GISS-E2-R model output prepared for CMIP5 historical
Load in Python
from intake import open_catalog
cat = open_catalog("https://raw.githubusercontent.com/kpegion/COLA-DATASETS-CATALOG/gh-pages/intake-catalogs/hfss_Amon_GISS-E2-R_historical_r3i1p3.yaml")
ds=cat.netcdf.read()
        Metadata
| title | GISS-E2-R model output prepared for CMIP5 historical | 
| location | /shared/cmip5/data/historical/atmos/mon/Amon/hfss/NASA-GISS.GISS-E2-R/r3i1p3 | 
| tags | gridded,global,model,monthly | 
| catalog_dir | https://raw.githubusercontent.com/kpegion/COLA-DATASETS-CATALOG/gh-pages/intake-catalogs/hfss_Amon_GISS-E2-R_historical_r3i1p3.yaml | 
| last updated | 2013-06-14 | 
Dataset Contents
<xarray.Dataset>
Dimensions:    (bnds: 2, lat: 90, lon: 144, time: 1872)
Coordinates:
  * time       (time) float64 15.5 45.0 74.5 ... 1.748e+03 1.779e+03 1.81e+03
  * 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=(312, 2), meta=np.ndarray>
    lat_bnds   (time, lat, bnds) float64 dask.array<chunksize=(312, 90, 2), meta=np.ndarray>
    lon_bnds   (time, lon, bnds) float64 dask.array<chunksize=(312, 144, 2), meta=np.ndarray>
    hfss       (time, lat, lon) float32 dask.array<chunksize=(312, 90, 144), meta=np.ndarray>
Attributes:
    institution:            NASA/GISS (Goddard Institute for Space Studies) N...
    institute_id:           NASA-GISS
    experiment_id:          historical
    source:                 GISS-E2-R-E134Tcadif9cF40oQ32 Atmosphere: GISS-E2...
    model_id:               GISS-E2-R
    forcing:                GHG, LU, Sl, Vl, BC, OC, SA, Oz (also includes or...
    parent_experiment_id:   piControl
    parent_experiment_rip:  r1i1p3
    branch_time:            3600.0
    contact:                Kenneth Lo (cdkkl@giss.nasa.gov)
    references:             www.giss.nasa.gov/research/modeling
    initialization_method:  1
    physics_version:        3
    tracking_id:            da636701-8101-4233-a696-9868a4a4bb1c
    product:                output
    experiment:             historical
    frequency:              mon
    creation_date:          2011-08-10T14:55:44Z
    history:                2011-08-10T14:55:44Z CMOR rewrote data to comply ...
    Conventions:            CF-1.4
    project_id:             CMIP5
    table_id:               Table Amon (31 January 2011) 53b766a395ac41696af4...
    title:                  GISS-E2-R model output prepared for CMIP5 historical
    parent_experiment:      pre-industrial control
    modeling_realm:         atmos
    realization:            3
    cmor_version:           2.5.7xarray.Dataset
- bnds: 2
 - lat: 90
 - lon: 144
 - time: 1872
 
- time(time)float6415.5 45.0 ... 1.779e+03 1.81e+03
- bounds :
 - time_bnds
 - calendar :
 - 365_day
 - axis :
 - T
 - long_name :
 - time
 - standard_name :
 - time
 
array([ 15.5, 45. , 74.5, ..., 1748.5, 1779. , 1809.5])
 - 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)float641.25 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]) 
- time_bnds(time, bnds)float64dask.array<chunksize=(312, 2), meta=np.ndarray>
Array Chunk Bytes 29.95 kB 4.99 kB Shape (1872, 2) (312, 2) Count 21 Tasks 7 Chunks Type float64 numpy.ndarray  - lat_bnds(time, lat, bnds)float64dask.array<chunksize=(312, 90, 2), meta=np.ndarray>
Array Chunk Bytes 2.70 MB 449.28 kB Shape (1872, 90, 2) (312, 90, 2) Count 28 Tasks 7 Chunks Type float64 numpy.ndarray  - lon_bnds(time, lon, bnds)float64dask.array<chunksize=(312, 144, 2), meta=np.ndarray>
Array Chunk Bytes 4.31 MB 718.85 kB Shape (1872, 144, 2) (312, 144, 2) Count 28 Tasks 7 Chunks Type float64 numpy.ndarray  - hfss(time, lat, lon)float32dask.array<chunksize=(312, 90, 144), meta=np.ndarray>
- standard_name :
 - surface_upward_sensible_heat_flux
 - long_name :
 - Surface Upward Sensible Heat Flux
 - units :
 - W m-2
 - original_name :
 - dummy
 - cell_methods :
 - time: mean
 - cell_measures :
 - area: areacella
 - history :
 - 2011-08-10T14:55:44Z 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-R_historical_r0i0p0.nc areacella: areacella_fx_GISS-E2-R_historical_r0i0p0.nc
 
Array Chunk Bytes 97.04 MB 16.17 MB Shape (1872, 90, 144) (312, 90, 144) Count 21 Tasks 7 Chunks Type float32 numpy.ndarray  
- institution :
 - NASA/GISS (Goddard Institute for Space Studies) New York, NY
 - institute_id :
 - NASA-GISS
 - experiment_id :
 - historical
 - source :
 - GISS-E2-R-E134Tcadif9cF40oQ32 Atmosphere: GISS-E2; Ocean: R
 - model_id :
 - GISS-E2-R
 - forcing :
 - GHG, LU, Sl, Vl, BC, OC, SA, Oz (also includes orbital change - BC on snow - Nitrate aerosols)
 - parent_experiment_id :
 - piControl
 - parent_experiment_rip :
 - r1i1p3
 - branch_time :
 - 3600.0
 - contact :
 - Kenneth Lo (cdkkl@giss.nasa.gov)
 - references :
 - www.giss.nasa.gov/research/modeling
 - initialization_method :
 - 1
 - physics_version :
 - 3
 - tracking_id :
 - da636701-8101-4233-a696-9868a4a4bb1c
 - product :
 - output
 - experiment :
 - historical
 - frequency :
 - mon
 - creation_date :
 - 2011-08-10T14:55:44Z
 - history :
 - 2011-08-10T14:55:44Z 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) 53b766a395ac41696af40aab76a49ae5
 - title :
 - GISS-E2-R model output prepared for CMIP5 historical
 - parent_experiment :
 - pre-industrial control
 - modeling_realm :
 - atmos
 - realization :
 - 3
 - cmor_version :
 - 2.5.7
 
