GISS-E2-H model output prepared for CMIP5 pre-industrial control

Load in Python

from intake import open_catalog

cat = open_catalog("https://raw.githubusercontent.com/kpegion/COLA-DATASETS-CATALOG/gh-pages/intake-catalogs/hus_Amon_GISS-E2-H_piControl_r1i1p3.yaml")
ds=cat.netcdf.read()

Metadata

title	GISS-E2-H model output prepared for CMIP5 pre-industrial control
location	/shared/cmip5/data/piControl/atmos/mon/Amon/hus/NASA-GISS.GISS-E2-H/r1i1p3
tags	gridded,global,model,monthly
catalog_dir	https://raw.githubusercontent.com/kpegion/COLA-DATASETS-CATALOG/gh-pages/intake-catalogs/hus_Amon_GISS-E2-H_piControl_r1i1p3.yaml
last updated	2017-07-06

Dataset Contents

<xarray.Dataset>
Dimensions:    (bnds: 2, lat: 90, lon: 144, plev: 24, time: 6372)
Coordinates:
  * time       (time) float64 15.5 45.0 74.5 ... 1.124e+04 1.127e+04 1.13e+04
  * plev       (plev) float64 1e+05 9.25e+04 8.5e+04 7e+04 ... 100.0 40.0 10.0
  * lat        (lat) float64 -89.0 -87.0 -85.0 -83.0 ... 83.0 85.0 87.0 89.0
  * lon        (lon) float64 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8
Dimensions without coordinates: bnds
Data variables:
    time_bnds  (time, bnds) float64 dask.array<chunksize=(600, 2), meta=np.ndarray>
    lat_bnds   (time, lat, bnds) float64 dask.array<chunksize=(600, 90, 2), meta=np.ndarray>
    lon_bnds   (time, lon, bnds) float64 dask.array<chunksize=(600, 144, 2), meta=np.ndarray>
    hus        (time, plev, lat, lon) float32 dask.array<chunksize=(600, 24, 90, 144), meta=np.ndarray>
Attributes:
    institution:            NASA/GISS (Goddard Institute for Space Studies) N...
    institute_id:           NASA-GISS
    experiment_id:          piControl
    source:                 GISS-E2-H-Eh134Tcadi Atmosphere: GISS-E2; Ocean: H
    model_id:               GISS-E2-H
    forcing:                N/A
    parent_experiment_id:   N/A
    parent_experiment_rip:  N/A
    branch_time:            0.0
    contact:                Kenneth Lo (cdkkl@giss.nasa.gov)
    references:             http://data.giss.nasa.gov/modelE/ar5
    initialization_method:  1
    physics_version:        3
    tracking_id:            98a1b916-bc40-4ce7-b644-ddebe1178992
    product:                output
    experiment:             pre-industrial control
    frequency:              mon
    creation_date:          2013-11-07T14:21:54Z
    history:                2013-11-07T14:21:54Z CMOR rewrote data to comply ...
    Conventions:            CF-1.4
    project_id:             CMIP5
    table_id:               Table Amon (31 January 2011) 2515019193f1c55327ce...
    title:                  GISS-E2-H model output prepared for CMIP5 pre-ind...
    parent_experiment:      N/A
    modeling_realm:         atmos
    realization:            1
    cmor_version:           2.5.7

xarray.Dataset

Dimensions:
- bnds: 2
- lat: 90
- lon: 144
- plev: 24
- time: 6372

Coordinates: (4)

time
(time)
float64
15.5 45.0 ... 1.127e+04 1.13e+04
bounds :
time_bnds
calendar :
365_day
axis :
T
long_name :
time
standard_name :
time
```
array([   15.5,    45. ,    74.5, ..., 11238.5, 11269. , 11299.5])
```

plev

(plev)

float64

1e+05 9.25e+04 ... 40.0 10.0

units :: Pa
axis :: Z
positive :: down
long_name :: pressure
standard_name :: air_pressure

array([1.00e+05, 9.25e+04, 8.50e+04, 7.00e+04, 6.00e+04, 5.00e+04, 4.00e+04,
       3.00e+04, 2.50e+04, 2.00e+04, 1.50e+04, 1.00e+04, 7.00e+03, 5.00e+03,
       3.00e+03, 2.00e+03, 1.00e+03, 7.00e+02, 5.00e+02, 3.00e+02, 2.00e+02,
       1.00e+02, 4.00e+01, 1.00e+01])

lat

(lat)

float64

-89.0 -87.0 -85.0 ... 87.0 89.0

bounds :: lat_bnds
units :: degrees_north
axis :: Y
long_name :: latitude
standard_name :: latitude

array([-89., -87., -85., -83., -81., -79., -77., -75., -73., -71., -69., -67.,
       -65., -63., -61., -59., -57., -55., -53., -51., -49., -47., -45., -43.,
       -41., -39., -37., -35., -33., -31., -29., -27., -25., -23., -21., -19.,
       -17., -15., -13., -11.,  -9.,  -7.,  -5.,  -3.,  -1.,   1.,   3.,   5.,
         7.,   9.,  11.,  13.,  15.,  17.,  19.,  21.,  23.,  25.,  27.,  29.,
        31.,  33.,  35.,  37.,  39.,  41.,  43.,  45.,  47.,  49.,  51.,  53.,
        55.,  57.,  59.,  61.,  63.,  65.,  67.,  69.,  71.,  73.,  75.,  77.,
        79.,  81.,  83.,  85.,  87.,  89.])

lon

(lon)

float64

1.25 3.75 6.25 ... 356.2 358.8

bounds :: lon_bnds
units :: degrees_east
axis :: X
long_name :: longitude
standard_name :: longitude

array([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
        23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
        46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
        68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75,
        91.25,  93.75,  96.25,  98.75, 101.25, 103.75, 106.25, 108.75, 111.25,
       113.75, 116.25, 118.75, 121.25, 123.75, 126.25, 128.75, 131.25, 133.75,
       136.25, 138.75, 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25,
       158.75, 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75,
       181.25, 183.75, 186.25, 188.75, 191.25, 193.75, 196.25, 198.75, 201.25,
       203.75, 206.25, 208.75, 211.25, 213.75, 216.25, 218.75, 221.25, 223.75,
       226.25, 228.75, 231.25, 233.75, 236.25, 238.75, 241.25, 243.75, 246.25,
       248.75, 251.25, 253.75, 256.25, 258.75, 261.25, 263.75, 266.25, 268.75,
       271.25, 273.75, 276.25, 278.75, 281.25, 283.75, 286.25, 288.75, 291.25,
       293.75, 296.25, 298.75, 301.25, 303.75, 306.25, 308.75, 311.25, 313.75,
       316.25, 318.75, 321.25, 323.75, 326.25, 328.75, 331.25, 333.75, 336.25,
       338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25, 358.75])

Data variables: (4)

time_bnds

(time, bnds)

float64

dask.array<chunksize=(600, 2), meta=np.ndarray>

	Array	Chunk
Bytes	101.95 kB	9.60 kB
Shape	(6372, 2)	(600, 2)
Count	33 Tasks	11 Chunks
Type	float64	numpy.ndarray

lat_bnds

(time, lat, bnds)

float64

dask.array<chunksize=(600, 90, 2), meta=np.ndarray>

	Array	Chunk
Bytes	9.18 MB	864.00 kB
Shape	(6372, 90, 2)	(600, 90, 2)
Count	44 Tasks	11 Chunks
Type	float64	numpy.ndarray

lon_bnds

(time, lon, bnds)

float64

dask.array<chunksize=(600, 144, 2), meta=np.ndarray>

	Array	Chunk
Bytes	14.68 MB	1.38 MB
Shape	(6372, 144, 2)	(600, 144, 2)
Count	44 Tasks	11 Chunks
Type	float64	numpy.ndarray

hus

(time, plev, lat, lon)

float32

dask.array<chunksize=(600, 24, 90, 144), meta=np.ndarray>

standard_name :: specific_humidity
long_name :: Specific Humidity
units :: 1
original_name :: hus
cell_methods :: time: mean
cell_measures :: area: areacella
history :: 2013-11-07T14:21:54Z altered by CMOR: replaced missing value flag (-1e+30) with standard missing value (1e+20).
associated_files :: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_GISS-E2-H_piControl_r0i0p0.nc areacella: areacella_fx_GISS-E2-H_piControl_r0i0p0.nc

	Array	Chunk
Bytes	7.93 GB	746.50 MB
Shape	(6372, 24, 90, 144)	(600, 24, 90, 144)
Count	33 Tasks	11 Chunks
Type	float32	numpy.ndarray

Attributes: (27)
institution :
NASA/GISS (Goddard Institute for Space Studies) New York, NY
institute_id :
NASA-GISS
experiment_id :
piControl
source :
GISS-E2-H-Eh134Tcadi Atmosphere: GISS-E2; Ocean: H
model_id :
GISS-E2-H
forcing :
N/A
parent_experiment_id :
N/A
parent_experiment_rip :
N/A
branch_time :
0.0
contact :
Kenneth Lo (cdkkl@giss.nasa.gov)
references :
http://data.giss.nasa.gov/modelE/ar5
initialization_method :
1
physics_version :
3
tracking_id :
98a1b916-bc40-4ce7-b644-ddebe1178992
product :
output
experiment :
pre-industrial control
frequency :
mon
creation_date :
2013-11-07T14:21:54Z
history :
2013-11-07T14:21:54Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.
Conventions :
CF-1.4
project_id :
CMIP5
table_id :
Table Amon (31 January 2011) 2515019193f1c55327ceb0119627a708
title :
GISS-E2-H model output prepared for CMIP5 pre-industrial control
parent_experiment :
N/A
modeling_realm :
atmos
realization :
1
cmor_version :
2.5.7