52703857, 302.56997681, 302.65066528, 302.76464844,
302.89712524, 302.94262695, 302.89401245, 302.73495483,
302.48516846, 302.44732666, 302.67623901, 302.8710022 ,
302.76165771, 302.82321167, 302.89297485, 302.86141968,
302.76809692, 302.69271851, 302.61373901, 302.63897705,
302.75683594, 302.87591553, 303.10995483, 303.03656006,
302.95062256, 302.90402222, 302.90875244, 303.08346558,
303.22769165, 303.2880249 , 303.27935791],
[ 304.42880249, 304.50067139, 304.57150269, 304.65286255,
304.70782471, 304.75692749, 304.79864502, 304.83856201,
304.89196777, 304.96133423, 305.02359009, 305.05606079,
305.04138184, 305.00189209, 304.93649292, 304.73989868,
304.80474854, 304.3913269 , 304.3550415 , 304.39099121,
304.25543213, 304.32565308, 303.97662354, 304.13265991,
304.19717407, 303.94836426, 303.737854 , 303.67428589,
303.40582275, 303.17449951, 302.85696411, 302.4178772 ,
302.00463867, 301.6600647 , 301.25848389, 300.83297729,
300.59387207, 300.69387817, 300.91461182, 301.1328125 ,
301.32617188, 301.84515381, 302.58792114, 303.07849121,
303.1652832 , 303.07342529, 303.07254028, 303.14968872,
303.11538696, 302.90512085, 302.506073 , 302.00576782,
301.7835083 , 301.99890137, 302.15673828, 302.30517578,
301.89404297, 301.55374146, 301.49539185, 301.58569336,
301.96655273, 302.53881836, 302.90350342, 302.97775269,
303.01351929, 303.01434326, 303.00558472, 302.98123169,
303.01098633, 303.05105591, 303.01062012, 302.86035156,
302.8097229 , 302.77981567, 302.79745483, 302.80838013,
302.85415649, 302.88949585, 302.88864136, 302.85177612,
302.79455566, 302.72540283, 302.6675415 , 302.65966797,
302.7734375 , 302.97488403, 303.02072144, 302.94259644,
302.84835815, 303.1257019 , 303.26037598, 303.20492554,
303.25436401, 303.18997192, 303.07284546]], 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=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 ...
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: (0.0, 48.0) to (94.0, 48.0) ; center=CoordPair(x=48.0, y=48.0) ; angle=90.0
<xarray.DataArray u'T2_line' (Time: 9, line_idx: 95)>
array([[ 303.03555298, 303.05404663, 303.07791138, 303.10522461,
303.13269043, 303.15872192, 303.18301392, 303.19989014,
303.21044922, 303.21200562, 303.21652222, 303.22155762,
303.22836304, 303.2321167 , 303.2321167 , 303.2298584 ,
303.22119141, 303.20550537, 303.181427 , 303.14569092,
303.09686279, 303.03643799, 302.95303345, 302.8503418 ,
302.72769165, 302.59872437, 302.46502686, 302.33093262,
302.20306396, 302.08584595, 301.98138428, 301.90219116,
301.84860229, 301.82266235, 301.82125854, 301.84359741,
301.88885498, 301.94677734, 302.01550293, 302.09094238,
302.16983032, 302.24804688, 302.32507324, 302.38659668,
302.43389893, 302.46325684, 302.48721313, 302.50384521,
302.51464844, 302.52072144, 302.52230835, 302.52230835,
302.52230835, 302.52026367, 302.51782227, 302.51776123,
302.51986694, 302.5249939 , 302.53005981, 302.53564453,
302.54153442, 302.54748535, 302.55349731, 302.55944824,
302.56610107, 302.57342529, 302.58139038, 302.59075928,
302.60137939, 302.61352539, 302.62576294, 302.63833618,
302.65112305, 302.66445923, 302.67840576, 302.69308472,
302.70916748, 302.72689819, 302.74661255, 302.76873779,
302.79351807, 302.82110596, 302.85205078, 302.88635254,
302.92401123, 302.9644165 , 303.00738525, 303.05276489,
303.10003662, 303.14892578, 303.20050049, 303.25045776,
303.30065918, 303.35067749, 303.4074707 ],
[ 302.81698608, 302.7796936 , 302.75308228, 302.73339844,
302.72644043, 302.72833252, 302.73428345, 302.74713135,
302.73321533, 302.76144409, 302.75576782, 302.87112427,
302.73040771, 302.5531311 , 302.43835449, 302.35571289,
302.38128662, 302.45996094, 302.61978149, 302.72906494,
303.00701904, 303.32199097, 303.45214844, 303.4458313 ,
303.41784668, 303.39660645, 303.37710571, 303.3321228 ,
303.29586792, 303.20748901, 303.1751709 , 303.02270508,
302.53460693, 301.80606079, 301.29855347, 301.26449585,
301.60678101, 302.03820801, 302.10879517, 301.97732544,
301.90942383, 302.01083374, 302.11871338, 302.1739502 ,
302.07693481, 301.98864746, 301.51486206, 300.73275757,
300.32580566, 300.35620117, 300.69796753, 301.16143799,
301.66452026, 302.1572876 , 302.55691528, 302.81112671,
302.74511719, 302.6711731 , 302.59399414, 302.56604004,
302.61230469, 302.67514038, 302.70559692, 302.67773438,
302.61959839, 302.54742432, 302.46981812, 302.44500732,
302.43954468, 302.40310669, 302.37747192, 302.36520386,
302.36654663, 302.38897705, 302.43603516, 302.50289917,
302.5798645 , 302.6494751 , 302.70675659, 302.76046753,
302.82168579, 302.88430786, 302.9442749 , 303.00765991,
303.08059692, 303.16073608, 303.24484253, 303.32458496,
303.40237427, 303.47924805, 303.55181885, 303.62069702,
303.69723511, 303.77133179, 303.83312988],
[ 302.14294434, 302.05273438, 301.97338867, 301.89547729,
301.84060669, 301.80252075, 301.78479004, 301.80081177,
301.84396362, 301.91357422, 302.00137329, 302.0791626 ,
302.12127686, 302.12887573, 302.19128418, 302.29595947,
302.35037231, 302.28656006, 302.06747437, 301.84735107,
302.25259399, 302.87866211, 302.99206543, 302.85873413,
302.76473999, 302.77606201, 302.85931396, 303.03051758,
303.0796814 , 302.92306519, 302.70248413, 302.69641113,
302.56033325, 302.46981812, 302.14379883, 301.65859985,
301.11193848, 300.80654907, 300.63143921, 300.33929443,
300.10452271, 300.36962891, 301.36190796, 302.13653564,
302.10437012, 301.93496704, 302.03488159, 302.15646362,
302.11975098, 302.09588623, 301.89572144, 301.52645874,
301.1902771 , 300.8979187 , 301.02734375, 301.13348389,
301.24945068, 301.52526855, 301.83938599, 302.09979248,
302.22427368, 302.25030518, 302.23614502, 302.35684204,
302.57116699, 302.75744629, 302.80181885, 302.79223633,
302.75341797, 302.69961548, 302.66522217, 302.67214966,
302.7276001 , 302.80734253, 302.85772705, 302.89031982,
302.94265747, 303.00314331, 303.04806519, 303.07537842,
303.10662842, 303.14706421, 303.18093872, 303.15170288,
303.01211548, 302.89599609, 302.98461914, 302.99786377,
303.20220947, 303.45880127, 303.61816406, 303.5463562 ,
303.39587402, 303.27770996, 303.30856323],
[ 300.58837891, 300.53640747, 300.52993774, 300.63143921,
300.74502563, 300.85632324, 300.97158813, 301.10894775,
301.23675537, 301.37991333, 301.49829102, 301.61334229,
301.72549438, 301.71270752, 301.66799927, 301.5383606 ,
301.76528931, 301.91030884, 302.04071045, 302.31140137,
302.33798218, 302.25430298, 302.17901611, 302.1399231 ,
302.25997925, 302.52108765, 302.67520142, 302.69613647,
302.6539917 , 302.63339233, 302.5640564 , 302.53118896,
302.49816895, 302.39447021, 302.38348389, 302.31201172,
302.10443115, 301.89187622, 301.50106812, 301.2428894 ,
301.11880493, 300.98052979, 300.82583618, 300.98641968,
301.47073364, 302.01870728, 302.35549927, 302.42449951,
302.43667603, 302.49615479, 302.55239868, 302.26928711,
301.25787354, 300.0798645 , 299.59143066, 299.43988037,
299.40383911, 299.67102051, 300.53033447, 301.53140259,
301.78192139, 301.5105896 , 301.58145142, 301.99307251,
302.32736206, 302.68457031, 302.88360596, 302.89199829,
302.85464478, 302.89468384, 303.00775146, 303.03121948,
303.04931641, 303.00390625, 302.92651367, 303.25112915,
303.24090576, 303.27090454, 303.29971313, 303.35519409,
303.41827393, 303.46853638, 303.49679565, 303.50326538,
303.50512695, 303.51708984, 303.51782227, 303.43457031,
303.43041992, 303.48239136, 303.40557861, 303.31365967,
303.28042603, 303.28555298, 303.30877686],
[ 300.74517822, 300.89889526, 301.02633667, 301.13082886,
301.20858765, 301.18560791, 301.26470947, 301.45941162,
301.49981689, 301.52667236, 301.72201538, 301.8425293 ,
301.81466675, 301.77813721, 301.81576538, 301.89187622,
302.02349854, 302.1289978 , 302.2036438 , 302.22601318,
302.16149902, 302.14645386, 302.35916138, 302.65118408,
302.73632812, 302.67443848, 302.60540771, 302.54000854,
302.50415039, 302.53128052, 302.62799072, 302.3298645 ,
301.91641235, 301.72503662, 301.60791016, 301.32284546,
301.05908203, 300.99133301, 301.02526855, 301.13534546,
301.07174683, 300.80529785, 300.55880737, 300.60214233,
301.16781616, 301.96508789, 302.37283325, 302.44351196,
302.46356201, 302.47210693, 302.38323975, 302.12203979,
301.59985352, 301.22229004, 301.23294067, 301.19088745,
301.17825317, 301.33932495, 301.59939575, 301.78778076,
301.97528076, 302.20013428, 302.37368774, 302.43133545,
302.49829102, 302.58566284, 302.58023071, 302.70922852,
302.88671875, 303.26702881, 303.22415161, 303.35217285,
303.40463257, 303.44744873, 303.49572754, 303.53567505,
303.55950928, 303.5786438 , 303.6144104 , 303.65408325,
303.68191528, 303.70376587, 303.74060059, 303.7364502 ,
303.6178894 , 303.52294922, 303.55828857, 303.55361938,
303.53863525, 303.58630371, 303.61746216, 303.66296387,
303.71697998, 303.7381897 , 303.74832153],
[ 301.4336853 , 301.51245117, 301.58908081, 301.66348267,
301.73770142, 301.78948975, 301.83197021, 301.86053467,
301.8835144 , 301.93249512, 302.01953125, 301.98983765,
302.14144897, 302.17260742, 302.16485596, 302.04852295,
301.96347046, 301.88339233, 301.83004761, 301.80688477,
301.78100586, 301.79525757, 301.87405396, 302.27798462,
302.56646729, 302.61459351, 302.60684204, 302.63040161,
302.66085815, 302.68475342, 302.68460083, 302.62792969,
302.32922363, 302.05795288, 301.91653442, 301.85058594,
301.7479248 , 301.57348633, 301.37643433, 301.2572937 ,
301.01486206, 300.81082153, 300.60241699, 300.74172974,
301.10235596, 301.80636597, 302.30767822, 302.35003662,
302.36257935, 302.52005005, 302.60491943, 302.53811646,
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 [ ]: