diff --git a/tutorials/Earthdata-cloud-clinic.ipynb b/tutorials/Earthdata-cloud-clinic.ipynb index 93ffa15b..7767019c 100644 --- a/tutorials/Earthdata-cloud-clinic.ipynb +++ b/tutorials/Earthdata-cloud-clinic.ipynb @@ -92,1121 +92,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "1a6fad23-fa66-4e3d-818b-96f797025b00", "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "application/javascript": [ - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " var force = true;\n", - " var py_version = '3.4.0'.replace('rc', '-rc.').replace('.dev', '-dev.');\n", - " var reloading = false;\n", - " var Bokeh = root.Bokeh;\n", - "\n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " 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<xarray.DataArray 'SLA' (Time: 18, Latitude: 120, Longitude: 156)> Size: 1MB\n",
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<xarray.Dataset> Size: 112MB\n",
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-       "    sst_anomaly       (time, lat, lon) float64 25MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "Attributes: (12/54)\n",
-       "    Conventions:                CF-1.7, ACDD-1.3\n",
-       "    title:                      Daily 0.25-degree MUR SST, Final product\n",
-       "    summary:                    A low-resolution version of the MUR SST analy...\n",
-       "    keywords:                   Oceans > Ocean Temperature > Sea Surface Temp...\n",
-       "    keywords_vocabulary:        NASA Global Change Master Directory (GCMD) Sc...\n",
-       "    standard_name_vocabulary:   NetCDF Climate and Forecast (CF) Metadata Con...\n",
-       "    ...                         ...\n",
-       "    publisher_name:             GHRSST Project Office\n",
-       "    publisher_url:              https://www.ghrsst.org\n",
-       "    publisher_email:            gpc@ghrsst.org\n",
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-       "    metadata_link:              http://podaac.jpl.nasa.gov/ws/metadata/datase...\n",
-       "    acknowledgment:             Please acknowledge the use of these data with...
" - ], - "text/plain": [ - " Size: 112MB\n", - "Dimensions: (time: 3, lat: 720, lon: 1440)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 24B 2023-07-01T09:00:00 ... 2023-...\n", - " * lat (lat) float32 3kB -89.88 -89.62 -89.38 ... 89.62 89.88\n", - " * lon (lon) float32 6kB -179.9 -179.6 -179.4 ... 179.6 179.9\n", - "Data variables:\n", - " analysed_sst (time, lat, lon) float64 25MB dask.array\n", - " analysis_error (time, lat, lon) float64 25MB dask.array\n", - " mask (time, lat, lon) float32 12MB dask.array\n", - " sea_ice_fraction (time, lat, lon) float64 25MB dask.array\n", - " sst_anomaly (time, lat, lon) float64 25MB dask.array\n", - "Attributes: (12/54)\n", - " Conventions: CF-1.7, ACDD-1.3\n", - " title: Daily 0.25-degree MUR SST, Final product\n", - " summary: A low-resolution version of the MUR SST analy...\n", - " keywords: Oceans > Ocean Temperature > Sea Surface Temp...\n", - " keywords_vocabulary: NASA Global Change Master Directory (GCMD) Sc...\n", - " standard_name_vocabulary: NetCDF Climate and Forecast (CF) Metadata Con...\n", - " ... ...\n", - " publisher_name: GHRSST Project Office\n", - " publisher_url: https://www.ghrsst.org\n", - " publisher_email: gpc@ghrsst.org\n", - " file_quality_level: 3\n", - " metadata_link: http://podaac.jpl.nasa.gov/ws/metadata/datase...\n", - " acknowledgment: Please acknowledge the use of these data with..." - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ds = xr.open_mfdataset(earthaccess.open(sst_results))\n", "ds" @@ -4237,99 +380,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "ced3173c-b0dd-4346-be9d-7c392d747c37", "metadata": {}, - "outputs": [ - { - "data": {}, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.holoviews_exec.v0+json": "", - "text/html": [ - "
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<xarray.Dataset> Size: 11GB\n",
-       "Dimensions:                 (lon: 1440, lat: 720, time: 69,\n",
-       "                             uncertainty_components: 9, iceflag_components: 3)\n",
-       "Coordinates:\n",
-       "  * lon                     (lon) float32 6kB 0.125 0.375 0.625 ... 359.6 359.9\n",
-       "  * lat                     (lat) float32 3kB -89.88 -89.62 ... 89.62 89.88\n",
-       "  * time                    (time) datetime64[ns] 552B 2019-07-28T12:00:00 .....\n",
-       "Dimensions without coordinates: uncertainty_components, iceflag_components\n",
-       "Data variables: (12/19)\n",
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-       "    nobs_RF                 (time, lat, lon) float64 572MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    nobs_40km               (time, lat, lon) float64 572MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    sss_smap                (time, lat, lon) float32 286MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    sss_smap_RF             (time, lat, lon) float32 286MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    sss_smap_unc            (time, lat, lon) float32 286MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    ...                      ...\n",
-       "    fland                   (time, lat, lon) float32 286MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    gice_est                (time, lat, lon) float32 286MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    surtep                  (time, lat, lon) float32 286MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    winspd                  (time, lat, lon) float32 286MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    sea_ice_zones           (time, lat, lon) int8 72MB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
-       "    anc_sea_ice_flag        (time, lat, lon, iceflag_components) int8 215MB dask.array<chunksize=(1, 720, 1440, 2), meta=np.ndarray>\n",
-       "Attributes: (12/65)\n",
-       "    Conventions:                                            CF-1.7, ACDD-1.3\n",
-       "    title:                                                  SMAP ocean surfac...\n",
-       "    version:                                                V5.0 Validated Re...\n",
-       "    summary:                                                The dataset conta...\n",
-       "    acknowledgement:                                        Funded under Subc...\n",
-       "    processing_level:                                       L3\n",
-       "    ...                                                     ...\n",
-       "    Source_of_SMAP_SSS_retrievals:                          T. Meissner, F. W...\n",
-       "    Source_of_ancillary_SST:                                Canada Meteorolog...\n",
-       "    Source_of_ancillary_CCMP_wind_speed:                    Mears, C. et al.,...\n",
-       "    Source_of_ancillary_AMSR2_sea_ice_flag_and_correction:  Meissner, T. and ...\n",
-       "    Source_of_ancillary_land_mask:                          1 km land/water m...\n",
-       "    Source_of_ancillary_reference_SSS_from_HYCOM:           Hybrid Coordinate...
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<xarray.DataArray 'sss_smap' (time: 69, lat: 56, lon: 40)> Size: 618kB\n",
-       "dask.array<getitem, shape=(69, 56, 40), dtype=float32, chunksize=(1, 56, 40), chunktype=numpy.ndarray>\n",
-       "Coordinates:\n",
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-       "Attributes:\n",
-       "    long_name:              SMAP sea surface salinity smoothed to approx 70km...\n",
-       "    standard_name:          sea_surface_salinity\n",
-       "    units:                  1e-3\n",
-       "    valid_min:              0.0\n",
-       "    valid_max:              45.0\n",
-       "    coverage_content_type:  physicalMeasurement
" - ], - "text/plain": [ - " Size: 618kB\n", - "dask.array\n", - "Coordinates:\n", - " * lon (lon) float32 160B 160.1 160.4 160.6 160.9 ... 169.4 169.6 169.9\n", - " * lat (lat) float32 224B 61.12 61.38 61.62 61.88 ... 74.38 74.62 74.88\n", - " * time (time) datetime64[ns] 552B 2019-07-28T12:00:00 ... 2019-10-04T12...\n", - "Attributes:\n", - " long_name: SMAP sea surface salinity smoothed to approx 70km...\n", - " standard_name: sea_surface_salinity\n", - " units: 1e-3\n", - " valid_min: 0.0\n", - " valid_max: 45.0\n", - " coverage_content_type: physicalMeasurement" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ds_subset = ds['sss_smap'].sel(lat=slice(61, 75), lon=slice(160,170)) \n", "ds_subset"