In [1]:
import numpy as np
import xarray as xr
In [2]:
ds=xr.open_dataset('wrfout_v2_Lambert.nc')
In [3]:
ds
Out[3]:
<xarray.Dataset>
Dimensions: (Time: 13, bottom_top: 27, bottom_top_stag: 28, ext_scalar: 1, soil_layers_stag: 5, south_north: 60, south_north_stag: 61, west_east: 73, west_east_stag: 74)
Coordinates:
* Time (Time) int64 0 1 2 3 4 5 6 7 8 9 10 11 12
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
* bottom_top_stag (bottom_top_stag) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 ...
* ext_scalar (ext_scalar) int64 0
* soil_layers_stag (soil_layers_stag) int64 0 1 2 3 4
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
* south_north_stag (south_north_stag) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
* west_east_stag (west_east_stag) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 ...
Data variables:
Times (Time) |S19 b'2000-01-24_12:00:00' ...
LU_INDEX (Time, south_north, west_east) float32 16.0 16.0 16.0 ...
U (Time, bottom_top, south_north, west_east_stag) float32 -1.06967 ...
V (Time, bottom_top, south_north_stag, west_east) float32 -13.5656 ...
W (Time, bottom_top_stag, south_north, west_east) float32 -0.0 ...
PH (Time, bottom_top_stag, south_north, west_east) float32 0.0 ...
PHB (Time, bottom_top_stag, south_north, west_east) float32 0.0 ...
T (Time, bottom_top, south_north, west_east) float32 -12.4883 ...
MU (Time, south_north, west_east) float32 1876.56 1849.13 ...
MUB (Time, south_north, west_east) float32 95000.0 95000.0 ...
P (Time, bottom_top, south_north, west_east) float32 1969.13 ...
PB (Time, bottom_top, south_north, west_east) float32 99525.0 ...
FNM (Time, bottom_top) float32 0.0 0.454545 0.461539 ...
FNP (Time, bottom_top) float32 0.0 0.545455 0.538461 ...
RDNW (Time, bottom_top) float32 -100.0 -83.3332 -71.4286 ...
RDN (Time, bottom_top) float32 0.0 -90.909 -76.923 -62.5 ...
DNW (Time, bottom_top) float32 -0.00999999 -0.012 -0.014 ...
DN (Time, bottom_top) float32 0.0 -0.011 -0.013 -0.016 ...
ZNU (Time, bottom_top) float32 0.995 0.984 0.971 0.955 ...
ZNW (Time, bottom_top_stag) float32 1.0 0.99 0.978 0.964 ...
CFN (Time, ext_scalar) float32 1.48276 1.48276 1.48276 ...
CFN1 (Time, ext_scalar) float32 -0.482759 -0.482759 ...
EPSTS (Time, ext_scalar) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...
Q2 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
T2 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
TH2 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
PSFC (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
U10 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
V10 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
RDX (Time, ext_scalar) float32 3.33333e-05 3.33333e-05 ...
RDY (Time, ext_scalar) float32 3.33333e-05 3.33333e-05 ...
RESM (Time, ext_scalar) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...
ZETATOP (Time, ext_scalar) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...
CF1 (Time, ext_scalar) float32 1.87121 1.87121 1.87121 ...
CF2 (Time, ext_scalar) float32 -1.22377 -1.22377 -1.22377 ...
CF3 (Time, ext_scalar) float32 0.352563 0.352563 0.352563 ...
ITIMESTEP (Time, ext_scalar) int32 0 20 40 60 80 100 120 140 160 ...
QVAPOR (Time, bottom_top, south_north, west_east) float32 0.00818111 ...
QCLOUD (Time, bottom_top, south_north, west_east) float32 0.0 ...
QRAIN (Time, bottom_top, south_north, west_east) float32 0.0 ...
LANDMASK (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
TSLB (Time, soil_layers_stag, south_north, west_east) float32 295.446 ...
ZS (Time, soil_layers_stag) float32 0.005 0.02 0.05 0.11 ...
DZS (Time, soil_layers_stag) float32 0.01 0.02 0.04 0.08 ...
SMOIS (Time, soil_layers_stag, south_north, west_east) float32 0.0 ...
SH2O (Time, soil_layers_stag, south_north, west_east) float32 0.0 ...
XICE (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
SFROFF (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
UDROFF (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
IVGTYP (Time, south_north, west_east) int32 16 16 16 16 16 16 ...
ISLTYP (Time, south_north, west_east) int32 14 14 14 14 14 14 ...
VEGFRA (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
GRDFLX (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
SNOW (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
SNOWH (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
CANWAT (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
SST (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
MAPFAC_M (Time, south_north, west_east) float32 1.00902 1.00909 ...
MAPFAC_U (Time, south_north, west_east_stag) float32 1.00898 ...
MAPFAC_V (Time, south_north_stag, west_east) float32 1.00967 ...
F (Time, south_north, west_east) float32 6.85757e-05 ...
E (Time, south_north, west_east) float32 0.000128712 ...
SINALPHA (Time, south_north, west_east) float32 -0.0523758 ...
COSALPHA (Time, south_north, west_east) float32 0.998627 ...
HGT (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
TSK (Time, south_north, west_east) float32 295.446 295.454 ...
P_TOP (Time, ext_scalar) float32 5000.0 5000.0 5000.0 5000.0 ...
RAINC (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
RAINNC (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
SWDOWN (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
GLW (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
XLAT (Time, south_north, west_east) float32 28.0481 28.0335 ...
XLONG (Time, south_north, west_east) float32 -93.8044 ...
TMN (Time, south_north, west_east) float32 295.446 295.454 ...
XLAND (Time, south_north, west_east) float32 2.0 2.0 2.0 2.0 ...
PBLH (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
HFX (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
QFX (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
LH (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
SNOWC (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 ...
Attributes:
TITLE: OUTPUT FROM WRF V2.0 MODEL
START_DATE: 2000-01-24_12:00:00
WEST-EAST_GRID_DIMENSION: 74
SOUTH-NORTH_GRID_DIMENSION: 61
BOTTOM-TOP_GRID_DIMENSION: 28
GRIDTYPE: C
DYN_OPT: 2
DIFF_OPT: 0
KM_OPT: 1
DAMP_OPT: 0
KHDIF: 0.0
KVDIF: 0.0
MP_PHYSICS: 3
RA_LW_PHYSICS: 1
RA_SW_PHYSICS: 1
SF_SFCLAY_PHYSICS: 1
SF_SURFACE_PHYSICS: 1
BL_PBL_PHYSICS: 1
CU_PHYSICS: 1
WEST-EAST_PATCH_START_UNSTAG: 1
WEST-EAST_PATCH_END_UNSTAG: 73
WEST-EAST_PATCH_START_STAG: 1
WEST-EAST_PATCH_END_STAG: 74
SOUTH-NORTH_PATCH_START_UNSTAG: 1
SOUTH-NORTH_PATCH_END_UNSTAG: 60
SOUTH-NORTH_PATCH_START_STAG: 1
SOUTH-NORTH_PATCH_END_STAG: 61
BOTTOM-TOP_PATCH_START_UNSTAG: 1
BOTTOM-TOP_PATCH_END_UNSTAG: 27
BOTTOM-TOP_PATCH_START_STAG: 1
BOTTOM-TOP_PATCH_END_STAG: 28
DX: 30000.0
DY: 30000.0
DT: 180.0
CEN_LAT: 34.8316
CEN_LON: -81.0276
TRUELAT1: 30.0
TRUELAT2: 60.0
MOAD_CEN_LAT: 34.8316
STAND_LON: -98.0
GMT: 12.0
JULYR: 2000
JULDAY: 24
ISWATER: 16
ISICE: 24
ISURBAN: 1
ISOILWATER: 14
MAP_PROJ: 1
MMINLU: USGS
In [4]:
ds.dims
Out[4]:
Frozen(SortedKeysDict({'bottom_top': 27, 'west_east': 73, 'west_east_stag': 74, 'bottom_top_stag': 28, 'south_north_stag': 61, 'Time': 13, 'ext_scalar': 1, 'south_north': 60, 'soil_layers_stag': 5}))
In [5]:
ds.data_vars
Out[5]:
Data variables:
Times (Time) |S19 b'2000-01-24_12:00:00' b'2000-01-24_13:00:00' ...
LU_INDEX (Time, south_north, west_east) float32 16.0 16.0 16.0 16.0 ...
U (Time, bottom_top, south_north, west_east_stag) float32 -1.06967 ...
V (Time, bottom_top, south_north_stag, west_east) float32 -13.5656 ...
W (Time, bottom_top_stag, south_north, west_east) float32 -0.0 ...
PH (Time, bottom_top_stag, south_north, west_east) float32 0.0 ...
PHB (Time, bottom_top_stag, south_north, west_east) float32 0.0 ...
T (Time, bottom_top, south_north, west_east) float32 -12.4883 ...
MU (Time, south_north, west_east) float32 1876.56 1849.13 ...
MUB (Time, south_north, west_east) float32 95000.0 95000.0 ...
P (Time, bottom_top, south_north, west_east) float32 1969.13 ...
PB (Time, bottom_top, south_north, west_east) float32 99525.0 ...
FNM (Time, bottom_top) float32 0.0 0.454545 0.461539 0.4375 ...
FNP (Time, bottom_top) float32 0.0 0.545455 0.538461 0.5625 ...
RDNW (Time, bottom_top) float32 -100.0 -83.3332 -71.4286 -55.5555 ...
RDN (Time, bottom_top) float32 0.0 -90.909 -76.923 -62.5 -47.6191 ...
DNW (Time, bottom_top) float32 -0.00999999 -0.012 -0.014 -0.018 ...
DN (Time, bottom_top) float32 0.0 -0.011 -0.013 -0.016 -0.021 ...
ZNU (Time, bottom_top) float32 0.995 0.984 0.971 0.955 0.934 ...
ZNW (Time, bottom_top_stag) float32 1.0 0.99 0.978 0.964 0.946 ...
CFN (Time, ext_scalar) float32 1.48276 1.48276 1.48276 1.48276 ...
CFN1 (Time, ext_scalar) float32 -0.482759 -0.482759 -0.482759 ...
EPSTS (Time, ext_scalar) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...
Q2 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
T2 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
TH2 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
PSFC (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
U10 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
V10 (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
RDX (Time, ext_scalar) float32 3.33333e-05 3.33333e-05 ...
RDY (Time, ext_scalar) float32 3.33333e-05 3.33333e-05 ...
RESM (Time, ext_scalar) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...
ZETATOP (Time, ext_scalar) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...
CF1 (Time, ext_scalar) float32 1.87121 1.87121 1.87121 1.87121 ...
CF2 (Time, ext_scalar) float32 -1.22377 -1.22377 -1.22377 ...
CF3 (Time, ext_scalar) float32 0.352563 0.352563 0.352563 ...
ITIMESTEP (Time, ext_scalar) int32 0 20 40 60 80 100 120 140 160 180 ...
QVAPOR (Time, bottom_top, south_north, west_east) float32 0.00818111 ...
QCLOUD (Time, bottom_top, south_north, west_east) float32 0.0 0.0 ...
QRAIN (Time, bottom_top, south_north, west_east) float32 0.0 0.0 ...
LANDMASK (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
TSLB (Time, soil_layers_stag, south_north, west_east) float32 295.446 ...
ZS (Time, soil_layers_stag) float32 0.005 0.02 0.05 0.11 0.23 ...
DZS (Time, soil_layers_stag) float32 0.01 0.02 0.04 0.08 0.16 ...
SMOIS (Time, soil_layers_stag, south_north, west_east) float32 0.0 ...
SH2O (Time, soil_layers_stag, south_north, west_east) float32 0.0 ...
XICE (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
SFROFF (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
UDROFF (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
IVGTYP (Time, south_north, west_east) int32 16 16 16 16 16 16 16 16 ...
ISLTYP (Time, south_north, west_east) int32 14 14 14 14 14 14 14 14 ...
VEGFRA (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
GRDFLX (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
SNOW (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
SNOWH (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
CANWAT (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
SST (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
MAPFAC_M (Time, south_north, west_east) float32 1.00902 1.00909 ...
MAPFAC_U (Time, south_north, west_east_stag) float32 1.00898 1.00905 ...
MAPFAC_V (Time, south_north_stag, west_east) float32 1.00967 1.00974 ...
F (Time, south_north, west_east) float32 6.85757e-05 ...
E (Time, south_north, west_east) float32 0.000128712 ...
SINALPHA (Time, south_north, west_east) float32 -0.0523758 -0.0561481 ...
COSALPHA (Time, south_north, west_east) float32 0.998627 0.998422 ...
HGT (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
TSK (Time, south_north, west_east) float32 295.446 295.454 ...
P_TOP (Time, ext_scalar) float32 5000.0 5000.0 5000.0 5000.0 5000.0 ...
RAINC (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
RAINNC (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
SWDOWN (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
GLW (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
XLAT (Time, south_north, west_east) float32 28.0481 28.0335 28.018 ...
XLONG (Time, south_north, west_east) float32 -93.8044 -93.5019 ...
TMN (Time, south_north, west_east) float32 295.446 295.454 ...
XLAND (Time, south_north, west_east) float32 2.0 2.0 2.0 2.0 2.0 ...
PBLH (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
HFX (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
QFX (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
LH (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
SNOWC (Time, south_north, west_east) float32 0.0 0.0 0.0 0.0 0.0 ...
In [6]:
ds.coords
Out[6]:
Coordinates:
* Time (Time) int64 0 1 2 3 4 5 6 7 8 9 10 11 12
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
* bottom_top_stag (bottom_top_stag) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 ...
* ext_scalar (ext_scalar) int64 0
* soil_layers_stag (soil_layers_stag) int64 0 1 2 3 4
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
* south_north_stag (south_north_stag) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 ...
* west_east (west_east) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
* west_east_stag (west_east_stag) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 ...
In [7]:
ds.attrs
Out[7]:
OrderedDict([('TITLE', ' OUTPUT FROM WRF V2.0 MODEL'),
('START_DATE', '2000-01-24_12:00:00'),
('WEST-EAST_GRID_DIMENSION', 74),
('SOUTH-NORTH_GRID_DIMENSION', 61),
('BOTTOM-TOP_GRID_DIMENSION', 28),
('GRIDTYPE', 'C'),
('DYN_OPT', 2),
('DIFF_OPT', 0),
('KM_OPT', 1),
('DAMP_OPT', 0),
('KHDIF', 0.0),
('KVDIF', 0.0),
('MP_PHYSICS', 3),
('RA_LW_PHYSICS', 1),
('RA_SW_PHYSICS', 1),
('SF_SFCLAY_PHYSICS', 1),
('SF_SURFACE_PHYSICS', 1),
('BL_PBL_PHYSICS', 1),
('CU_PHYSICS', 1),
('WEST-EAST_PATCH_START_UNSTAG', 1),
('WEST-EAST_PATCH_END_UNSTAG', 73),
('WEST-EAST_PATCH_START_STAG', 1),
('WEST-EAST_PATCH_END_STAG', 74),
('SOUTH-NORTH_PATCH_START_UNSTAG', 1),
('SOUTH-NORTH_PATCH_END_UNSTAG', 60),
('SOUTH-NORTH_PATCH_START_STAG', 1),
('SOUTH-NORTH_PATCH_END_STAG', 61),
('BOTTOM-TOP_PATCH_START_UNSTAG', 1),
('BOTTOM-TOP_PATCH_END_UNSTAG', 27),
('BOTTOM-TOP_PATCH_START_STAG', 1),
('BOTTOM-TOP_PATCH_END_STAG', 28),
('DX', 30000.0),
('DY', 30000.0),
('DT', 180.0),
('CEN_LAT', 34.831577),
('CEN_LON', -81.027557),
('TRUELAT1', 30.0),
('TRUELAT2', 60.0),
('MOAD_CEN_LAT', 34.831577),
('STAND_LON', -98.0),
('GMT', 12.0),
('JULYR', 2000),
('JULDAY', 24),
('ISWATER', 16),
('ISICE', 24),
('ISURBAN', 1),
('ISOILWATER', 14),
('MAP_PROJ', 1),
('MMINLU', 'USGS')])
In [8]:
ds.Times
Out[8]:
<xarray.DataArray 'Times' (Time: 13)>
array([b'2000-01-24_12:00:00', b'2000-01-24_13:00:00',
b'2000-01-24_14:00:00', b'2000-01-24_15:00:00',
b'2000-01-24_16:00:00', b'2000-01-24_17:00:00',
b'2000-01-24_18:00:00', b'2000-01-24_19:00:00',
b'2000-01-24_20:00:00', b'2000-01-24_21:00:00',
b'2000-01-24_22:00:00', b'2000-01-24_23:00:00',
b'2000-01-25_00:00:00'],
dtype='|S19')
Coordinates:
* Time (Time) int64 0 1 2 3 4 5 6 7 8 9 10 11 12
This data has been captured for 13 time intervals, numbered zero to twelve, from 01/24/2000 12 noon to midnight of 01/25/2000 respectively#
In [9]:
ds.LU_INDEX
Out[9]:
<xarray.DataArray 'LU_INDEX' (Time: 13, south_north: 60, west_east: 73)>
array([[[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
...,
[ 2., 5., 5., ..., 16., 16., 16.],
[ 2., 5., 5., ..., 16., 16., 16.],
[ 5., 5., 5., ..., 16., 16., 16.]],
[[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
...,
[ 2., 5., 5., ..., 16., 16., 16.],
[ 2., 5., 5., ..., 16., 16., 16.],
[ 5., 5., 5., ..., 16., 16., 16.]],
[[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
...,
[ 2., 5., 5., ..., 16., 16., 16.],
[ 2., 5., 5., ..., 16., 16., 16.],
[ 5., 5., 5., ..., 16., 16., 16.]],
...,
[[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
...,
[ 2., 5., 5., ..., 16., 16., 16.],
[ 2., 5., 5., ..., 16., 16., 16.],
[ 5., 5., 5., ..., 16., 16., 16.]],
[[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
...,
[ 2., 5., 5., ..., 16., 16., 16.],
[ 2., 5., 5., ..., 16., 16., 16.],
[ 5., 5., 5., ..., 16., 16., 16.]],
[[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
[ 16., 16., 16., ..., 16., 16., 16.],
...,
[ 2., 5., 5., ..., 16., 16., 16.],
[ 2., 5., 5., ..., 16., 16., 16.],
[ 5., 5., 5., ..., 16., 16., 16.]]], dtype=float32)
Coordinates:
* Time (Time) int64 0 1 2 3 4 5 6 7 8 9 10 11 12
* 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: LAND USE CATEGORY
units:
stagger:
In [10]:
ds.U
Out[10]:
<xarray.DataArray 'U' (Time: 13, bottom_top: 27, south_north: 60, west_east_stag: 74)>
[1558440 values with dtype=float32]
Coordinates:
* Time (Time) int64 0 1 2 3 4 5 6 7 8 9 10 11 12
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
* west_east_stag (west_east_stag) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 ...
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: x-wind component
units: m s-1
stagger: X
In [11]:
ds.LU_INDEX.values
Out[11]:
array([[[ 16., 16., 16., ..., 16., 16., 16.],
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In [12]:
ds.U.values
Out[12]:
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In [13]:
ds.QVAPOR.values
Out[13]:
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1.52780302e-02, 1.53209539e-02, 1.55257331e-02],
...,
[ 1.87436584e-03, 1.84759148e-03, 1.84561405e-03, ...,
7.21662631e-03, 7.57748634e-03, 8.18533264e-03],
[ 1.76197733e-03, 1.75113697e-03, 1.76199363e-03, ...,
6.94547035e-03, 7.24738091e-03, 7.80330319e-03],
[ 1.68774114e-03, 1.68273691e-03, 1.67340378e-03, ...,
6.89835148e-03, 7.16070551e-03, 7.49152433e-03]],
[[ 6.45611109e-03, 6.42032595e-03, 6.42135600e-03, ...,
1.27852643e-02, 1.28022982e-02, 1.29194325e-02],
[ 6.26407284e-03, 5.88646764e-03, 5.83870336e-03, ...,
1.32874856e-02, 1.31841060e-02, 1.30587704e-02],
[ 6.01042667e-03, 5.68209635e-03, 5.56651270e-03, ...,
1.38490042e-02, 1.36010963e-02, 1.32300332e-02],
...,
[ 1.82428362e-03, 1.82187650e-03, 1.84018887e-03, ...,
6.98024733e-03, 7.29270745e-03, 7.60554103e-03],
[ 1.69550045e-03, 1.69851666e-03, 1.72603363e-03, ...,
6.65649818e-03, 6.94088638e-03, 7.24143069e-03],
[ 1.63390150e-03, 1.62525161e-03, 1.63510721e-03, ...,
6.37876568e-03, 6.63154805e-03, 6.95015397e-03]],
...,
[[ 1.13801188e-05, 1.15407338e-05, 1.17084946e-05, ...,
1.35913888e-05, 1.34992970e-05, 1.33963158e-05],
[ 1.17895597e-05, 1.20408904e-05, 1.22446590e-05, ...,
1.37789266e-05, 1.36982671e-05, 1.38293453e-05],
[ 1.22302290e-05, 1.24681610e-05, 1.26550995e-05, ...,
1.40475522e-05, 1.39798822e-05, 1.41752780e-05],
...,
[ 1.52299172e-05, 1.52536122e-05, 1.52832345e-05, ...,
1.89012535e-05, 1.89663187e-05, 1.91209165e-05],
[ 1.51474178e-05, 1.51556424e-05, 1.51644226e-05, ...,
1.90280698e-05, 1.90295559e-05, 1.91617019e-05],
[ 1.50365859e-05, 1.50487394e-05, 1.50614369e-05, ...,
1.92089283e-05, 1.92149291e-05, 1.91894433e-05]],
[[ 1.11233512e-05, 1.11953432e-05, 1.12811549e-05, ...,
1.18980051e-05, 1.17948357e-05, 1.17032423e-05],
[ 1.13582855e-05, 1.14783606e-05, 1.15715811e-05, ...,
1.20645609e-05, 1.19705282e-05, 1.19793885e-05],
[ 1.16060955e-05, 1.17187355e-05, 1.18003172e-05, ...,
1.22693364e-05, 1.21751436e-05, 1.21983057e-05],
...,
[ 1.25846527e-05, 1.26067989e-05, 1.26285504e-05, ...,
1.48238769e-05, 1.49149628e-05, 1.50431233e-05],
[ 1.25382785e-05, 1.25461638e-05, 1.25521292e-05, ...,
1.48886957e-05, 1.48824693e-05, 1.50240594e-05],
[ 1.24746939e-05, 1.24815242e-05, 1.24889502e-05, ...,
1.49697698e-05, 1.49865618e-05, 1.49919279e-05]],
[[ 1.09042094e-05, 1.09004686e-05, 1.09165521e-05, ...,
1.04535638e-05, 1.03410239e-05, 1.02591166e-05],
[ 1.09902248e-05, 1.10051133e-05, 1.10149240e-05, ...,
1.05807248e-05, 1.04641204e-05, 1.04015626e-05],
[ 1.10735136e-05, 1.10870360e-05, 1.10913852e-05, ...,
1.07103042e-05, 1.05859317e-05, 1.05122690e-05],
...,
[ 1.03284328e-05, 1.03381863e-05, 1.03473421e-05, ...,
1.14128425e-05, 1.14826653e-05, 1.15648718e-05],
[ 1.03127995e-05, 1.03160419e-05, 1.03177845e-05, ...,
1.13847245e-05, 1.14094501e-05, 1.14950162e-05],
[ 1.02894919e-05, 1.02918875e-05, 1.02950453e-05, ...,
1.13538918e-05, 1.13799833e-05, 1.14116574e-05]]],
[[[ 7.64434319e-03, 7.68154673e-03, 7.68637564e-03, ...,
1.68169308e-02, 1.68444067e-02, 1.67893674e-02],
[ 7.36276666e-03, 6.49078889e-03, 6.40459219e-03, ...,
1.65859219e-02, 1.66663006e-02, 1.67844370e-02],
[ 7.02097034e-03, 6.23182720e-03, 6.04115473e-03, ...,
1.64176635e-02, 1.64555553e-02, 1.67789049e-02],
...,
[ 1.75966846e-03, 1.76951592e-03, 1.80126168e-03, ...,
7.52149988e-03, 7.95296114e-03, 8.91911052e-03],
[ 1.69154722e-03, 1.73664233e-03, 1.78396970e-03, ...,
7.25830300e-03, 7.60271493e-03, 8.47872626e-03],
[ 1.68943231e-03, 1.72565016e-03, 1.73158431e-03, ...,
7.38342339e-03, 7.68510532e-03, 8.02979525e-03]],
[[ 6.86013186e-03, 6.82850927e-03, 6.81801932e-03, ...,
1.54059455e-02, 1.54225985e-02, 1.54651497e-02],
[ 6.61966251e-03, 6.08464750e-03, 6.02369988e-03, ...,
1.56236282e-02, 1.55918971e-02, 1.54870758e-02],
[ 6.33246731e-03, 5.86036639e-03, 5.71869407e-03, ...,
1.55340936e-02, 1.53715443e-02, 1.55030871e-02],
...,
[ 1.93442765e-03, 1.89908245e-03, 1.89765554e-03, ...,
7.13806599e-03, 7.50408228e-03, 8.07730947e-03],
[ 1.79104903e-03, 1.78031379e-03, 1.80753297e-03, ...,
6.83973636e-03, 7.14330049e-03, 7.67422514e-03],
[ 1.70854351e-03, 1.71888224e-03, 1.73003552e-03, ...,
6.73690997e-03, 7.00253667e-03, 7.35012442e-03]],
[[ 6.45101769e-03, 6.40743459e-03, 6.40982296e-03, ...,
1.25798080e-02, 1.26027381e-02, 1.27383741e-02],
[ 6.23675529e-03, 5.87064819e-03, 5.82322339e-03, ...,
1.32116014e-02, 1.30705759e-02, 1.28921419e-02],
[ 5.97557286e-03, 5.66114718e-03, 5.54814003e-03, ...,
1.35336863e-02, 1.34170530e-02, 1.30835213e-02],
...,
[ 1.84371776e-03, 1.83884322e-03, 1.87025685e-03, ...,
6.89044641e-03, 7.20867235e-03, 7.51322648e-03],
[ 1.69426436e-03, 1.70297420e-03, 1.75128074e-03, ...,
6.54307008e-03, 6.82769017e-03, 7.11912615e-03],
[ 1.63815636e-03, 1.63997361e-03, 1.66895997e-03, ...,
6.23017410e-03, 6.47890521e-03, 6.80368207e-03]],
...,
[[ 1.10413912e-05, 1.12094722e-05, 1.13843053e-05, ...,
1.39257854e-05, 1.38320302e-05, 1.37122224e-05],
[ 1.14512113e-05, 1.17263735e-05, 1.19609595e-05, ...,
1.41229384e-05, 1.40556012e-05, 1.42207546e-05],
[ 1.19251945e-05, 1.21954863e-05, 1.24191774e-05, ...,
1.44072665e-05, 1.43580555e-05, 1.46243465e-05],
...,
[ 1.51694821e-05, 1.51887270e-05, 1.52134207e-05, ...,
1.89215862e-05, 1.89822986e-05, 1.91546969e-05],
[ 1.50382130e-05, 1.50448213e-05, 1.50551659e-05, ...,
1.90942956e-05, 1.90743540e-05, 1.92059160e-05],
[ 1.48725594e-05, 1.49088091e-05, 1.49351772e-05, ...,
1.92685529e-05, 1.92747193e-05, 1.92418684e-05]],
[[ 1.09417142e-05, 1.10131323e-05, 1.10989349e-05, ...,
1.21039420e-05, 1.19894712e-05, 1.18816324e-05],
[ 1.11782192e-05, 1.13083333e-05, 1.14158856e-05, ...,
1.22956089e-05, 1.21985977e-05, 1.22064957e-05],
[ 1.14446339e-05, 1.15709827e-05, 1.16699621e-05, ...,
1.25208053e-05, 1.24265689e-05, 1.24623466e-05],
...,
[ 1.25541264e-05, 1.25749630e-05, 1.25936294e-05, ...,
1.48364497e-05, 1.49556781e-05, 1.50711649e-05],
[ 1.24808457e-05, 1.24875387e-05, 1.24936460e-05, ...,
1.49123398e-05, 1.49171747e-05, 1.50548849e-05],
[ 1.23863229e-05, 1.24066291e-05, 1.24217877e-05, ...,
1.50062269e-05, 1.50229143e-05, 1.50232327e-05]],
[[ 1.08565582e-05, 1.08453632e-05, 1.08554214e-05, ...,
1.05499666e-05, 1.04178725e-05, 1.03201955e-05],
[ 1.09451330e-05, 1.09589155e-05, 1.09691209e-05, ...,
1.07047044e-05, 1.05695190e-05, 1.04885248e-05],
[ 1.10344909e-05, 1.10477849e-05, 1.10530236e-05, ...,
1.08571448e-05, 1.07149535e-05, 1.06184953e-05],
...,
[ 1.03234188e-05, 1.03338316e-05, 1.03423235e-05, ...,
1.14552668e-05, 1.15358271e-05, 1.15880293e-05],
[ 1.02995491e-05, 1.03020384e-05, 1.03034508e-05, ...,
1.14071781e-05, 1.14430504e-05, 1.15144276e-05],
[ 1.02656450e-05, 1.02724816e-05, 1.02783151e-05, ...,
1.13705819e-05, 1.13963497e-05, 1.14249269e-05]]]], dtype=float32)
In [14]:
ds.U.shape
Out[14]:
(13, 27, 60, 74)
In [15]:
print(ds.U[3][26][59][70])
<xarray.DataArray 'U' ()>
array(17.00162696838379, dtype=float32)
Coordinates:
Time int64 3
bottom_top int64 26
south_north int64 59
west_east_stag int64 70
Attributes:
FieldType: 104
MemoryOrder: XYZ
description: x-wind component
units: m s-1
stagger: X
In [16]:
ds.U>=17
Out[16]:
<xarray.DataArray 'U' (Time: 13, bottom_top: 27, south_north: 60, west_east_stag: 74)>
array([[[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
...,
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True]],
[[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
...,
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True]]],
[[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
...,
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True]],
[[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
...,
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True]]],
[[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
...,
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True]],
[[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
...,
[ True, True, True, ..., True, True, False],
[ True, True, True, ..., True, True, False],
[ True, True, True, ..., True, False, False]]],
...,
[[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
...,
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]]],
[[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
...,
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]]],
[[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
[[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
...,
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False],
[False, False, False, ..., False, False, False]],
...,
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]],
[[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
[ True, True, True, ..., True, True, True],
...,
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False],
[ True, True, True, ..., False, False, False]]]], dtype=bool)
Coordinates:
* Time (Time) int64 0 1 2 3 4 5 6 7 8 9 10 11 12
* bottom_top (bottom_top) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 ...
* south_north (south_north) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 ...
* west_east_stag (west_east_stag) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 ...
In [17]:
np.mean(ds.U)
Out[17]:
<xarray.DataArray 'U' ()>
array(13.469864845275879)
In [18]:
np.max(ds.U)
Out[18]:
<xarray.DataArray 'U' ()>
array(61.08497619628906)
In [19]:
import matplotlib.pyplot as plt
In [20]:
import xarray.plot as xplt
In [ ]:
In [ ]:
Content source: SciGaP/netcdf-python-examples
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