GISS-E2-R 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/wfo_Omon_GISS-E2-R_piControl_r1i1p2.yaml")
ds=cat.netcdf.read()

Metadata

title	GISS-E2-R model output prepared for CMIP5 pre-industrial control
location	/shared/cmip5/data/piControl/ocean/mon/Omon/wfo/NASA-GISS.GISS-E2-R/r1i1p2
tags	gridded,global,model,monthly
catalog_dir	https://raw.githubusercontent.com/kpegion/COLA-DATASETS-CATALOG/gh-pages/intake-catalogs/wfo_Omon_GISS-E2-R_piControl_r1i1p2.yaml
last updated	2011-08-08

Dataset Contents

<xarray.Dataset>
Dimensions:    (bnds: 2, lat: 180, lon: 288, time: 4812)
Coordinates:
  * time       (time) float64 15.5 45.0 74.5 ... 9.048e+03 9.079e+03 9.11e+03
  * lat        (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5
  * lon        (lon) float64 0.625 1.875 3.125 4.375 ... 355.6 356.9 358.1 359.4
Dimensions without coordinates: bnds
Data variables:
    time_bnds  (time, bnds) float64 dask.array<chunksize=(312, 2), meta=np.ndarray>
    lat_bnds   (time, lat, bnds) float64 dask.array<chunksize=(312, 180, 2), meta=np.ndarray>
    lon_bnds   (time, lon, bnds) float64 dask.array<chunksize=(312, 288, 2), meta=np.ndarray>
    wfo        (time, lat, lon) float32 dask.array<chunksize=(312, 180, 288), meta=np.ndarray>
Attributes:
    institution:            NASA/GISS (Goddard Institute for Space Studies) N...
    institute_id:           NASA-GISS
    experiment_id:          piControl
    source:                 GISS-E2-R-E133TcadF40oQ32 Atmosphere: GISS-E2; Oc...
    model_id:               GISS-E2-R
    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:             www.giss.nasa.gov/research/modeling
    initialization_method:  1
    physics_version:        2
    tracking_id:            ce4250e3-72b1-4251-8713-b173118ad5d8
    product:                output
    experiment:             pre-industrial control
    frequency:              mon
    creation_date:          2011-08-03T12:58:34Z
    history:                2011-08-03T12:58:34Z CMOR rewrote data to comply ...
    Conventions:            CF-1.4
    project_id:             CMIP5
    table_id:               Table Omon (31 January 2011) 0e69fc5d1417dfcfbf0a...
    title:                  GISS-E2-R model output prepared for CMIP5 pre-ind...
    parent_experiment:      N/A
    modeling_realm:         ocean
    realization:            1
    cmor_version:           2.5.7

xarray.Dataset

Dimensions:
- bnds: 2
- lat: 180
- lon: 288
- time: 4812

Coordinates: (3)

time
(time)
float64
15.5 45.0 ... 9.079e+03 9.11e+03
bounds :
time_bnds
calendar :
365_day
axis :
T
long_name :
time
standard_name :
time
```
array([  15.5,   45. ,   74.5, ..., 9048.5, 9079. , 9109.5])
```

lat

(lat)

float64

-89.5 -88.5 -87.5 ... 88.5 89.5

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

array([-89.5, -88.5, -87.5, -86.5, -85.5, -84.5, -83.5, -82.5, -81.5, -80.5,
       -79.5, -78.5, -77.5, -76.5, -75.5, -74.5, -73.5, -72.5, -71.5, -70.5,
       -69.5, -68.5, -67.5, -66.5, -65.5, -64.5, -63.5, -62.5, -61.5, -60.5,
       -59.5, -58.5, -57.5, -56.5, -55.5, -54.5, -53.5, -52.5, -51.5, -50.5,
       -49.5, -48.5, -47.5, -46.5, -45.5, -44.5, -43.5, -42.5, -41.5, -40.5,
       -39.5, -38.5, -37.5, -36.5, -35.5, -34.5, -33.5, -32.5, -31.5, -30.5,
       -29.5, -28.5, -27.5, -26.5, -25.5, -24.5, -23.5, -22.5, -21.5, -20.5,
       -19.5, -18.5, -17.5, -16.5, -15.5, -14.5, -13.5, -12.5, -11.5, -10.5,
        -9.5,  -8.5,  -7.5,  -6.5,  -5.5,  -4.5,  -3.5,  -2.5,  -1.5,  -0.5,
         0.5,   1.5,   2.5,   3.5,   4.5,   5.5,   6.5,   7.5,   8.5,   9.5,
        10.5,  11.5,  12.5,  13.5,  14.5,  15.5,  16.5,  17.5,  18.5,  19.5,
        20.5,  21.5,  22.5,  23.5,  24.5,  25.5,  26.5,  27.5,  28.5,  29.5,
        30.5,  31.5,  32.5,  33.5,  34.5,  35.5,  36.5,  37.5,  38.5,  39.5,
        40.5,  41.5,  42.5,  43.5,  44.5,  45.5,  46.5,  47.5,  48.5,  49.5,
        50.5,  51.5,  52.5,  53.5,  54.5,  55.5,  56.5,  57.5,  58.5,  59.5,
        60.5,  61.5,  62.5,  63.5,  64.5,  65.5,  66.5,  67.5,  68.5,  69.5,
        70.5,  71.5,  72.5,  73.5,  74.5,  75.5,  76.5,  77.5,  78.5,  79.5,
        80.5,  81.5,  82.5,  83.5,  84.5,  85.5,  86.5,  87.5,  88.5,  89.5])

lon
(lon)
float64
0.625 1.875 3.125 ... 358.1 359.4
bounds :
lon_bnds
units :
degrees_east
axis :
X
long_name :
longitude
standard_name :
longitude
```
array([  0.625,   1.875,   3.125, ..., 356.875, 358.125, 359.375])
```

Data variables: (4)

time_bnds

(time, bnds)

float64

dask.array<chunksize=(312, 2), meta=np.ndarray>

	Array	Chunk
Bytes	76.99 kB	4.99 kB
Shape	(4812, 2)	(312, 2)
Count	48 Tasks	16 Chunks
Type	float64	numpy.ndarray

lat_bnds

(time, lat, bnds)

float64

dask.array<chunksize=(312, 180, 2), meta=np.ndarray>

	Array	Chunk
Bytes	13.86 MB	898.56 kB
Shape	(4812, 180, 2)	(312, 180, 2)
Count	64 Tasks	16 Chunks
Type	float64	numpy.ndarray

lon_bnds

(time, lon, bnds)

float64

dask.array<chunksize=(312, 288, 2), meta=np.ndarray>

	Array	Chunk
Bytes	22.17 MB	1.44 MB
Shape	(4812, 288, 2)	(312, 288, 2)
Count	64 Tasks	16 Chunks
Type	float64	numpy.ndarray

wfo

(time, lat, lon)

float32

dask.array<chunksize=(312, 180, 288), meta=np.ndarray>

standard_name :: water_flux_into_sea_water
long_name :: Water Flux into Sea Water
comment :: computed as the water flux into the ocean divided by the area of the ocean portion of the grid cell. This is the sum of the next two variables in this table.
units :: kg m-2 s-1
original_name :: dummy
cell_methods :: time: mean area: mean where sea
cell_measures :: area: areacello
history :: 2011-08-03T12:58:34Z 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_ocean_fx_GISS-E2-R_piControl_r0i0p0.nc areacello: areacello_fx_GISS-E2-R_piControl_r0i0p0.nc

	Array	Chunk
Bytes	997.82 MB	64.70 MB
Shape	(4812, 180, 288)	(312, 180, 288)
Count	48 Tasks	16 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-R-E133TcadF40oQ32 Atmosphere: GISS-E2; Ocean: R
model_id :
GISS-E2-R
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 :
www.giss.nasa.gov/research/modeling
initialization_method :
1
physics_version :
2
tracking_id :
ce4250e3-72b1-4251-8713-b173118ad5d8
product :
output
experiment :
pre-industrial control
frequency :
mon
creation_date :
2011-08-03T12:58:34Z
history :
2011-08-03T12:58:34Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.
Conventions :
CF-1.4
project_id :
CMIP5
table_id :
Table Omon (31 January 2011) 0e69fc5d1417dfcfbf0a6c9867c399d2
title :
GISS-E2-R model output prepared for CMIP5 pre-industrial control
parent_experiment :
N/A
modeling_realm :
ocean
realization :
1
cmor_version :
2.5.7