MIROC-ESM 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_MIROC-ESM_piControl_r1i1p1.yaml")
ds=cat.netcdf.read()

Metadata

title	MIROC-ESM model output prepared for CMIP5 pre-industrial control
location	/shared/cmip5/data/piControl/ocean/mon/Omon/wfo/MIROC.MIROC-ESM/r1i1p1
tags	gridded,global,model,monthly
catalog_dir	https://raw.githubusercontent.com/kpegion/COLA-DATASETS-CATALOG/gh-pages/intake-catalogs/wfo_Omon_MIROC-ESM_piControl_r1i1p1.yaml
last updated	2015-01-16

Dataset Contents

<xarray.Dataset>
Dimensions:    (bnds: 2, lat: 192, lon: 256, time: 7560)
Coordinates:
  * time       (time) float64 15.5 45.0 74.5 ... 2.3e+05 2.301e+05 2.301e+05
  * lat        (lat) float64 -89.14 -87.43 -85.87 -84.46 ... 85.87 87.43 89.14
  * lon        (lon) float64 0.7031 2.109 3.516 4.922 ... 356.5 357.9 359.3
Dimensions without coordinates: bnds
Data variables:
    time_bnds  (time, bnds) float64 dask.array<chunksize=(6372, 2), meta=np.ndarray>
    lat_bnds   (time, lat, bnds) float64 dask.array<chunksize=(6372, 192, 2), meta=np.ndarray>
    lon_bnds   (time, lon, bnds) float64 dask.array<chunksize=(6372, 256, 2), meta=np.ndarray>
    wfo        (time, lat, lon) float32 dask.array<chunksize=(6372, 192, 256), meta=np.ndarray>
Attributes:
    institution:            JAMSTEC (Japan Agency for Marine-Earth Science an...
    institute_id:           MIROC
    experiment_id:          piControl
    source:                 MIROC-ESM 2010 atmosphere: MIROC-AGCM (MIROC-AGCM...
    model_id:               MIROC-ESM
    forcing:                N/A
    parent_experiment_id:   N/A
    parent_experiment_rip:  N/A
    branch_time:            0.0
    contact:                Michio Kawamiya (kawamiya@jamstec.go.jp) and Toru...
    references:             Watanabe et al., : MIROC-ESM: model description a...
    initialization_method:  1
    physics_version:        1
    tracking_id:            91874c11-0cb5-40a6-b76f-dc559928ec23
    product:                output
    experiment:             pre-industrial control
    frequency:              mon
    creation_date:          2011-09-13T15:32:44Z
    history:                2011-09-13T15:32:44Z CMOR rewrote data to comply ...
    Conventions:            CF-1.4
    project_id:             CMIP5
    table_id:               Table Omon (26 July 2011) 25bb94a0408beca44c0f5b6...
    title:                  MIROC-ESM model output prepared for CMIP5 pre-ind...
    parent_experiment:      N/A
    modeling_realm:         ocean
    realization:            1
    cmor_version:           2.7.1

xarray.Dataset

Dimensions:
- bnds: 2
- lat: 192
- lon: 256
- time: 7560

Coordinates: (3)

time
(time)
float64
15.5 45.0 ... 2.301e+05 2.301e+05
bounds :
time_bnds
units :
days since 1800-1-1
calendar :
gregorian
axis :
T
long_name :
time
standard_name :
time
```
array([1.550000e+01, 4.500000e+01, 7.450000e+01, ..., 2.300265e+05,
       2.300570e+05, 2.300875e+05])
```

lat

(lat)

float64

-89.14 -87.43 ... 87.43 89.14

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

array([-89.14444 , -87.433311, -85.872566, -84.462212, -83.056526, -81.655525,
       -80.255852, -78.857513, -77.459747, -76.062538, -74.665627, -73.269012,
       -71.872559, -70.476288, -69.080116, -67.684059, -66.288071, -64.892159,
       -63.728931, -62.798389, -61.867851, -60.937336, -60.006847, -59.076359,
       -58.145885, -57.215435, -56.284985, -55.354549, -54.424126, -53.493706,
       -52.563293, -51.632896, -50.702496, -49.772106, -48.841724, -47.911346,
       -46.980972, -46.050606, -45.120239, -44.18988 , -43.259529, -42.329174,
       -41.398827, -40.468483, -39.538139, -38.6078  , -37.677467, -36.747131,
       -35.816799, -34.886471, -33.956146, -33.025818, -32.095497, -31.165176,
       -30.234858, -29.304541, -28.374224, -27.443909, -26.513596, -25.583284,
       -24.652973, -23.722664, -22.792355, -21.862047, -20.931742, -20.001436,
       -19.071131, -18.140827, -17.210524, -16.396509, -15.698783, -15.001057,
       -14.303331, -13.605605, -12.907881, -12.210155, -11.512431, -10.814707,
       -10.116982,  -9.419259,  -8.721535,  -8.093584,  -7.535406,  -6.977227,
        -6.419048,  -5.86087 ,  -5.302691,  -4.744514,  -4.186335,  -3.628157,
        -3.069979,  -2.511801,  -1.953623,  -1.395445,  -0.837267,  -0.279089,
         0.279089,   0.837267,   1.395445,   1.953623,   2.511801,   3.069979,
         3.628157,   4.186335,   4.744514,   5.302691,   5.86087 ,   6.419048,
         6.977227,   7.535406,   8.093584,   8.721535,   9.419259,  10.116982,
        10.814707,  11.512431,  12.210155,  12.907881,  13.605605,  14.303331,
        15.001057,  15.698783,  16.396509,  17.210524,  18.140827,  19.071131,
        20.001436,  20.931742,  21.862047,  22.792355,  23.722664,  24.652973,
        25.583284,  26.513596,  27.443909,  28.374224,  29.304541,  30.234858,
        31.165176,  32.095497,  33.025818,  33.956146,  34.886471,  35.816799,
        36.747131,  37.677467,  38.6078  ,  39.538139,  40.468483,  41.398827,
        42.329174,  43.259529,  44.18988 ,  45.120239,  46.050606,  46.980972,
        47.911346,  48.841724,  49.772106,  50.702496,  51.632896,  52.563293,
        53.493706,  54.424126,  55.354549,  56.284985,  57.215435,  58.145885,
        59.076359,  60.006847,  60.937336,  61.867851,  62.798389,  63.728931,
        64.892159,  66.288071,  67.684059,  69.080116,  70.476288,  71.872559,
        73.269012,  74.665627,  76.062538,  77.459747,  78.857513,  80.255852,
        81.655525,  83.056526,  84.462212,  85.872566,  87.433311,  89.14444 ])

lon
(lon)
float64
0.7031 2.109 3.516 ... 357.9 359.3
bounds :
lon_bnds
units :
degrees_east
axis :
X
long_name :
longitude
standard_name :
longitude
```
array([  0.703125,   2.109375,   3.515625, ..., 356.484375, 357.890625,
       359.296875])
```

Data variables: (4)

time_bnds

(time, bnds)

float64

dask.array<chunksize=(6372, 2), meta=np.ndarray>

	Array	Chunk
Bytes	120.96 kB	101.95 kB
Shape	(7560, 2)	(6372, 2)
Count	6 Tasks	2 Chunks
Type	float64	numpy.ndarray

lat_bnds

(time, lat, bnds)

float64

dask.array<chunksize=(6372, 192, 2), meta=np.ndarray>

	Array	Chunk
Bytes	23.22 MB	19.57 MB
Shape	(7560, 192, 2)	(6372, 192, 2)
Count	8 Tasks	2 Chunks
Type	float64	numpy.ndarray

lon_bnds

(time, lon, bnds)

float64

dask.array<chunksize=(6372, 256, 2), meta=np.ndarray>

	Array	Chunk
Bytes	30.97 MB	26.10 MB
Shape	(7560, 256, 2)	(6372, 256, 2)
Count	8 Tasks	2 Chunks
Type	float64	numpy.ndarray

wfo

(time, lat, lon)

float32

dask.array<chunksize=(6372, 192, 256), 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 :: wfo
original_units :: kg/m2/s
history :: 2011-09-13T15:32:44Z altered by CMOR: Converted units from 'kg/m2/s' to 'kg m-2 s-1'. 2011-09-13T15:32:44Z altered by CMOR: replaced missing value flag (-999) with standard missing value (1e+20).
cell_methods :: time: mean area: mean where sea
cell_measures :: area: areacello
associated_files :: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_ocean_fx_MIROC-ESM_piControl_r0i0p0.nc areacello: areacello_fx_MIROC-ESM_piControl_r0i0p0.nc

	Array	Chunk
Bytes	1.49 GB	1.25 GB
Shape	(7560, 192, 256)	(6372, 192, 256)
Count	6 Tasks	2 Chunks
Type	float32	numpy.ndarray

Attributes: (27)
institution :
JAMSTEC (Japan Agency for Marine-Earth Science and Technology, Kanagawa, Japan), AORI (Atmosphere and Ocean Research Institute, The University of Tokyo, Chiba, Japan), and NIES (National Institute for Environmental Studies, Ibaraki, Japan)
institute_id :
MIROC
experiment_id :
piControl
source :
MIROC-ESM 2010 atmosphere: MIROC-AGCM (MIROC-AGCM 2010, T42L80); ocean: COCO (COCO3.4, 256x192 L44); sea ice: COCO (COCO3.4); land: MATSIRO (MATSIRO, L6); aerosols: SPRINTARS (SPRINTARS 5.00, T42L80):ocean-biogeochemistry: NPZD ; land-biogeochemistry: SEIB-DGVM (SEIB-DGVM, T42)
model_id :
MIROC-ESM
forcing :
N/A
parent_experiment_id :
N/A
parent_experiment_rip :
N/A
branch_time :
0.0
contact :
Michio Kawamiya (kawamiya@jamstec.go.jp) and Toru Nozawa (nozawa@nies.go.jp)
references :
Watanabe et al., : MIROC-ESM: model description and basic results of CMIP5-20c3m experiments, Geosci. Model Dev. Discuss., 4, 1063-1128, doi:10.5194/gmdd-4-1063-2011, 2011.
initialization_method :
1
physics_version :
1
tracking_id :
91874c11-0cb5-40a6-b76f-dc559928ec23
product :
output
experiment :
pre-industrial control
frequency :
mon
creation_date :
2011-09-13T15:32:44Z
history :
2011-09-13T15:32:44Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.
Conventions :
CF-1.4
project_id :
CMIP5
table_id :
Table Omon (26 July 2011) 25bb94a0408beca44c0f5b601258a94e
title :
MIROC-ESM model output prepared for CMIP5 pre-industrial control
parent_experiment :
N/A
modeling_realm :
ocean
realization :
1
cmor_version :
2.7.1