Searching for products within the datacube

In order to know what kinds of products are available for analysis, the datacube provides a function that will query the database and return a list of all the available products that are indexed with the database.

Importing the datacube

To start with, we'll import the datacube module and load an instance of the datacube and call our application name list-available-products-example.


In [1]:
import datacube
dc = datacube.Datacube(app='list-available-products-example')

The next step is to ask the datacube to list the available products via the call dc.list_products


In [2]:
dc.list_products()


Out[2]:
name description gqa_abs_xy instrument lat gqa_error_message gqa_stddev_xy product_type gqa gsi ... gqa_cep90 format gqa_ref_source gqa_final_gcp_count sat_path platform crs resolution tile_size spatial_dimensions
id
36 bom_rainfall_grids Interpolated Rain Gauge Precipitation 1-Day Au... NaN rain gauge NaN NaN NaN rainfall NaN NaN ... NaN NETCDF NaN NaN NaN BoM EPSG:4326 [-0.05, 0.05] None (latitude, longitude)
32 dsm1sv10 DSM 1sec Version 1.0 NaN SIR NaN NaN NaN DEM NaN NaN ... NaN ENVI NaN NaN NaN SRTM EPSG:4326 [-0.00027777777778, 0.00027777777778] None (latitude, longitude)
53 gamma_ray The 2015 radiometric or gamma-ray grid of Aust... NaN gamma_ray spectrometer NaN NaN NaN gamma_ray NaN NaN ... NaN NETCDF NaN NaN NaN aircraft GEOGCS["GEOCENTRIC DATUM of AUSTRALIA",DATUM["... [-0.001, 0.001] None (latitude, longitude)
42 ls5_fc_albers Landsat 5 Fractional Cover 25 metre, 100km til... NaN TM NaN NaN NaN fractional_cover NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_5 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
2 ls5_level1_scene Landsat 5 Level 1 At-sensor Radiance 25 metre NaN TM NaN NaN NaN level1 NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_5 NaN NaN NaN NaN
6 ls5_nbar_albers Landsat 5 Surface Reflectance NBAR 25 metre, 1... NaN TM NaN NaN NaN nbar NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_5 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
3 ls5_nbar_scene Landsat 5 NBAR 25 metre NaN TM NaN NaN NaN nbar NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_5 NaN NaN NaN NaN
26 ls5_nbart_albers Landsat 5 Surface Reflectance NBART 25 metre, ... NaN TM NaN NaN NaN nbart NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_5 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
4 ls5_nbart_scene Landsat 5 NBART 25 metre NaN TM NaN NaN NaN nbart NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_5 NaN NaN NaN NaN
41 ls5_ndvi_albers Landsat 5 Normalised Difference Vegetation Ind... NaN TM NaN NaN NaN ndvi NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_5 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
23 ls5_pq_albers Landsat 5 Pixel Quality 25 metre, 100km tile, ... NaN TM NaN NaN NaN pqa NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_5 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
5 ls5_pq_scene Landsat 5 PQ 25 metre NaN TM NaN NaN NaN pqa NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_5 NaN NaN NaN NaN
1 ls5_satellite_telemetry_data Landsat 5 Satellite Telemetry Data NaN TM NaN NaN NaN satellite_telemetry_data NaN NaN ... NaN NaN NaN NaN NaN LANDSAT_5 NaN NaN NaN NaN
44 ls7_fc_albers Landsat 7 Fractional Cover 25 metre, 100km til... NaN ETM NaN NaN NaN fractional_cover NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_7 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
9 ls7_level1_scene Landsat 7 Level 1 At-sensor Radiance 25 metre NaN ETM NaN NaN NaN level1 NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_7 NaN NaN NaN NaN
21 ls7_nbar_albers Landsat 7 Surface Reflectance NBAR 25 metre, 1... NaN ETM NaN NaN NaN nbar NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_7 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
10 ls7_nbar_scene Landsat 7 NBAR 25 metre NaN ETM NaN NaN NaN nbar NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_7 NaN NaN NaN NaN
29 ls7_nbart_albers Landsat 7 Surface Reflectance NBART 25 metre, ... NaN ETM NaN NaN NaN nbart NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_7 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
11 ls7_nbart_scene Landsat 7 NBART 25 metre NaN ETM NaN NaN NaN nbart NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_7 NaN NaN NaN NaN
45 ls7_ndvi_albers Landsat 7 Normalised Difference Vegetation Ind... NaN ETM NaN NaN NaN ndvi NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_7 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
22 ls7_pq_albers Landsat 7 Pixel Quality 25 metre, 100km tile, ... NaN ETM NaN NaN NaN pqa NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_7 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
12 ls7_pq_scene Landsat 7 PQ 25 metre NaN ETM NaN NaN NaN pqa NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_7 NaN NaN NaN NaN
8 ls7_satellite_telemetry_data Landsat 7 Satellite Telemetry Data NaN ETM NaN NaN NaN satellite_telemetry_data NaN NaN ... NaN NaN NaN NaN NaN LANDSAT_7 NaN NaN NaN NaN
47 ls8_fc_albers Landsat 8 Fractional Cover 25 metre, 100km til... NaN OLI_TIRS NaN NaN NaN fractional_cover NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_8 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
40 ls8_level1_oli_scene Landsat 8 OLI Level 1 At-sensor Radiance 25 metre NaN OLI NaN NaN NaN level1 NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
14 ls8_level1_scene Landsat 8 Level 1 OLI-TIRS At-sensor Radiance ... NaN OLI_TIRS NaN NaN NaN level1 NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
19 ls8_nbar_albers Landsat 8 Surface Reflectance NBAR 25 metre, 1... NaN OLI_TIRS NaN NaN NaN nbar NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_8 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
60 ls8_nbar_oli_albers Landsat 8 Surface Reflectance NBAR 25 metre, 1... NaN OLI NaN NaN NaN nbar NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_8 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
57 ls8_nbar_oli_scene Landsat 8 OLI NBAR 25 metre NaN OLI NaN NaN NaN nbar NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
15 ls8_nbar_scene Landsat 8 NBAR 25 metre NaN OLI_TIRS NaN NaN NaN nbar NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
28 ls8_nbart_albers Landsat 8 Surface Relfectance NBART 25 metre, ... NaN OLI_TIRS NaN NaN NaN nbart NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_8 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
61 ls8_nbart_oli_albers Landsat 8 Surface Relfectance NBART 25 metre, ... NaN OLI NaN NaN NaN nbart NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_8 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
58 ls8_nbart_oli_scene Landsat 8 OLI NBART 25 metre NaN OLI NaN NaN NaN nbart NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
16 ls8_nbart_scene Landsat 8 NBART 25 metre NaN OLI_TIRS NaN NaN NaN nbart NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
55 ls8_ndvi_albers Landsat 8 Normalised Difference Vegetation Ind... NaN OLI_TIRS NaN NaN NaN ndvi NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_8 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
20 ls8_pq_albers Landsat 8 Pixel Quality 25 metre, 100km tile, ... NaN OLI_TIRS NaN NaN NaN pqa NaN NaN ... NaN NetCDF NaN NaN NaN LANDSAT_8 EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)
59 ls8_pq_oli_scene Landsat 8 OLI PQ 25 metre NaN OLI NaN NaN NaN pqa NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
17 ls8_pq_scene Landsat 8 PQ 25 metre NaN OLI_TIRS NaN NaN NaN pqa NaN NaN ... NaN GeoTiff NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
13 ls8_satellite_telemetry_data Landsat 8 Satellite Telemetry Data NaN None NaN NaN NaN satellite_telemetry_data NaN NaN ... NaN NaN NaN NaN NaN LANDSAT_8 NaN NaN NaN NaN
49 modis_mcd43a1_tile MODIS 500 metre MCD43A1 Collection 006 NaN MODIS NaN NaN NaN MCD43A1 NaN NaN ... NaN HDF4_EOS:EOS_GRID NaN NaN NaN AQUA_TERRA PROJCS["unnamed",GEOGCS["Unknown datum based u... None None (y, x)
50 modis_mcd43a2_tile MODIS 500 metre MCD43A2 Collection 006 NaN MODIS NaN NaN NaN MCD43A2 NaN NaN ... NaN HDF4_EOS:EOS_GRID NaN NaN NaN AQUA_TERRA PROJCS["unnamed",GEOGCS["Unknown datum based u... None None (y, x)
51 modis_mcd43a3_tile MODIS 500 metre MCD43A3 Collection 006 NaN MODIS NaN NaN NaN MCD43A3 NaN NaN ... NaN HDF4_EOS:EOS_GRID NaN NaN NaN AQUA_TERRA PROJCS["unnamed",GEOGCS["Unknown datum based u... None None (y, x)
52 modis_mcd43a4_tile MODIS 500 metre MCD43A4 Collection 006 NaN MODIS NaN NaN NaN MCD43A4 NaN NaN ... NaN HDF4_EOS:EOS_GRID NaN NaN NaN AQUA_TERRA PROJCS["unnamed",GEOGCS["Unknown datum based u... None None (y, x)
56 srtm_dem1sv1_0 DEM 1sec Version 1.0 NaN SIR NaN NaN NaN DEM NaN NaN ... NaN AIG NaN NaN NaN Space Shuttle Endeavour EPSG:4326 [-0.00027777777778, 0.00027777777778] None (latitude, longitude)
46 wofs_albers Historic Flood Mapping Water Observations from... NaN None NaN NaN NaN wofs NaN NaN ... NaN NetCDF NaN NaN NaN None EPSG:3577 [-25, 25] [100000.0, 100000.0] (y, x)

45 rows × 29 columns

The returned list is printed directly to the screen. The column name contains the product names that are used when quering the datacube using the load function. This will be covered in more detail in the loading_data notebook.


In [3]:
data = dc.load(product='bom_rainfall_grids', x=(149.0, 150.0), y=(-36.0, -37.0),
               time=('2000-01-01', '2001-01-01'))


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WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute
WARNING:rasterio._gdal:CPLE_AppDefined in No UNIDATA NC_GLOBAL:Conventions attribute

In [4]:
data


Out[4]:
<xarray.Dataset>
Dimensions:    (latitude: 20, longitude: 20, time: 366)
Coordinates:
  * time       (time) datetime64[ns] 2000-01-01 2000-01-02 2000-01-03 ...
  * latitude   (latitude) float64 -36.02 -36.07 -36.12 -36.17 -36.23 -36.27 ...
  * longitude  (longitude) float64 149.0 149.1 149.1 149.2 149.2 149.3 149.3 ...
Data variables:
    rainfall   (time, latitude, longitude) float32 1.25693 1.58153 1.43666 ...
Attributes:
    crs: EPSG:4326

In [ ]: